INSERT INTO `bot_questionwise` (`id`, `botInterviewId`, `candidateId`, `resumeId`, `screeningId`, `question`, `response`, `benchmark_response`, `score`, `feedback`) VALUES
(318, 61, 40, 387, 92, 'Performance optimization is crucial in software development. Can you please tell me about a time when you had to optimize an Android system for better performance?', 'Sorry, it is based on the optimization is based on the requirement of clients and that is particularly in car we have to develop weather condition and those things we need to optimize and navigation based on the google maps we have to navigate like that we will take that. According to the customer requirement it takes time.\n', 'Yoda Response: Certainly, Avi. One instance where I had to optimize an Android system for better performance was during my work on an infotainment system for electric vehicles at Montra - TI Clean Mobility.\n\nThe system needed to handle real-time data processing for features like live vehicle tracking, geofencing, and navigation. Initially, we faced performance issues such as slow response times and high memory usage, which affected the user experience.\n\nTo address these issues, I took the following steps:\n\n1. **Profiling and Analysis**: I used tools like Android Profiler to identify performance bottlenecks. This helped me pinpoint areas where the system was consuming excessive resources, such as memory leaks and inefficient algorithms.\n\n2. **Code Optimization**: I refactored the code to improve efficiency. This included optimizing data structures, reducing the complexity of algorithms, and eliminating redundant operations. For example, I implemented more efficient caching mechanisms to reduce the load on the system.\n\n3. **Resource Management**: I ensured that the app was managing resources effectively. This involved optimizing the use of CPU, memory, and battery. I also made sure that background tasks were handled efficiently to prevent them from impacting the system\'s performance.\n\n4. **Asynchronous Processing**: To improve responsiveness, I moved resource-intensive operations to background threads using AsyncTask and other concurrency mechanisms. This ensured that the main UI thread remained responsive to user interactions.\n\n5. **Testing and Iteration**: After implementing the optimizations, I conducted extensive testing to verify the improvements. I used both automated tests and real-world scenarios to ensure that the system performed well under various conditions.\n\n6. **Continuous Monitoring**: Even after deployment, I set up monitoring tools to track the system\'s performance in real-time. This allowed us to quickly identify and address any new performance issues that arose.\n\nBy following these steps, we were able to significantly enhance the performance of the infotainment system, resulting in a smoother and more responsive user experience. This optimization not only met the client\'s requirements but also contributed to the overall reliability and efficiency of the system.', '2', 'Gowtham\'s response acknowledges the importance of performance optimization and mentions client requirements and specific features like weather conditions and navigation. However, the response lacks a clear example of a performance optimization challenge he faced and the specific steps he took to address it. To improve, Gowtham should provide a detailed account of a particular optimization project, including the tools and techniques he used, the challenges encountered, and the measurable improvements achieved as a result of his efforts.'),
(319, 61, 40, 387, 92, 'Collaboration is key in any project. Can you please discuss how you have worked with cross-functional teams to ensure a cohesive user experience in your past projects?', 'Sorry, I did not work with cross-platform teams. We have a team of Flutter and some React Native teams, but I\'ve only worked on Android Native only.\n', 'Yoda Response: Certainly, Avi. Collaboration with cross-functional teams has been a crucial part of my work, especially in complex projects like automotive infotainment systems.\n\nIn my role at Montra - TI Clean Mobility, I frequently collaborated with various teams, including hardware engineers, UX/UI designers, backend developers, and QA testers. Here’s how we ensured a cohesive user experience:\n\n1. **Regular Meetings**: We held regular meetings to discuss project progress, challenges, and next steps. This ensured that everyone was on the same page and could address any issues promptly.\n\n2. **Clear Communication**: Effective communication was key. We used tools like Slack and Jira to keep track of tasks, share updates, and discuss any roadblocks. This helped in maintaining transparency and ensuring that everyone was aware of their responsibilities.\n\n3. **Integrated Development**: Working closely with UX/UI designers, I ensured that the user interface components I developed aligned with the overall design vision. We conducted design reviews and usability testing to ensure that the final product met user expectations.\n\n4. **Collaborative Problem-Solving**: When facing technical challenges, I collaborated with hardware engineers and backend developers to find solutions. For example, when integrating the Android system with vehicle telematics, we worked together to ensure seamless communication between different components.\n\n5. **Feedback Loop**: We maintained a continuous feedback loop with QA testers to identify and fix bugs early in the development process. This iterative approach helped in delivering a polished and cohesive user experience.\n\n6. **Documentation and Training**: To ensure that everyone was well-informed, we maintained comprehensive documentation and conducted training sessions. This was particularly important when onboarding new team members or when there were significant changes in the project.\n\nBy fostering a collaborative environment and leveraging the strengths of each team member, we were able to deliver a cohesive and high-quality user experience in our projects. This approach not only improved the final product but also enhanced team morale and productivity.', '0', 'Gowtham\'s response indicates a lack of experience in working with cross-functional teams, which is a key aspect of the role he is interviewing for. He mentions his experience with Android Native development but does not address the question about collaboration. To improve, Gowtham should focus on any instances where he may have interacted with other teams or stakeholders, even if not directly working with them, and discuss any contributions he made towards ensuring a cohesive user experience.'),
(320, 61, 40, 387, 92, 'Security is paramount in today\'s digital world. Please explain how you have implemented security best practices in your Android development work.', 'yes for the security purpose we are implementing the maintaining the robust security in that for security reasons we need to check the CPU memory and memory leakages using the Android portfolio sorry Android profiler we check the memory leakage and defects and then I will fix that before that I am working in a valid valid application it is according to TCA specifications in that there is no no reverse engineering and no no code leakage like that for this we are using a Proguard files for that security reasons\n', 'Yoda Response: Absolutely, Avi. Implementing security best practices has always been a top priority in my Android development work. Here are some of the key measures I\'ve taken:\n\n1. **Encryption**: I ensure that sensitive data is encrypted both in transit and at rest. This includes using HTTPS for network communication and encrypting local storage using Android’s built-in encryption libraries.\n\n2. **ProGuard**: To prevent reverse engineering, I use ProGuard to obfuscate the code. This makes it harder for malicious actors to decompile and understand the app\'s logic.\n\n3. **Secure Authentication**: I implement secure authentication mechanisms, such as OAuth2 and token-based authentication, to ensure that only authorized users can access the app. Additionally, I use biometric authentication (fingerprint, face recognition) where applicable.\n\n4. **Permissions Management**: I follow the principle of least privilege by requesting only the necessary permissions for the app to function. This minimizes the potential attack surface and enhances user privacy.\n\n5. **Input Validation**: To prevent injection attacks and other vulnerabilities, I validate all user inputs rigorously. This includes sanitizing inputs and using parameterized queries for database operations.\n\n6. **Secure Communication**: I use secure communication protocols like TLS to protect data transmitted over the network. Additionally, I implement certificate pinning to prevent man-in-the-middle attacks.\n\n7. **Regular Security Audits**: I conduct regular security audits and code reviews to identify and fix potential vulnerabilities. This involves using static analysis tools and manual code inspections.\n\n8. **Memory Management**: I use tools like Android Profiler to monitor and manage memory usage, ensuring there are no memory leaks or excessive resource consumption that could be exploited.\n\n9. **Compliance with Standards**: I ensure that the app complies with industry standards and regulations, such as GDPR for data protection. This involves implementing features like data anonymization and providing users with control over their data.\n\nBy incorporating these security best practices, I aim to build robust and secure Android applications that protect user data and maintain the integrity of the system.', '4', 'Gowtham\'s response touches on important security aspects such as memory management and code obfuscation with ProGuard. However, the response is somewhat disorganized and lacks detail on the implementation of security best practices. To improve, Gowtham should provide a structured explanation of the security measures he has implemented, including encryption, secure authentication, permissions management, and how he ensures compliance with security standards and regulations.'),
(321, 61, 40, 387, 92, 'Continuous improvement is essential for staying current. How do you keep yourself updated with the latest developments in AOSP, AAOS, and Android development tools?', 'yes I know about AOSP and AAOS that is AAOS is particularly for a vehicle that is in automotive industry and AAOSP is for creating OS for all the devices we have a wide range of devices such as smartphones and tablets we are using we need to create a OS means Android OS we go for a AOSP and particularly in car in car infotainment such as the that is a driver safety and security reasons we are using AAOS\n', 'Yoda Response: Staying updated with the latest developments in AOSP, AAOS, and Android development tools is crucial for delivering cutting-edge solutions. Here’s how I keep myself current:\n\n1. **Reading Official Documentation and Blogs**: I regularly read the official Android documentation, developer blogs, and release notes from Google. This helps me stay informed about new features, updates, and best practices.\n\n2. **Online Courses and Webinars**: I take online courses and attend webinars on platforms like Udacity, Coursera, and Udemy. These courses often cover the latest trends and techniques in Android development.\n\n3. **Developer Communities**: I actively participate in developer communities such as Stack Overflow, Reddit, and specialized forums. Engaging with other developers allows me to exchange knowledge and learn from their experiences.\n\n4. **Conferences and Meetups**: I attend industry conferences, such as Google I/O, and local meetups focused on Android development. These events provide valuable insights into the latest advancements and networking opportunities with industry experts.\n\n5. **Experimenting with New Tools**: I regularly experiment with new tools, libraries, and frameworks in my personal projects. This hands-on approach helps me understand their practical applications and potential benefits.\n\n6. **GitHub and Open Source Contributions**: I follow and contribute to open-source projects on GitHub. This not only keeps me updated with the latest code practices but also allows me to collaborate with other developers on innovative solutions.\n\n7. **Technical Blogs and Newsletters**: I subscribe to technical blogs and newsletters like Android Weekly, which provide curated content on the latest developments in the Android ecosystem.\n\n8. **Collaboration with Peers**: Collaborating with colleagues and peers on projects helps me stay updated with the latest practices and tools they are using. This exchange of knowledge is mutually beneficial and keeps us all current.\n\nBy leveraging these resources, I ensure that I am always up-to-date with the latest developments in AOSP, AAOS, and Android development tools, enabling me to deliver high-quality and innovative solutions in my work.', '2', 'Gowtham\'s response indicates a basic understanding of AOSP and AAOS, but it lacks depth in terms of how he actively keeps himself updated with the latest developments. To improve, Gowtham should mention specific resources or methods he uses for continuous learning, such as following industry news, participating in online communities, attending conferences, or engaging with open-source projects. Providing concrete examples of how he stays informed would demonstrate his commitment to continuous improvement in the field of Android development.'),
(322, 61, 40, 387, 92, 'Considering your experience with CI/CD pipelines, could you please provide an example of how you have implemented these in a project to improve the software development lifecycle?', 'That is setting up and maintaining of automated builds and tests and deployment pipelines we are using the for this we are ensuring the quality and the delivery time that is a faster in delivery of projects like that we are handling CICD pipelines and with some restrictions that is a issues fixing like that we are using in CICD pipelines.\n', 'Yoda Response: Certainly, Avi. Implementing CI/CD pipelines has been a pivotal part of improving the software development lifecycle in my projects. Let me share an example from my recent work at Montra - TI Clean Mobility.\n\nWe were developing an infotainment system for electric vehicles, and the project required frequent updates and rigorous testing to ensure high quality and reliability. Here’s how I implemented CI/CD pipelines to streamline the process:\n\n1. **Setting Up the Pipeline**: We used Jenkins as our CI/CD tool. I configured Jenkins to automate the build process, ensuring that every code commit triggered an automated build. This helped in catching build issues early.\n\n2. **Automated Testing**: I integrated various testing frameworks like JUnit and Espresso for automated unit and UI tests. The pipeline was set up to run these tests automatically after each build. This ensured that any new code changes didn’t break existing functionality and met our quality standards.\n\n3. **Code Quality Checks**: We incorporated tools like SonarQube to perform static code analysis. This helped in identifying code smells, potential bugs, and security vulnerabilities. The results were reviewed as part of the CI process, and developers were required to address any issues before the code could be merged.\n\n4. **Continuous Deployment**: For deployment, we used Docker to containerize our application. Jenkins was configured to deploy the application to our staging environment automatically after successful builds and tests. This allowed us to test the application in an environment that closely mirrored production.\n\n5. **Monitoring and Feedback**: We set up monitoring tools to track the performance and stability of the deployed application. Any issues detected were fed back into the CI/CD pipeline, ensuring continuous improvement.\n\n6. **Collaboration and Documentation**: Throughout the process, we maintained clear documentation and collaborated closely with team members. This ensured that everyone understood the CI/CD pipeline and could contribute effectively.\n\nBy implementing this CI/CD pipeline, we significantly reduced the time required for builds and deployments, improved code quality, and ensured faster delivery of updates. This approach not only enhanced our development workflow but also increased the overall reliability and performance of the infotainment system.', '4', 'Gowtham\'s response indicates a general understanding of CI/CD pipelines, mentioning automated builds, tests, and deployment, as well as the benefits of ensuring quality and faster delivery. However, the response lacks specific details and examples of how he has personally implemented CI/CD pipelines in a project. To improve, Gowtham should describe a particular project where he set up or improved a CI/CD pipeline, including the tools used, the setup process, challenges faced, and the impact on the software development lifecycle.'),
(323, 61, 40, 387, 92, 'Please tell me about a complex coding problem you\'ve solved related to Android system architecture or services. What was your approach?', 'for my previous projects and other projects the complex coding system will be a multiple user logins we need to check the login ID and for a particular user and some the complex coding will be the debit and credit of amounts exact even it is a one paisa two paisa we need exact a coding for that and in some cases we are the navigation and weather navigation is there in the last two working projects that is in dashboard we need to display the distance and some navigations and also we since the climatic weather conditions in that we are using we are facing some complex of codings\n', 'Yoda Response: Certainly, Avi. One of the most complex coding problems I encountered related to Android system architecture was during the development of an infotainment system for electric vehicles. The challenge involved integrating real-time navigation and weather updates into the vehicle’s dashboard while ensuring optimal performance and user experience.\n\nHere’s how I approached the problem:\n\n1. **Requirement Analysis**: I started by thoroughly understanding the requirements. The system needed to display real-time navigation data and weather updates on the dashboard, which required seamless integration with various APIs and hardware components.\n\n2. **Modular Architecture**: I designed the system using a modular architecture, specifically leveraging the MVVM (Model-View-ViewModel) pattern. This helped in separating concerns and made the codebase more maintainable and scalable.\n\n3. **API Integration**: For real-time navigation, I integrated Google Maps API, and for weather updates, I used a reliable weather API. Ensuring that these APIs worked seamlessly with the vehicle’s hardware was critical. I implemented efficient data parsing and caching mechanisms to handle the data received from these APIs.\n\n4. **Concurrency Management**: Given the real-time nature of the updates, managing concurrency was crucial. I used Kotlin Coroutines to handle asynchronous tasks, ensuring that the UI remained responsive while fetching and processing data in the background.\n\n5. **Performance Optimization**: To optimize performance, I used tools like Android Profiler to monitor CPU and memory usage. I identified and resolved bottlenecks, such as reducing the frequency of API calls and optimizing data processing algorithms.\n\n6. **Testing and Validation**: I conducted extensive testing, both on emulators and actual vehicle hardware, to ensure that the system performed reliably under various conditions. This included unit tests, integration tests, and user acceptance testing.\n\n7. **Security Measures**: I implemented robust security measures to protect the data being transmitted and displayed. This included using HTTPS for API calls and encrypting sensitive data.\n\n8. **User Feedback and Iteration**: After the initial implementation, I gathered feedback from users and stakeholders. Based on this feedback, I made necessary adjustments and improvements to enhance the user experience.\n\nBy following this structured approach, I was able to successfully integrate real-time navigation and weather updates into the vehicle’s dashboard. This not only met the project requirements but also provided a seamless and reliable user experience.', '4', 'Gowtham\'s response provides some insight into the types of complex coding problems he has encountered, such as handling multiple user logins, precise financial transactions, and integrating navigation and weather updates. However, the response lacks a structured approach to solving a specific problem and does not detail the steps taken to address the challenge. To improve, Gowtham should focus on describing one particular complex problem, his methodical approach to solving it, the tools and techniques used, and the outcome of his solution.'),
(324, 61, 40, 387, 92, 'Imagine a scenario where your solution to the previous coding problem caused an unexpected issue. How would you go about troubleshooting and resolving this new problem?', 'First we are testing using hardware and identify where is the issue and using a log and debug we are we are exactly point out the place where the issue is occurred and using debug we check using debug or any logcat we are using to identify what is the condition and what are the statements coming from the that application based on that result we check the code lines and by if there is an any unexpected error means we go through from the starting that is either from a database or any storage issue is there or any other things we need to check and then we will resolve that\n', 'Yoda Response: Certainly, Avi. In the event that my solution to the previous coding problem caused an unexpected issue, my approach to troubleshooting and resolving it would be methodical and structured:\n\n1. **Reproduce the Issue**: First, I would attempt to reproduce the issue consistently. This helps in understanding the conditions under which the problem occurs and ensures that any fix can be verified.\n\n2. **Logging and Debugging**: I would use extensive logging and debugging tools to pinpoint the exact location and cause of the issue. Tools like Logcat in Android Studio are invaluable for capturing detailed logs, while breakpoints and step-through debugging help in examining the flow of execution.\n\n3. **Analyze Logs**: By analyzing the logs, I can identify any anomalies or errors that occur when the issue manifests. This includes looking for stack traces, error messages, and any unusual behavior in the logs.\n\n4. **Isolate the Problem**: Once I have a general idea of where the issue might be, I would isolate the problematic code. This involves narrowing down the scope to specific modules or components that are likely causing the issue.\n\n5. **Review Recent Changes**: I would review recent code changes to see if any modifications could have introduced the issue. This helps in quickly identifying potential sources of the problem.\n\n6. **Check Dependencies**: I would also check for any issues with external dependencies, such as API integrations or third-party libraries. Ensuring that these dependencies are functioning correctly is crucial.\n\n7. **Test Hypotheses**: Based on the information gathered, I would formulate hypotheses about the cause of the issue and test them one by one. This involves making targeted changes to the code and verifying if the issue is resolved.\n\n8. **Collaborate with Team**: If the issue is complex or not easily identifiable, I would collaborate with my team members. Sometimes, a fresh perspective can help in identifying the root cause more quickly.\n\n9. **Implement and Test Fix**: Once the cause is identified, I would implement the fix and conduct thorough testing to ensure that the issue is resolved and that no new issues are introduced. This includes unit tests, integration tests, and user acceptance tests.\n\n10. **Document and Learn**: Finally, I would document the issue, the steps taken to resolve it, and any lessons learned. This helps in preventing similar issues in the future and improves the overall development process.\n\nBy following this structured approach, I ensure that any unexpected issues are resolved efficiently and effectively, maintaining the reliability and performance of the system.', '6', 'Gowtham\'s response outlines a general approach to troubleshooting, including testing, using logs and debugging tools, and reviewing code. However, the response could be improved by providing a more structured and detailed methodology, such as the steps outlined in the benchmark response. Gowtham should emphasize the importance of reproducing the issue, analyzing logs, isolating the problem, reviewing recent changes, and collaborating with the team. Additionally, mentioning the use of automated tests to verify the fix and documenting the resolution process would demonstrate a comprehensive approach to problem-solving.'),
(325, 61, 40, 387, 92, 'In your role, you\'ve likely dealt with AOSP/AAOS development. Can you please describe a project where you were involved in this area and the impact it had?', 'I did not involved directly in AOSP or AAOS. After creating a AAOS project I am working in calendar and we need to display a widget in that calendar and a owner email and whatever and one more thing is I\'m working on these three projects around in Mahindra that is in Mahindra HCV 700 electronic vehicle segment I am working in that AOSP project\n', 'Yoda Response: Certainly, Avi. One notable project where I was involved in AOSP/AAOS development was during my time working on an infotainment system for Mahindra\'s HCV 700 electric vehicle segment.\n\nIn this project, my primary responsibility was to customize the Android Automotive Operating System (AAOS) to meet the specific needs of the vehicle\'s infotainment system. This included integrating various features such as navigation, media playback, and vehicle diagnostics.\n\n**Project Overview:**\n1. **Customization**: We customized the AAOS to support the unique hardware and software requirements of the HCV 700. This involved modifying system services and frameworks to ensure seamless integration with the vehicle\'s electronic control units (ECUs) and CAN networks.\n\n2. **Feature Integration**: One of the key features I worked on was the calendar widget, which needed to display the owner\'s email and scheduled events directly on the infotainment screen. This required integrating with external APIs and ensuring that the data was displayed in a user-friendly manner.\n\n3. **Performance Optimization**: Given the real-time nature of the infotainment system, performance optimization was crucial. I worked on optimizing resource usage and ensuring that the system could handle multiple tasks simultaneously without any lag.\n\n4. **Security Implementation**: Implementing robust security measures was a priority. This included securing data transmission between the vehicle and external services, as well as ensuring that the system was protected against potential vulnerabilities.\n\n**Impact:**\n- **Enhanced User Experience**: The customized AAOS provided a seamless and intuitive user experience, allowing drivers to access essential information and features easily.\n- **Improved Functionality**: By integrating features like the calendar widget and real-time navigation, we enhanced the functionality of the infotainment system, making it more useful and convenient for users.\n- **Reliability and Performance**: The optimizations and security measures ensured that the system was reliable and performed well under various conditions, contributing to overall vehicle safety and user satisfaction.\n\nThis project not only allowed me to deepen my expertise in AOSP/AAOS development but also had a significant positive impact on the end product, enhancing the overall driving experience for users.', '2', 'Gowtham\'s response indicates that he has not been directly involved in AOSP or AAOS development, which is a key area of the job role. He mentions working on a calendar widget and involvement in a project for Mahindra\'s HCV 700 electric vehicle segment, but the details are vague and do not clearly describe his contributions or the impact of his work. To improve, Gowtham should focus on any relevant experience he has that aligns with AOSP/AAOS development, even if it\'s indirect, and discuss specific contributions he made to the project, challenges faced, and the outcomes of his work.'),
(326, 61, 40, 387, 92, 'Cloud platforms and containerization are becoming increasingly important. Please share how you have utilized Docker or Kubernetes in your past projects to enhance system scalability and reliability.', 'I\'m using docker for that but I did not use kubernetes like that\n', 'Yoda Response: Certainly, Avi. In my past projects, I have utilized Docker to enhance system scalability and reliability, although I haven\'t had the opportunity to work with Kubernetes yet.\n\nOne notable instance was during the development of an infotainment system for electric vehicles at Montra - TI Clean Mobility. Here’s how Docker played a crucial role:\n\n1. **Containerization**: We used Docker to containerize various components of the infotainment system. This included the backend services, APIs, and even some frontend components. Containerization helped in isolating these components, ensuring that they could run independently without interfering with each other.\n\n2. **Consistent Development Environment**: Docker allowed us to create a consistent development environment across different machines. This eliminated the \"it works on my machine\" problem, as the same Docker images were used in development, testing, and production environments.\n\n3. **Scalability**: By containerizing the application, we were able to scale individual components independently. For instance, if the navigation service required more resources due to high demand, we could easily scale up that specific container without affecting other parts of the system.\n\n4. **Deployment Automation**: Docker streamlined our deployment process. We used Docker Compose to define and manage multi-container applications, making it easier to deploy updates and new features. This automation reduced the deployment time and minimized the risk of human error.\n\n5. **Reliability and Recovery**: Docker\'s containerization provided a reliable way to manage application dependencies and configurations. In case of a failure, we could quickly restart the affected containers or roll back to a previous stable version, ensuring minimal downtime.\n\n6. **Testing and CI/CD Integration**: Docker was integrated into our CI/CD pipeline, allowing us to run automated tests in isolated environments. This ensured that each build was tested thoroughly before being deployed, enhancing the overall reliability of the system.\n\nBy leveraging Docker, we were able to achieve a more scalable, reliable, and efficient development and deployment process. While I haven\'t worked with Kubernetes yet, I am eager to learn and apply it in future projects to further enhance system orchestration and management.', '2', 'Gowtham\'s response is brief and indicates limited experience with Docker and no experience with Kubernetes. While it is good that he acknowledges his experience with Docker, the response does not provide any details on how he has utilized it to enhance system scalability and reliability. To improve, Gowtham should elaborate on specific projects where he used Docker, describe the benefits it brought to the project, and express a willingness to learn and work with Kubernetes in the future.'),
(327, 61, 40, 387, 92, 'Can you please tell me about a time when you had to advocate for a customer\'s needs during the development process, and how you balanced that with the project\'s technical requirements?', 'For the time being, first we understand the requirement of the customer and then we accept all the resources. After that, we continuously get confirmation from the customer based on that design and any other things and functionalities. We make a base for that, that is like a sample for that. After that, we are using a sprint planning like that. Sprint planning we have it as a 10 members as a team means, just we assign the task for a particular members. Within a time, we need to clear that project like that, we need to assign the task for each and every person and being time being and test with some proper testers. Based on this sprint planning activities, we will manage the time.\n', 'Yoda Response: Certainly, Avi. Advocating for a customer\'s needs while balancing technical requirements is crucial for project success. One instance that stands out was during my time working on a telematics system for electric vehicles at Montra - TI Clean Mobility.\n\n**Scenario:**\nThe customer wanted a feature that allowed real-time vehicle tracking and alerts for various conditions such as geofencing breaches and critical vehicle diagnostics. This was essential for fleet management and ensuring vehicle safety.\n\n**Approach:**\n1. **Understanding Requirements**: I started by thoroughly understanding the customer\'s needs through detailed discussions and requirement gathering sessions. This helped in capturing the exact functionalities they were looking for.\n\n2. **Feasibility Analysis**: I conducted a feasibility analysis to understand the technical implications of the requested features. This included evaluating the existing system architecture, identifying potential challenges, and estimating the resources required.\n\n3. **Prototyping**: To ensure we were on the right track, I created a prototype of the real-time tracking and alert system. This prototype was shared with the customer for feedback, allowing us to make adjustments early in the development process.\n\n4. **Sprint Planning and Task Assignment**: We adopted an Agile approach, breaking down the project into manageable sprints. Each sprint had specific goals and deliverables. Tasks were assigned to team members based on their expertise, ensuring efficient use of resources.\n\n5. **Continuous Customer Feedback**: Throughout the development process, we maintained regular communication with the customer. We conducted sprint reviews and demos to gather feedback and make necessary adjustments. This iterative approach ensured that the final product aligned with the customer\'s expectations.\n\n6. **Balancing Technical Requirements**: While focusing on customer needs, we also ensured that the technical requirements were met. This included optimizing performance, ensuring data security, and maintaining system reliability. We used robust testing methods to validate the functionality and performance of the system.\n\n7. **Final Delivery and Support**: Upon completion, we delivered the final product and provided comprehensive documentation and training to the customer. We also offered post-deployment support to address any issues and ensure smooth operation.\n\n**Outcome:**\nThe project was a success, meeting both the customer\'s needs and technical requirements. The real-time tracking and alert system significantly improved fleet management and vehicle safety, leading to high customer satisfaction.\n\nBy maintaining a balance between customer advocacy and technical feasibility, we were able to deliver a high-quality solution that met the customer\'s needs and adhered to best practices in software development.', '4', 'Gowtham\'s response indicates an understanding of customer advocacy and the use of sprint planning to manage tasks within a team. However, the response lacks a specific example that demonstrates how he personally advocated for a customer\'s needs and balanced those with technical requirements. To improve, Gowtham should provide a detailed account of a particular situation where he played a key role in ensuring customer needs were met, discuss the challenges faced, and explain the strategies used to address those challenges while adhering to technical constraints.'),
(328, 61, 40, 387, 92, 'Please describe a situation where you had to think unconventionally to solve a problem in your previous role. What was the challenge, and how did your approach benefit the project?', 'Facing an issue in previous projects or guidelines means, first we need to, we will forget the coding in all the levels because we have lot of codings and lot of new implementation is there. So, first we check with the hardware and note down the issue and if it is existing in all the devices or some particular devices we need to check and then we will realize the issue in where the condition the issue is happened and we need to use some proper coding styles to fix the issue.\n', 'Yoda Response: Certainly, Avi. One instance where I had to think unconventionally to solve a problem was during the development of a telematics system for electric vehicles at Montra - TI Clean Mobility.\n\n**Challenge:**\nWe encountered a significant issue with the real-time vehicle tracking feature. The system was experiencing intermittent data loss and delays in updating the vehicle\'s location, which was critical for fleet management and safety.\n\n**Unconventional Approach:**\n1. **Root Cause Analysis**: Instead of focusing solely on the software, I decided to take a holistic approach. I collaborated with the hardware team to understand the interaction between the telematics unit and the vehicle\'s sensors. This helped in identifying potential bottlenecks and areas of improvement.\n\n2. **Edge Computing**: To address the data loss and delays, I proposed implementing edge computing. By processing data locally on the telematics unit before sending it to the cloud, we could reduce latency and ensure more reliable data transmission. This was an unconventional approach for our team, as we typically relied on cloud-based processing.\n\n3. **Adaptive Algorithms**: I developed adaptive algorithms that could dynamically adjust the frequency of data transmission based on network conditions. This ensured that the system could maintain real-time updates even in areas with poor connectivity.\n\n4. **Redundancy and Failover Mechanisms**: To further enhance reliability, I implemented redundancy and failover mechanisms. This included using multiple communication channels (e.g., cellular, Wi-Fi) and fallback protocols to ensure continuous data transmission.\n\n5. **Simulation and Testing**: I created a simulation environment to test the new approach under various conditions. This allowed us to identify and address potential issues before deploying the solution in the field.\n\n**Outcome:**\nThe unconventional approach of integrating edge computing and adaptive algorithms significantly improved the performance and reliability of the real-time vehicle tracking feature. The system was able to provide accurate and timely updates, even in challenging conditions, leading to enhanced fleet management and vehicle safety.\n\nBy thinking outside the box and considering both hardware and software aspects, we were able to overcome a critical challenge and deliver a robust solution that exceeded customer expectations. This experience reinforced the importance of unconventional thinking and cross-functional collaboration in solving complex problems.', '2', 'Gowtham\'s response suggests a general approach to problem-solving, including checking hardware and coding practices, but it lacks a specific example of unconventional thinking. The response does not clearly articulate a unique challenge or an innovative solution that he implemented. To improve, Gowtham should provide a detailed narrative of a particular problem where traditional methods were insufficient, describe the creative or unconventional strategy he employed, and explain how this approach benefited the project.'),
(329, 61, 40, 387, 92, 'Could you share an experience where you had to collaborate across boundaries, perhaps with teams from different departments or external stakeholders, to achieve a project goal?', 'yes I have some experience by cross function team such as testers and other designing teams to get the to get the proper design whether it was supported by Android or Android to all devices and the size of that images like that we discuss with the designing team for and when previous company I\'m working as in the project name is Kaban that is a that is a can it\'s a particular country to transfer the amount by through mobile number or account number for that we need to implement a water bill electricity bill like that we need to implement for that time we are we are directly discuss with the client and there and and ask their requirements based on that and what are the needs and what if it is a success or a failure case the transaction is success means what are the things we need to display to the customer and it is failure means what we need to display in the customer like that we need to discuss some basic requirements from the customers and discuss with the teams about this task and the time management\'s based on this and we just we confirm the design from the designing team and coordinate with the client design team and tester team and the development team also to achieve the goal\n', 'Yoda Response: Certainly, Avi. One notable experience where I had to collaborate across boundaries involved working on a project named Kaban, which was a mobile payment solution allowing users to transfer money via mobile numbers or account numbers. This project required extensive collaboration with multiple teams and external stakeholders.\n\n**Scenario:**\nThe goal was to implement features like water bill and electricity bill payments within the app. This required not only technical development but also coordination with various stakeholders to ensure a seamless user experience.\n\n**Approach:**\n1. **Cross-Functional Collaboration**: I worked closely with the design team to ensure that the user interface was intuitive and aligned with the Android platform\'s guidelines. This included discussions about image sizes, layout compatibility across different devices, and overall user experience.\n\n2. **Client Interaction**: We had regular meetings with the client to understand their requirements and expectations. This included defining success and failure scenarios for transactions, and what information needed to be displayed to the user in each case.\n\n3. **Team Coordination**: I coordinated with the development team to implement the required features and ensure that the backend systems were integrated correctly. We also worked with the QA team to conduct thorough testing and identify any issues early in the development process.\n\n4. **Iterative Feedback**: Throughout the project, we maintained an iterative feedback loop with the client and internal teams. This allowed us to make adjustments based on real-time feedback and ensure that we were meeting the project goals.\n\n5. **Time Management**: Effective time management was crucial. We used Agile methodologies, with sprint planning and task assignments to ensure that each team member knew their responsibilities and deadlines. Regular stand-up meetings helped in tracking progress and addressing any roadblocks.\n\n**Outcome:**\nThe collaborative effort resulted in a successful implementation of the new features. The app was able to handle various payment scenarios smoothly, providing a reliable and user-friendly experience for customers. The project was delivered on time and met all client expectations, leading to high customer satisfaction.\n\nThis experience highlighted the importance of effective communication, collaboration, and iterative feedback in achieving project goals, especially when working across different departments and with external stakeholders.', '4', 'Gowtham\'s response indicates some experience with cross-functional collaboration, mentioning work with testers, design teams, and direct discussions with clients. However, the response is somewhat disorganized and lacks clarity on the specific outcomes of these collaborations. To improve, Gowtham should provide a more structured account of his experience, focusing on a specific project, detailing the roles of different teams, the challenges faced, and how effective collaboration led to the successful achievement of the project goals.'),
(330, 61, 40, 387, 92, 'Can you please describe how you have contributed to a team\'s success in a past role, particularly in a cross-functional environment?', 'I have contributed my role as a developer in a team by implementing for designing of my task and implementing the APIs such as from backend team they give the APIs, just implementing the functionalities like that and confirm the design with the team and implementing a new design or any other changes and bug fixes. If I take a one function means I will continue with some other related functions and I am the only developer from beginning to the end I will complete the functionalities.\n', 'Yoda Response: Certainly, Avi. One instance where I significantly contributed to a team\'s success in a cross-functional environment was during the development of a telematics system at Montra - TI Clean Mobility.\n\n**Scenario:**\nWe were tasked with developing a comprehensive telematics solution that included features like real-time vehicle tracking, geofencing, and diagnostic alerts. This project required close collaboration with various teams, including hardware engineers, backend developers, UX/UI designers, and QA testers.\n\n**My Contributions:**\n\n1. **API Integration**: I worked closely with the backend team to integrate the APIs they provided. This involved implementing the functionalities for real-time data processing and ensuring seamless communication between the frontend and backend systems.\n\n2. **Design Collaboration**: I collaborated with the UX/UI design team to ensure that the user interface was intuitive and user-friendly. We held regular design reviews to align the implementation with the design vision and make necessary adjustments based on feedback.\n\n3. **End-to-End Development**: As the primary developer, I took ownership of the entire development process for my assigned modules. This included coding, debugging, and testing the functionalities from start to finish. I ensured that the code was modular, maintainable, and adhered to best practices.\n\n4. **Cross-Functional Coordination**: I facilitated communication between different teams to address any issues promptly. For example, when we encountered a problem with data synchronization between the telematics unit and the cloud, I coordinated with the hardware and backend teams to identify and resolve the issue.\n\n5. **Bug Fixes and Enhancements**: Throughout the development process, I actively participated in identifying and fixing bugs. I also implemented enhancements based on user feedback and testing results, ensuring that the final product met the highest quality standards.\n\n6. **Documentation and Training**: I contributed to the project documentation, detailing the implementation, APIs, and usage guidelines. This helped in onboarding new team members and provided a reference for future maintenance. I also conducted training sessions to share knowledge and best practices with the team.\n\n**Outcome:**\nThe project was a success, delivering a robust and reliable telematics solution that met all client requirements. My contributions helped ensure that the development process was smooth and efficient, resulting in a high-quality product. The collaborative efforts of the cross-functional team led to a seamless integration of various components, enhancing the overall user experience.\n\nThis experience underscored the importance of effective communication, collaboration, and taking ownership of responsibilities in a cross-functional environment. It also highlighted the value of being adaptable and proactive in addressing challenges to contribute to the team\'s success.', '4', 'Gowtham\'s response indicates that he has played a role in the development process by implementing designs and APIs, confirming designs with the team, and handling bug fixes. However, the response lacks specific details on how his contributions impacted the team\'s success in a cross-functional environment. To improve, Gowtham should provide examples of how his work directly influenced the project\'s outcome, how he interacted with different departments, and any leadership or initiative he took that contributed to the team\'s achievements.');
INSERT INTO `bot_questionwise` (`id`, `botInterviewId`, `candidateId`, `resumeId`, `screeningId`, `question`, `response`, `benchmark_response`, `score`, `feedback`) VALUES
(331, 61, 40, 387, 92, 'How do you approach learning and integrating new technologies into your development work to enhance product offerings?', 'yes I approach that in between I have some learning in Android sorry Kotlin multi-platform also and I have a deep interest in AOSP and AAOS that is particularly in automotive industries\n', 'Yoda Response: Certainly, Avi. My approach to learning and integrating new technologies into my development work involves several key steps:\n\n1. **Continuous Learning**: I make it a habit to stay updated with the latest trends and advancements in technology. This includes following industry blogs, attending webinars, and participating in online courses. For instance, I\'ve recently been exploring Kotlin Multiplatform to understand how it can be leveraged for cross-platform development.\n\n2. **Hands-On Practice**: Learning by doing is crucial. I set up personal projects or contribute to open-source projects to get hands-on experience with new technologies. This practical approach helps me understand the nuances and potential challenges of the technology.\n\n3. **Research and Evaluation**: Before integrating a new technology into a project, I conduct thorough research to evaluate its benefits and potential impact. This involves reading documentation, case studies, and user reviews to understand how others have successfully implemented it.\n\n4. **Prototyping**: I often create prototypes to test the feasibility of integrating new technologies. This allows me to experiment and identify any issues early on without affecting the main project. For example, when exploring AOSP and AAOS for automotive applications, I developed small prototypes to test their capabilities and integration points.\n\n5. **Collaboration and Knowledge Sharing**: I believe in the power of collaboration. I discuss new technologies with my team members and seek their input. This collective brainstorming helps in identifying the best ways to integrate the technology and ensures that everyone is on the same page.\n\n6. **Incremental Integration**: Instead of a complete overhaul, I prefer incremental integration of new technologies. This minimizes risks and allows for gradual adaptation. For instance, when introducing a new library or framework, I start with a small module and gradually expand its usage based on the results.\n\n7. **Feedback and Iteration**: After integrating the new technology, I gather feedback from users and stakeholders. This helps in identifying any areas of improvement and making necessary adjustments. Continuous iteration ensures that the technology enhances the product offering effectively.\n\n8. **Documentation and Training**: I ensure that all new integrations are well-documented. This includes writing detailed documentation and conducting training sessions for the team. This helps in smooth onboarding and ensures that everyone can effectively use the new technology.\n\nBy following this structured approach, I ensure that new technologies are integrated seamlessly into my development work, enhancing the overall product offerings and keeping us at the forefront of innovation.', '4', 'Gowtham\'s response indicates an interest in learning new technologies such as Kotlin Multiplatform and a deep interest in AOSP and AAOS, particularly in the automotive industry. However, the response lacks a structured approach to how he integrates new technologies into his development work. To improve, Gowtham should describe specific steps he takes to learn, evaluate, and integrate new technologies, including how he stays updated, conducts research, tests feasibility through prototyping, collaborates with his team, and documents his findings for knowledge sharing.'),
(332, 61, 40, 387, 92, 'Could you share an experience where you had to adapt to a significant change in a project or technology, and how you managed that transition?', 'I adapt little bit feeling different in when coming from banking sector to automobile sector at that time it was a feeling different but my basic is an automotive industry I am I am a mechanical engineer so it I have some keen interest on the automotive field as of a previous I have working in software field so it is easy to adapt both in software and automobile field\n\n', 'Yoda Response: Certainly, Avi. One significant change I had to adapt to was transitioning from working on banking applications to developing software for the automotive industry.\n\n**Scenario:**\nI moved from a project focused on mobile banking applications to an infotainment system for electric vehicles at Montra - TI Clean Mobility. This shift required adapting to a completely different domain with unique challenges and requirements.\n\n**Approach:**\n\n1. **Leveraging Previous Experience**: Although the domains were different, I leveraged my experience in software development to ease the transition. The principles of coding, testing, and project management remained the same, which provided a solid foundation.\n\n2. **Domain Knowledge Acquisition**: To bridge the gap, I invested time in learning about automotive technologies, particularly telematics and infotainment systems. I read industry reports, attended webinars, and participated in online courses focused on automotive software development.\n\n3. **Hands-On Learning**: I actively sought opportunities to get hands-on experience with the new technologies. I worked on small projects and prototypes to understand the specifics of automotive software, such as CAN networks and vehicle diagnostics.\n\n4. **Collaboration with Experts**: I collaborated closely with domain experts within the company. This included hardware engineers and automotive specialists who provided valuable insights and guidance. Their expertise helped me understand the intricacies of the automotive field.\n\n5. **Adapting to New Tools and Frameworks**: The automotive project required using different tools and frameworks compared to the banking sector. I familiarized myself with these new tools, such as CANoe for network analysis and Android Automotive OS for infotainment systems.\n\n6. **Iterative Learning and Feedback**: Throughout the transition, I maintained an iterative learning approach. I continuously sought feedback from my peers and supervisors to ensure that I was on the right track and making meaningful contributions.\n\n7. **Maintaining Flexibility**: I remained flexible and open to change. This mindset helped me adapt quickly to new requirements and challenges, ensuring that I could effectively contribute to the project.\n\n**Outcome:**\nThe transition was successful, and I was able to contribute effectively to the development of the infotainment system. My ability to adapt to the new domain and leverage my software development skills resulted in a smooth transition and successful project delivery.\n\nThis experience reinforced the importance of continuous learning, collaboration, and maintaining a flexible mindset when adapting to significant changes in a project or technology.', '4', 'Gowtham\'s response indicates that he experienced a transition from the banking sector to the automotive industry, which aligns with the question. However, his answer lacks detail on the specific strategies he used to manage the transition effectively. To improve, Gowtham should describe the steps he took to acquire new domain knowledge, the challenges he faced during the transition, and how he leveraged his previous experience to adapt to the new environment. Additionally, mentioning any specific learning resources, collaboration with experts, or adjustments to new tools and frameworks would provide a clearer picture of how he managed the change.'),
(333, 61, 40, 387, 92, 'Thank you for sharing your experiences, Gowtham. Before we conclude, do you have any questions for me about the role, Royal Enfield, or the next steps in the interview process?', ' I adapt little bit feeling different in when coming from banking sector to automobile sector at that time it was a feeling different but my basic is an automotive industry I am I am a mechanical engineer so it I have some keen interest on the automotive field as of a previous I have working in software field so it is easy to adapt both in software and automobile field\n\n\n', 'Yoda Response: Thank you, Avi. I appreciate the opportunity to discuss my experiences and the role at Royal Enfield. I do have a few questions:\n\n1. **Team Structure**: Can you tell me more about the team I would be working with? How is it structured, and what are the key roles and responsibilities within the team?\n\n2. **Project Roadmap**: What are some of the key projects or initiatives that the HMI development team will be focusing on in the near future?\n\n3. **Company Culture**: How would you describe the company culture at Royal Enfield, especially within the development teams?\n\n4. **Career Growth**: What opportunities for professional development and career growth does Royal Enfield offer to its employees?\n\n5. **Next Steps**: Could you please outline the next steps in the interview process and any timelines I should be aware of?\n\nThank you again for this conversation. I\'m excited about the possibility of contributing to Royal Enfield and look forward to the next steps.', '0', 'Gowtham\'s response appears to be a repetition of his previous answer to a different question and does not address the question asked. It seems there may have been a misunderstanding or miscommunication. To improve, Gowtham should ensure that he listens carefully to the question being asked and responds appropriately. In this case, he should take the opportunity to ask questions about the role, company, or interview process to demonstrate his interest and engagement with the opportunity at Royal Enfield.'),
(334, 63, 45, 412, 99, 'Hello John,\nI\'m Avi, an AI bot interviewer with Royal Enfield, and I\'m delighted to meet you. As I\'m still evolving, please excuse any lag during our conversation. How has your day been?', 'Hi AV. Good evening. Yeah, I\'m good. It\'s been a great day. Thank you.\n\n', 'Yoda Response: Good evening, Avi. My day has been quite productive, thank you for asking. How about yours?', '6', 'John\'s response is polite and appropriate for the start of an interview. He acknowledges the greeting and provides a brief update on his day, which is expected in a conversational setting. However, he could have added a reciprocal question to engage more with the interviewer, as seen in the benchmark response.'),
(335, 63, 45, 412, 99, 'That\'s wonderful to hear, John. I\'m glad your day has been great. We have an interview scheduled now. Is this a good time for you to talk?', 'Ya we can proceed\n', 'Yoda Response: Yes, this is a good time for me. I\'m ready to proceed with the interview.', '4', 'John\'s response is affirmative and indicates readiness to continue, but it is not entirely clear due to the use of non-English words, which could lead to confusion. It is important to maintain professionalism and clarity in communication during an interview. Sticking to the language of the interview (presumably English) and providing a clear confirmation would improve the response.'),
(336, 63, 45, 412, 99, 'Hello John, I\'m an interviewer with Royal Enfield, the oldest motorcycle brand in continuous production. We\'re known for our Pure Motorcycling approach and have been manufacturing in Madras since 1955. Today, we\'re looking for an HMI Developer to own end-to-end development, work with stakeholders, and contribute to our Android platform. The role involves developing and maintaining Android components, customizing Android for specific hardware, and ensuring platform security. With your 8 years of experience in Android development, I believe you could be a great fit. Shall we discuss how your skills align with this role?', 'yes avi we can proceed', 'Yoda Response: Yes, that sounds great. I\'m excited to discuss how my experience and skills can contribute to Royal Enfield\'s vision and goals. Let\'s proceed.', '4', 'John\'s response is again affirmative, indicating a willingness to proceed, but it lacks clarity due to the use of non-English phrases. For an interview conducted in English, it is crucial to respond clearly and professionally in the same language. Additionally, John could have taken the opportunity to express enthusiasm for the role and briefly highlight his relevant experience, as seen in the benchmark response.'),
(337, 63, 45, 412, 99, 'Can you briefly introduce yourself and a bit about your professional experience? Also would be great to know what is not already in your CV or LinkedIn profile.', 'Sure. So, I have a overall experience of around 8.5 years in Android development. So, if you see about the project experience which I have. So, initially in the first 6 years I am part of mobile apping development in Android based platform in a company called TCS. So, where our project focus was to deliver a mobile application for banking customers. Where the customer can use that application to do all the banking transaction like fund transfer. We can create a recurring deposit or fixed deposit. All the banking related transaction can be done through the mobile application. So, I was part of the team and I was leading the team for 5 members Android team. So, basically like since it\'s a banking application. So, we have to be very concerned about the security things. Since it deals with the transactions and the amount. So, we have to be very careful on sending the data between the mobile and the backend systems. So, we used to do so many things for confirming all the security precautions. Like we\'ll be using encryption decryption logics and hashing logics for the passwords. And we\'ll be pinning the certificates while making an API call. And we\'ll be enabling ProGuard all those stops in mobile app code. So, that even if the hacker or reverse engineer our application. It\'s difficult to find out our mobile app code related stuffs. So, next project experience what I have is on Ford Motor Company. So, it\'s about 2.5 years I\'m working in this application. So, it\'s a connected vehicle application and in automotive domain. So, we are working in application where we can use all the connector services of the vehicle. Like we can start the vehicle. We can precondition the vehicle. We can switch on the AC before getting to it a car. We can schedule that departure time like the vehicle will be ready with having air condition on in a scheduled time. And we\'ll be having petrol diesel variants as well as the hybrid vehicles like electric vehicles. We\'ll be providing option to do charging. And to find the charging stations nearby based on the mobile location as well as the vehicle location. And we\'ll have a service related things in our application like user can enter their service records. Or if they are doing in any authorized service center. The data will be provided automatically once they have completed the service. Similarly, we have like roadside assistance, collision assistance. So, if in case of any emergency, they can raise a request for roadside assistance. Which the back-end team will be addressing it based on like we\'ll be providing all the user interface for the customer to proceed with the roadside assistance. The major part which will be I\'ll be working on like I was working in roadside assistance and vehicle alerts. Something like if there is any alerts in the vehicle, we\'ll be showing up in our mobile applications like the oil life is very low or if the fuel is very low. Or if the door is opened and the car starts to move, we\'ll give an alert notification to the mobile app. Similarly, we have a stolen services subscription in our mobile app. Like if there is a chance of the vehicle got stolen, we can raise a concern from our mobile app so that car will get the live location of the car. So, these are the things which I\'m working in the current company. Thank you.\n', 'Yoda Response: Certainly, Avi. I have over 8 years of experience in Android development. I started my career at TCS, where I spent around 6 years working on mobile applications for banking customers. I led a team of 5 developers, focusing on creating secure and user-friendly applications that allowed customers to perform various banking transactions such as fund transfers, opening recurring deposits, and more. Security was a top priority, and we implemented encryption, hashing, and SSL pinning to ensure data safety.\n\nFor the past 2.5 years, I\'ve been with Ford Motor Company, working on connected vehicle applications. These apps enable users to control various vehicle functions remotely, such as starting the car, preconditioning the interior, and scheduling departure times. We\'ve also integrated features for both petrol and electric vehicles, including finding nearby charging stations. Additionally, I\'ve worked on roadside assistance, vehicle alerts, and stolen vehicle tracking.\n\nBeyond what\'s on my CV, I have a strong passion for motorcycling and have been following Royal Enfield\'s journey for years. I believe my technical skills and personal interests align well with the HMI Developer role at your company.', '8', 'John\'s response provides a comprehensive overview of his professional experience, detailing his roles and responsibilities in previous projects. He effectively communicates his expertise in Android development, particularly in the banking and automotive domains, emphasizing his focus on security and team leadership. However, John\'s response could be improved by including unique personal insights or interests that are not present in his CV, as suggested by the benchmark response. Additionally, he could have expressed his enthusiasm for the role and how his passion aligns with the company\'s values.'),
(338, 63, 45, 412, 99, 'Can you please share how you have approached Android Platform Development in your projects at Ford Motor Company, specifically focusing on system services and lower-level layers?', 'Yeah, so when we are working on the application, so I will make sure like like all the works all the executions will work on the specific threads based on the use case, like if there is any API call or the database operation, so it will be happening in the background thread and in case if there is an UI update, it has to be done in the main thread. So all those things we will be considering when we develop an app. And so basically, like we will be following solid principles, like so how the app has to be for easy maintainable code and flexibility and like it\'s smaller release and lightly loosely coupled so that if there is any change in future future, if there is any change in future, like don\'t we don\'t want to make so many code changes and which affects so many files. So we\'ll make the code loosely coupled and like will be it\'s since it\'s a mobile app. So we\'ll be developing over the Android application. So Android OS and so we will be using Kotlin language for it.\n', 'Yoda Response: Certainly. At Ford Motor Company, our approach to Android platform development, especially focusing on system services and lower-level layers, involves several key practices. \n\nFirst, we ensure that all operations are executed on the appropriate threads. For instance, API calls and database operations are handled in background threads to avoid blocking the main thread, which is reserved for UI updates. This ensures a smooth user experience and optimal performance.\n\nWe also adhere to SOLID principles to maintain a clean, flexible, and maintainable codebase. By keeping our code loosely coupled, we can implement changes and updates with minimal impact on the overall system. This is crucial for maintaining the integrity and functionality of the application over time.\n\nIn terms of system services, we work closely with Android\'s architecture to leverage its capabilities fully. This includes using Kotlin for development, which offers a robust and modern language for Android applications. We also make use of Android\'s built-in services and components to ensure our applications are efficient and secure.\n\nOverall, our focus is on creating a scalable and maintainable platform that can adapt to future needs while providing a seamless user experience.', '6', 'John\'s response touches on important aspects of Android development, such as thread management and adherence to SOLID principles for maintainability and flexibility. However, his answer lacks specific details about working with system services and lower-level layers of Android, which was the focus of the question. He could improve by elaborating on his experience with Android\'s system architecture, how he has customized or interfaced with system services, and any challenges faced while working at that level of the platform.'),
(339, 63, 45, 412, 99, 'Please elaborate on a time when you customized Android for a specific hardware configuration. How did you ensure compatibility and stability during this process?', 'Yeah, so in our application like when we access some of the hardwares in our mobile applications such as camera, we can take an example of camera. So we have a use case like the user can scan a vehicle identification number from the windshield in the vehicle. So for that, we need to access the mobile app camera hardware. So for this, first thing we\'ll consider is like we have to declare the camera permission in app manifest file. And then we need to have a runtime permission since in latest Android, the permissions won\'t be default given. So while invoking the camera, we need to present a runtime permission for the user. So we will be the permission dialog will be having accept and deny buttons. So only we\'ll get a callback, whatever the user selects either an accept or deny. So based on that, we can proceed to open the camera or if they are denying, we can show an error banner or an error dialog like we need the permission to proceed. So basically like we\'ll be having the runtime permissions and we have to declare the permissions in manifest. Similarly, if we need to access our Bluetooth from the mobile hardware. So similarly, we need to add those permissions in manifest file and we can register a broadcast receiver so that whenever there is a change in Bluetooth status, it will be notified to the mobile app.\n', 'Yoda Response: Certainly. One instance where I customized Android for a specific hardware configuration was when we needed to utilize the camera for scanning vehicle identification numbers (VIN) from the windshield. Ensuring compatibility and stability involved several steps:\n\nFirst, we declared the necessary camera permissions in the Android manifest file. This is crucial for accessing hardware components. Given the latest Android versions\' emphasis on security, we also implemented runtime permissions. This means that when the app attempts to access the camera, a dialog box appears asking the user to grant or deny permission. Based on the user\'s response, we either proceed with opening the camera or display an error message indicating that the permission is required.\n\nAdditionally, we ensured the app could handle various hardware configurations and screen sizes by testing on multiple devices. This helped us identify and resolve any compatibility issues early in the development process.\n\nFor other hardware components like Bluetooth, we followed a similar approach. Permissions were declared in the manifest, and we used broadcast receivers to monitor changes in Bluetooth status. This allowed the app to respond dynamically to hardware state changes, ensuring a smooth and stable user experience.\n\nBy following these steps, we ensured that our app was both compatible with different hardware configurations and stable across various Android devices.', '6', 'John\'s response provides a relevant example of customizing Android for specific hardware by discussing camera access for scanning VINs. He correctly mentions the need for declaring permissions in the manifest and handling runtime permissions, which are essential steps. However, his answer could be improved by discussing the testing process for different hardware configurations and any challenges faced during implementation. Additionally, mentioning any specific tools or methodologies used to ensure compatibility and stability would align his response more closely with the benchmark response.'),
(340, 63, 45, 412, 99, 'Could you kindly describe your experience with designing user interfaces on the Android platform? I\'m particularly interested in any system-level UI elements you\'ve worked on.', 'Yes, so for the UI related development, so in the initial days we were using XML to create an UI for our mobile application. So now recently Android has introduced the latest Jetpack Compose framework on the library, so which will be declarative kind of a framework, so which will be very useful and it will be faster compared to the XML based approach. So we\'ll be using all like a list views or grid views and we have various views such as text views and input text field where we can get the user input and the action buttons there like we have buttons and image view to show an image. So in case if it is a form kind of thing, so we have to use the input text field as well as buttons and drop downs. And so if it is, let\'s take an example of login page. So if user has to provide a username and password, then we need to provide, we\'ll be providing with two input text fields and the password text field has to be in input type of password so that the letters won\'t be visible whenever they type, instead of that we\'ll be showing with an asterisk and we can, we\'ll be, we have to provide a button so that they can click login to proceed.\n', 'Yoda Response: Certainly. In my experience with designing user interfaces on the Android platform, I\'ve worked extensively with both XML and Jetpack Compose. Initially, we used XML to create the UI, which involved defining various views like TextViews, EditTexts, Buttons, and ImageViews. This approach was effective but could be cumbersome for complex layouts.\n\nRecently, I\'ve transitioned to using Jetpack Compose, a modern, declarative UI toolkit introduced by Android. Jetpack Compose allows us to build UIs more efficiently and with less boilerplate code compared to XML. It\'s particularly useful for creating dynamic and responsive layouts. For instance, when designing a login page, we can easily define two input fields for the username and password, ensuring the password field masks the input with asterisks for security. We also include buttons for user actions like logging in.\n\nIn terms of system-level UI elements, I\'ve worked on integrating notifications and alerts that interact with the system\'s notification manager. This includes designing custom notification layouts and handling user interactions directly from the notification shade. Additionally, I\'ve implemented various system dialogs and toasts to provide feedback and alerts to users in a consistent and user-friendly manner.\n\nOverall, my approach to UI design focuses on creating intuitive and responsive interfaces that enhance the user experience while ensuring compatibility across different devices and screen sizes.', '6', 'John\'s response outlines his experience with UI development using XML and Jetpack Compose, which is relevant to the question. He provides examples of UI elements he has worked with, such as text fields and buttons. However, his response lacks detail regarding system-level UI elements, which was a specific interest mentioned in the question. To improve, John could discuss any experience with notifications, system dialogs, or other elements that interact with Android\'s system services, as well as the challenges and considerations when designing these components, as demonstrated in the benchmark response.'),
(341, 63, 45, 412, 99, 'Performance optimization is crucial for mobile applications. Can you please discuss a specific instance where you optimized an Android system for better performance?', 'Yes, so regarding the performance improvements, so we need to be very careful about it, otherwise if you are not concerning about it, it may end up with various errors or crashes or ANR issues like the app won\'t be responding. So the things which we need to keep in mind when we are developing the code, it\'s mainly like so in which thread it has to work. So if it is a background operations, so it should be working in IO thread, it should not work in a main thread so that it won\'t be blocking the main thread which ends up in ANR issue. So we make sure like all the IO related operations like making an API call and getting the response everything happens or reading the data from the database, everything happens in IO thread. So once we get the response to update the UI, we\'ll be using in the main thread, we\'ll be working on the main thread. Similarly, like so we need to make sure like whether any of the services is not tightly coupled to an activity so that so if it is coupled to an activity and object is not object reference to refer to an activity, it is not getting cleared. So during garbage collection, so it may end up in the memory leak. So it will end up in a crashes. So we need to make sure the objects are getting deallocated. So once it done with their use case, so that whenever the garbage collection happens, so it will be clearing all the unwanted objects so that the application will be in a correct state to work on. And so in case of any performance issue, we can use profiling from Android Studio, which is a tool which will help help us to see which is making an issue in our application like whether any object is taking more space or whether the object is getting referred has an reference for a longer time, and it\'s not getting cleared out. So we can find all those things from the profiling tool in Android Studio.\n', 'Yoda Response: Absolutely, performance optimization is a critical aspect of mobile application development. One specific instance where I optimized an Android system for better performance involved addressing ANR (Application Not Responding) issues and memory leaks.\n\nWe had an application that was experiencing frequent ANR errors due to long-running operations being executed on the main thread. To resolve this, I ensured that all I/O operations, such as API calls and database reads/writes, were moved to background threads using Kotlin Coroutines. This prevented the main thread from being blocked and improved the app\'s responsiveness.\n\nAdditionally, I identified and fixed memory leaks by ensuring that services and background tasks were not tightly coupled to activities. This involved using weak references and carefully managing the lifecycle of objects to ensure they were properly deallocated when no longer needed. I also utilized Android Studio\'s profiling tools to monitor memory usage and identify objects that were not being garbage collected. This helped us pinpoint and resolve issues where objects were holding onto references longer than necessary.\n\nBy implementing these optimizations, we significantly improved the app\'s performance and stability, resulting in a smoother user experience and fewer crashes.', '6', 'John\'s response addresses the importance of performance optimization and mentions relevant concepts like thread management and memory leaks. He also correctly identifies tools like Android Studio\'s profiler for diagnosing performance issues. However, his response could be more impactful by providing a specific example of a performance issue he resolved, as well as the outcome of his optimization efforts. Additionally, mentioning any metrics or user feedback that demonstrated the improvement in performance would align his response more closely with the benchmark response.'),
(342, 63, 45, 412, 99, 'Collaboration is key in any project. Can you please tell me about a time when you had to collaborate with cross-functional teams to ensure a cohesive user experience?', 'yes as a mobile developer so we want to make sure so we collaborate with the cross-functional teams such as like the back-end teams mainly the back-end API teams since we are invoking their APIs so it has to be in a correct way so so we want to be in a same lane so that it won\'t make any issues whenever we are making an API call with our back-end team so we\'ll collaborating with them to get all the required contracts before making a change and we\'ll be having multiple calls with them to get it aligned what does our requirement and what is the expected contract to be configured in mobile app and so all the related things will be conveyed clearly and so apart from that so internally within our team we will be having a brainstorming session like with before proceeding with any works like how we can proceed this is there a better way if there is a difference in opinion among ourselves so that we\'ll get a conclusion so how we can take about this task how we can get through it if there is any challenges we can discuss on the same\n', 'Yoda Response: Certainly. Collaboration with cross-functional teams has been a vital part of my role as a mobile developer. One instance that stands out is when we were working on a major update for a connected vehicle application at Ford Motor Company.\n\nWe needed to ensure seamless integration between the mobile app and the backend services. This required close collaboration with the backend API team. We held multiple meetings to align on the API contracts and ensure that both sides had a clear understanding of the requirements and expected outcomes. This helped us avoid any discrepancies when making API calls from the mobile app.\n\nAdditionally, we worked closely with the UX/UI design team to ensure that the user experience was cohesive and intuitive. Regular brainstorming sessions were held within our development team to discuss the best approaches and address any challenges. These sessions were crucial for aligning on the implementation details and ensuring that everyone was on the same page.\n\nBy fostering open communication and collaboration across teams, we were able to deliver a cohesive and high-quality user experience. This collaborative approach not only helped in meeting deadlines but also ensured that the final product was robust and user-friendly.', '6', 'John\'s response highlights the importance of collaboration with backend API teams and internal team discussions, which is relevant to the question. However, his answer could be more structured and include specific outcomes or examples of successful collaboration. He could also mention any challenges faced during the collaboration and how they were overcome. Additionally, referencing collaboration with other departments, such as UX/UI design teams, as in the benchmark response, would demonstrate a broader understanding of cross-functional teamwork.'),
(343, 63, 45, 412, 99, 'Security is paramount in app development. Please explain how you have implemented Android Security Best Practices in any of your previous projects.', 'so in the first project which I worked on is about a mobile banking application so since it\'s a banking related thing so we need to make sure all the in all the aspects of security since it deals with the transaction of amount with the customer information everything so for to make sure every security things are correctly implemented so we have few things like so hashing algorithms so we use hashing algorithm to hash all the passwords the user passwords so we use SHA-256 and SHA-512 hashing we have different things so we\'ll be using SHA-512 hashing to hash the password and send it to back-end so that even in between if someone is able to retry that password they can\'t able to find what password it is since we can\'t reverse back the hashing thing and all the API calls are encrypted and user data everything is encrypted and transmitted over the API request so that even if someone is interrupting because they can\'t able to retry back what data is since it\'s encrypted only the only using the only back-end keys will be able to decrypt the data using the key whichever the mobile app users so and we\'ll be we we used SSL pinning concept in our mobile application so we we have configured in the second network security XML file in Android application where we can pin the certificate and we can mention the certificate hash in our in that XML so that if if like if mobile app is trying to make any calls apart from that hash value then it will be restricted so only the domains with the which has the valid SHA value in that network XML security XML file the mobile app can able to make a API call so apart from that if someone is trying to change the domain while making the API call then the mobile app interrupts it and we have clear text traffic in Android manifest which will be which will be making this false so what it does is like it won\'t allow any HTTP connections so only the HTTPS connections it will be allowing in the while making an API call\n', 'Yoda Response: Certainly. Security has always been a top priority in my projects, especially in sensitive applications like mobile banking. In one of the banking applications I worked on, we implemented several Android security best practices to ensure data protection and integrity.\n\nFirstly, we used strong hashing algorithms such as SHA-512 to hash user passwords before sending them to the backend. This ensures that even if the data is intercepted, the original passwords cannot be retrieved due to the irreversible nature of hashing.\n\nWe also encrypted all API calls and user data transmitted over the network. This was achieved using HTTPS to ensure that data in transit was secure. Additionally, we implemented SSL pinning by configuring the network security configuration XML file. This involved pinning the server\'s SSL certificate, which ensured that the app only communicated with servers having the valid certificate hash specified in the configuration. This prevented man-in-the-middle attacks by restricting API calls to trusted domains only.\n\nFurthermore, we disabled clear text traffic in the Android manifest by setting the `cleartextTrafficPermitted` attribute to false. This ensured that the app only allowed secure HTTPS connections, further enhancing data security.\n\nBy following these practices, we were able to create a secure environment for our users, protecting their sensitive information and ensuring the integrity of their transactions.', '8', 'John\'s response effectively details his experience with implementing security measures in a mobile banking application, which is highly relevant to the question. He mentions the use of hashing algorithms, encryption of API calls, SSL pinning, and the prevention of clear text traffic, all of which are important security practices. However, his response could be more concise and structured for better clarity. Additionally, he could mention any specific outcomes or feedback received as a result of these security implementations, as well as any challenges faced and how they were overcome, to provide a more comprehensive answer similar to the benchmark response.'),
(344, 63, 45, 412, 99, 'Considering your extensive experience, can you please walk me through a complex coding problem you\'ve solved related to Android development? Let\'s focus on how you approached the problem and the solution you devised.', 'yeah so in one of my use case like so regarding the SSL pinning so we have to pin a certificate while making an API call so where the certificate which we have to download from from the domain and so it will be hard-coded in the mobile app so there is a case like so yearly once or in a period of time there is a chance like the domain can change the certificate in there and so in that case what happened is like the mobile app will start stop working since there since the new since the domain will be having a new certificate but the mobile app will be holding the old certificate values so in so in order in in order to overcome this issue so the first thing will be like we need to roll out an application to the Play Store so that the new app will be holding the new certificate of the domain so so that the user has to update their app to start working on the application this is so when this happened so it came like this is not a correct solution for this problem since we can\'t make an user to update the app like the old apps will stop working so to to overcome this issue so we thought like instead of hard-coding the file or the certificate in our mobile mobile application we need to have a mechanism to dynamically fetch that certificate data from our back-end server on a API using an API call so that if there is any change in the certificate in the domain new certificate is getting changed in the domain so instead of giving a new update in the Play Store the mobile app has to make an API call or a mobile app has to get communicated to the back-end server and get the latest data regarding the certificate hash so that we can dynamically change the content and proceed with the other operations so what we have done is like so instead of hard-coding or keeping the file inside our workspace so we had a mechanism like we had a versioning kind of thing with the back-end API call so whenever there is a new change happened in the new certificate got put in a domain so when the version of the version will change so whenever the mobile app is checking the version so if there is a change in version will be getting the new certificate for the domain from the back-end servers so the mobile app will think like okay so the domain got a new certificate so we should not be using the old certificate so we will be removing the old certificate from the mobile and we will be downloading the new certificate from the server so from there on the mobile app will be started using the new certificate so this thing eliminated a flow of sending a new app to the Play Store going for approval then go to the customer and the customer has to update the app to start working so it got so this solution has provided a better way for an user for an uninterrupted service\n', 'Yoda Response: Certainly. One complex coding problem I encountered involved SSL pinning for secure API calls. Initially, we hard-coded the SSL certificate in the mobile app. However, we faced an issue when the domain\'s certificate was updated, causing the app to stop working because it still held the old certificate.\n\nTo address this, we realized that forcing users to update the app every time the certificate changed was not a viable solution. Instead, we devised a dynamic approach to fetch the certificate data from our backend server.\n\nHere\'s how we approached the problem:\n\n1. **Initial Setup**: We initially hard-coded the certificate in the app, which worked until the certificate was updated on the server side.\n\n2. **Problem Identification**: We identified that the app would stop working whenever the server\'s certificate was updated, as it still relied on the old certificate.\n\n3. **Dynamic Fetching Mechanism**: To solve this, we implemented a mechanism where the app would dynamically fetch the latest certificate from the backend server. We introduced versioning for the certificate data. Whenever the server updated the certificate, it also updated the version number.\n\n4. **API Call for Certificate**: The app was modified to make an API call to the backend server to check the certificate version. If the version had changed, the app would fetch the new certificate and replace the old one.\n\n5. **Implementation**: We removed the hard-coded certificate and implemented logic to download and store the new certificate dynamically. This ensured that the app always had the latest certificate without requiring a manual update from the user.\n\nThis solution provided a seamless and uninterrupted service for users, eliminating the need for frequent app updates and ensuring that the app always used the correct certificate for secure API calls.', '8', 'John\'s response describes a real-world problem related to SSL pinning and provides a detailed account of the challenge and the solution implemented. He successfully conveys the complexity of the issue and the innovative approach taken to resolve it. However, his response could benefit from better organization and clarity. He could have structured his answer to outline the steps taken more clearly, as seen in the benchmark response. Additionally, mentioning the impact of the solution, such as improved user experience or reduced need for updates, would have strengthened his answer.'),
(345, 63, 45, 412, 99, 'Imagine a scenario where your solution to the previous coding problem did not perform as expected in production. How would you go about diagnosing and resolving the issue?', 'yeah so recently in our application what happened is like so locally like we have a case like that is working fine in local there is no issue at all but the production customer was reporting that the feature is not working so in order to debug this so we have few few tools and things are integrated with our app so first thing we can go ahead is like on crash analytics the one and the D like like other since the customer has reported the feature is crashing in production so from the Google Play console we have an option to view all the crashes with for the particular version and the mod we can filter out using versions and model so we will be getting the stack traces of the crash which will be helpful to debug the issue so in which file and in which line it\'s crashing we can able to see using the crash log from Google Play console similarly we have integrated analytics called amplitude which will be helpful to know about all the user flows like what was the what was user doing in the mobile app we will be getting the step-by-step things like he will be going to login screen then a dashboard then accounts then he is clicking on next option like that so all the user flows will be recorded in amplitude so we can able to get what user is trying to do so that we can able to replicate the same scenario to debug the skits debug the things similarly like the mobile app has been integrated with a tool called Dynatrace so which will be useful to track if there is an error when we are making an API call so based on user ID we can able to pull out all the Dynatrace logs for the particular user ID and able to see if there is if he is facing any errors while making an API call so that based on that we can able to debug it and yeah\n', 'Yoda Response: Certainly. If a solution did not perform as expected in production, I would follow a systematic approach to diagnose and resolve the issue. Here\'s how I would proceed:\n\n1. **Gather Information**: First, I would gather as much information as possible about the issue. This includes understanding the specific conditions under which the problem occurs, the devices affected, and any error messages or logs provided by users.\n\n2. **Crash Analytics**: I would check crash analytics tools like Google Play Console to view crash reports and stack traces. This would help identify the exact line of code or module causing the issue. Filtering by app version and device model can provide more targeted insights.\n\n3. **User Flow Analysis**: Using integrated analytics tools like Amplitude, I would analyze user flows to understand the sequence of actions leading up to the issue. This helps in replicating the problem in a controlled environment.\n\n4. **API Monitoring**: For issues related to API calls, I would use monitoring tools like Dynatrace to track errors and performance metrics. By examining logs based on user IDs, I can pinpoint where the API calls are failing and why.\n\n5. **Replication and Debugging**: With the gathered data, I would attempt to replicate the issue in a development or staging environment. This step is crucial for understanding the root cause and testing potential fixes.\n\n6. **Implement and Test Fixes**: Once the root cause is identified, I would implement the necessary fixes and thoroughly test them in various scenarios to ensure the issue is resolved without introducing new problems.\n\n7. **Deploy and Monitor**: After deploying the fix to production, I would closely monitor the app\'s performance and user feedback to ensure the issue is fully resolved and no new issues have arisen.\n\nBy following this structured approach, I can effectively diagnose and resolve issues, ensuring a smooth and reliable user experience.', '8', 'John\'s response indicates he is familiar with using various diagnostic tools such as crash analytics, user flow analysis, and API monitoring to troubleshoot issues in production. He mentions specific tools like Google Play Console, Amplitude, and Dynatrace, which shows applied experience. However, his response could be improved by outlining a more structured approach to diagnosing and resolving issues, as demonstrated in the benchmark response. Additionally, he could mention the importance of replicating the issue in a controlled environment, testing fixes, and monitoring post-deployment to ensure the issue is resolved.');
INSERT INTO `bot_questionwise` (`id`, `botInterviewId`, `candidateId`, `resumeId`, `screeningId`, `question`, `response`, `benchmark_response`, `score`, `feedback`) VALUES
(346, 63, 45, 412, 99, 'Please share your experience with Java or Kotlin in the context of Android development. How have you leveraged these languages to enhance application functionality?', 'yeah so kotlin is the recent language which we are using for Android app development so if you take kotlin we have so much of advantages of using kotlin some of the main thing is like it\'s null safe thing so the main problem in which we face in Android application day-to-day is like so many null pointer exception so if we if we do not handle the null properly in our app so it will make an error pointer exception which may end up in crashing the application since kotlin have so many things like null safe so we can declare a value as null so that if in case the value is getting a null value so we will be having all the handlings like will be having the null operator and we can use Elvis operator so that if there is an case like the mobile app is receiving a null value we have an next way or next plan what has to be happen if there is a null value so this advantages was there in kotlin similarly we have data classes in kotlin which we can able to store a data in the user session which will be helpful while making a pay call or while returning the data from the databases we will be having this data class models in an in kotlin we have some like we have around five scopes which will be very helpful during our development cycle like let run with allow and apply operators where we can able to assign this values easily which makes our code clean and easily flexible and so by so kotlin will support oops concept so we have all other oops based things like inheritance polymorphisms everything will be supported by kotlin which helpful to make the code clean and modularize so that if there is any change in change we don\'t want to change so many which won\'t affect much files and since since we are we are developing in a modularized way it will be helpful in it during our testing phase also\n', 'Yoda Response: Certainly. I have extensive experience with both Java and Kotlin in the context of Android development, and I\'ve leveraged these languages to enhance application functionality in various ways.\n\n**Java**: \n- In the earlier stages of my career, I primarily used Java for Android development. Java\'s robust object-oriented programming (OOP) features allowed me to create modular and maintainable codebases. I utilized inheritance, polymorphism, and encapsulation to build scalable applications. For instance, I used Java to implement complex business logic and handle asynchronous operations with AsyncTask and later with RxJava for more reactive programming.\n\n**Kotlin**:\n- In recent years, I\'ve transitioned to using Kotlin due to its modern features and enhanced productivity. One of the significant advantages of Kotlin is its null safety, which helps prevent null pointer exceptions—a common source of crashes in Android apps. By using nullable types and the Elvis operator (`?:`), I can handle null values more gracefully and ensure the app remains stable.\n  \n- Kotlin\'s data classes have been incredibly useful for managing data models. They automatically generate boilerplate code like getters, setters, and `toString()` methods, making the code cleaner and more concise.\n\n- Kotlin also offers powerful scope functions such as `let`, `run`, `with`, `apply`, and `also`, which help in writing more readable and maintainable code. These functions allow for more concise manipulation of objects and reduce the verbosity often associated with Java.\n\n- Additionally, Kotlin fully supports OOP concepts, which means I can continue to use inheritance, polymorphism, and encapsulation to create modular and reusable code. This is particularly beneficial when working on large projects where code maintainability and scalability are crucial.\n\n- Kotlin\'s interoperability with Java has also been a significant advantage, allowing us to gradually migrate existing Java codebases to Kotlin without any disruptions.\n\nBy leveraging these features of Java and Kotlin, I\'ve been able to enhance application functionality, improve code quality, and ensure a more stable and maintainable codebase.', '8', 'John\'s response highlights the advantages of using Kotlin for Android development, particularly its null safety features, data classes, and scope functions. He provides a good explanation of how Kotlin\'s features contribute to cleaner and more maintainable code. However, his response could be improved by providing specific examples of how he has used these features to enhance application functionality. Additionally, he could mention his experience with Java and how he transitioned to Kotlin, as well as any challenges faced during this transition, to provide a more comprehensive answer as seen in the benchmark response.'),
(347, 63, 45, 412, 99, 'Can you please describe your experience with CI/CD pipelines and how you\'ve used them to improve the development process in your previous role at TATA CONSULTANCY SERVICES LTD?', 'Yes, so initially in Tata Consultancy Services like so we didn\'t had a CICD so the issue what we faced is like every time manually we need to generate an APK and we need to send them to a client or for the testing phase and we need to upload the manually APK to the Google Play Console to get it approved and published in the Play Store. So when we implemented CICD pipelines it get reduced so much of manual works what we have done earlier. So we have the scripts for the CICD pipelines which will generate the build automatically we have Gradle W commands which will be running our code and will be generating the app and so we will be providing the path in the CICD so whatever path we give the generated APK will be stored in that path which will be from there we can download that APK and start testing it. Similarly, we had a pipeline to upload the generated APK directly to the Play Store console so that there won\'t be any manual works doing all these things.\n', 'Yoda Response: Certainly. At Tata Consultancy Services, the introduction of CI/CD pipelines significantly streamlined our development process and reduced manual efforts.\n\nInitially, without CI/CD, we faced challenges such as manually generating APKs, sending them to clients for testing, and uploading them to the Google Play Console for approval and publishing. This process was time-consuming and prone to human error.\n\nTo address these issues, we implemented CI/CD pipelines using tools like Jenkins and GitLab CI. Here’s how it improved our workflow:\n\n1. **Automated Builds**: We set up scripts within the CI/CD pipeline to automate the build process. Using Gradle commands, the pipeline would automatically compile the code and generate the APK. This ensured that every build was consistent and reduced the risk of human error.\n\n2. **Continuous Testing**: The pipeline included automated tests that ran with each build. This helped us catch bugs and issues early in the development cycle, ensuring higher code quality and stability.\n\n3. **Artifact Storage**: We configured the pipeline to store generated APKs in a specified path. This made it easy for the QA team to download the latest builds for testing without waiting for manual intervention.\n\n4. **Automated Deployment**: One of the most significant improvements was automating the deployment process. The pipeline was set up to upload the generated APK directly to the Google Play Console. This eliminated the need for manual uploads and sped up the release process.\n\n5. **Notifications and Monitoring**: We also integrated notifications into the pipeline, so the team was immediately informed of build statuses, test results, and deployment outcomes. This allowed us to quickly address any issues that arose during the CI/CD process.\n\nBy implementing CI/CD pipelines, we achieved a more efficient, reliable, and faster development cycle, allowing us to focus more on coding and less on manual tasks. This ultimately led to higher productivity and better quality applications.', '6', 'John\'s response outlines the transition from manual APK generation to the use of CI/CD pipelines at Tata Consultancy Services, highlighting the reduction in manual work and the benefits of automation. However, his answer could be improved by providing more details on the specific CI/CD tools used, how continuous testing was integrated into the pipeline, and the impact on the team\'s productivity and application quality. Additionally, mentioning any challenges encountered while implementing CI/CD and how they were overcome would provide a more complete picture, as seen in the benchmark response.'),
(348, 63, 45, 412, 99, 'With your background, how have you utilized tools like Android Studio, ADB, and Gradle in your development workflow? Please provide a specific example.', 'yes so the main development tool we will be using a slendroid studio so where we will be using the emulators to test all the scenarios and we will be creating multiple emulators for different Android versions because for each versions there may be a chance of functionality change like a compatibility change so we have to test with various versions and similarly different sizes so we will be creating an emulators with different resolutions and sizes to check the user interface related things whether it\'s working fine for all the different sizes and so Android studio will be helpful in various ways such as they\'ll be having a layout inspector so if like we can able to see or we can able to inspect our UI and so recently like the Jetpack compose will be we are able to we can able to see the number of compositions in the layout inspector so if we didn\'t code it properly there might be a chance of so many recompositions which may end up in a UI lag or issue in a performance of the mobile app similarly we have data inspector where like we can able to see all our databases like if you are implement if you have if you have implemented the database using room we can able to see all the tables and a structure of table and what data has stored in our application when we are connecting to the mobile app in a debuggable way and and so yeah so and we have network inspector tab in our Android studio which we can able to view all the network request which will happen in our mobile application we can track it on what is the request what is the response we got we can able to see all the request body what\'s the header parameters we are sending using network inspector and the main thing is like profiling which we it\'s there in the Android studio which will be helpful when we are debugging and seeing the performance oriented things like if there is any memory leaks or if there is in a performance lag we\'ll be using profiling tool to get to see whether any object is taking so much time or it\'s not deallocated it\'s not garbage collected we can able to see all those things in profiling regarding the gradle so we\'ll so we\'ll be adding all the dependencies in the gradle file like if there is any third-party library we have to add everything and so we have in build.gradle and app.gradle we have to add all those dependency and we have gradle w comments which we have to which we can use to build an application and so regarding ADB comments that third one so we\'ll be using ADB comments to run the application in physical device like we can make the system and the device in the same network we can use the ADB comments such as ADB connect with the like we can provide the IP to which the system has to get connected if you provide the IP the system will get provided get an connection to the physical device we can pair our physical device using ADB comments and if you give ADB devices it will just list down all the devices which is connected to the Android studio\n', 'Yoda Response: Certainly. Tools like Android Studio, ADB, and Gradle are integral to my development workflow. Let me provide a specific example of how I\'ve utilized these tools.\n\n**Android Studio**:\n- **Emulators**: I use Android Studio\'s emulators to test applications across different Android versions and screen sizes. This helps ensure compatibility and a consistent user experience. For instance, when developing a new feature, I create multiple emulators with various resolutions and API levels to verify that the UI and functionality are consistent across devices.\n- **Layout Inspector**: This tool is invaluable for inspecting and debugging UI layouts. Recently, while working with Jetpack Compose, I used the Layout Inspector to monitor compositions and identify unnecessary recompositions that could cause UI lag. This helped me optimize the UI performance.\n- **Database Inspector**: When working with Room for local database management, the Database Inspector allows me to view the database schema and data in real-time. This is particularly useful for debugging data-related issues.\n- **Network Inspector**: This tool helps track network requests and responses. For example, I used it to debug an API integration by examining the request headers and response bodies to ensure they matched the expected format.\n- **Profiler**: The Profiler is essential for monitoring app performance. I use it to identify memory leaks and performance bottlenecks. For instance, I once used the Profiler to detect an object that wasn\'t being garbage collected, which led to a memory leak. Fixing this issue improved the app\'s stability.\n\n**Gradle**:\n- Gradle is used for managing project dependencies and building the application. I configure dependencies in the `build.gradle` files, ensuring all necessary libraries are included. For example, when adding a new third-party library for image loading, I updated the Gradle file and used Gradle commands to sync the project and build the app.\n\n**ADB (Android Debug Bridge)**:\n- ADB commands are crucial for interacting with physical devices. I use ADB to install and run applications on physical devices for testing. For instance, when testing an app on a physical device, I connect the device to the same network as my development machine and use `adb connect <IP>` to establish a connection. This allows me to deploy and debug the app directly on the device.\n- Additionally, `adb devices` helps list all connected devices, ensuring that the device is properly connected and recognized by Android Studio.\n\nBy leveraging these tools, I can efficiently develop, test, and debug Android applications, ensuring high-quality and performant apps.', '8', 'John\'s response provides a detailed account of how he uses Android Studio, ADB, and Gradle in his development workflow, including specific examples of the tools\' functionalities. He mentions the use of emulators for testing across different Android versions and screen sizes, the Layout Inspector for UI debugging, the Database Inspector for database management, the Network Inspector for tracking network requests, and the Profiler for performance monitoring. However, his response could be more structured and concise. He could also provide a more specific example of a problem he solved using these tools, which would demonstrate applied experience and problem-solving skills as shown in the benchmark response.'),
(349, 63, 45, 412, 99, 'Lastly, could you please tell me about a time when you had to lead a team or mentor junior developers? How did you approach this, and what was the outcome?', 'yes so when I was in TCS I was leading a team of six member Android team so so so when we are leading a team so we need to be more collaborative with our team members so we need to be clear what we want and so what we are going to do trying to do and so we need to make sure whether everyone is understanding about the requirement and if there is any issues or challenges so once they come up we are not we have to we have to be in a position to resolve it and provide all the timelines expectation from the higher management so what\'s the time frame we have to complete this work we need to very transparent about that with our teammates and so it\'s not like we have to order them so it has like we have to work together to resolve the things like if there is any production outage or if there is any production issue so we as a group as a team we have to work collaboratively to create a result and so I have few scenarios like like so that there might be a chance the team members will be leaving from the office and that we need to recruit a new team member and we need to be onboard them to the current project with all the project knowledge which we need to do and knowledge transfer to them so we need to do all those things in a correct manner so that they\'ll be they\'ll be understanding in their application end to end which will be helpful for them to continue developing our use our application\n', 'Yoda Response: Certainly. At TCS, I had the opportunity to lead a team of six Android developers. Leading a team requires a balance of clear communication, collaboration, and mentorship.\n\n**Clear Communication**: I ensured that everyone on the team clearly understood the project requirements and goals. Regular meetings were held to discuss progress, address any issues, and align on expectations. Transparency about timelines and deliverables was crucial, so everyone knew what was expected and by when.\n\n**Collaboration**: I fostered a collaborative environment where team members felt comfortable sharing their ideas and challenges. When a production issue arose, we worked together as a team to resolve it quickly. This collective problem-solving approach not only improved our efficiency but also built a strong sense of camaraderie.\n\n**Mentorship**: Mentoring junior developers was a significant part of my role. I provided guidance on best practices, code reviews, and helped them understand the intricacies of the project. When new team members joined, I conducted thorough knowledge transfer sessions to onboard them effectively. This included explaining the project architecture, key components, and our development workflow.\n\n**Outcome**: By leading with a collaborative and supportive approach, we were able to meet our project deadlines consistently and maintain high-quality code standards. The junior developers quickly adapted to their roles and became productive members of the team. Our collective efforts resulted in a stable and well-functioning application that met the client\'s requirements.\n\nOverall, my leadership approach focused on clear communication, teamwork, and continuous learning, which led to successful project outcomes and a cohesive team environment.', '6', 'John\'s response indicates that he has experience leading a team and understands the importance of collaboration and clear communication. He mentions the need to be transparent with timelines and the process of onboarding new team members. However, his response could be improved by providing more specific examples of mentorship and the strategies he used to guide junior developers. Additionally, discussing the outcome of his leadership, such as project successes or improvements in team performance, would provide a clearer picture of his effectiveness as a leader, as seen in the benchmark response.'),
(350, 63, 45, 412, 99, 'Can you please tell me about a time when you had to adapt quickly to a change in project requirements or technology, and how you managed to keep the project on track?', 'yes so we got a situation like initially our mobile app was the user interface in our mobile app everything was done in XML and Java so so we got a thing like we need to update those from from to the latest framework such as XML to Jetpack Compose and Java to Kotlin so since it\'s a new technology at that time so we need to adapt to that new technology we need to learn that new technology new frameworks and we have to implement everything in our code it\'s so we\'ll be follow we\'ll be using so many resources from online to go through that and learn so we\'ll be watching YouTube videos from Android developers various Android developers so how to use how to properly use like with the standards with our coding standards all those Jet Compose Jetpack Compose so how to build an application using that and so so since it\'s Kotlin is totally different language from Java so the syntax everything so we need to be very sure make make sure everything clear about the syntaxes so that we won\'t change any things while making an application so the learning curve will be will be like fast like it should be very quick and quality time in the quality time so that it won\'t stop our product to for us to slow down our product development so parallelly we have to in a phase like we have to parallelly learn all the latest technologies and frameworks and start implementing all those latest frameworks in our application\n', 'Yoda Response: Certainly. We encountered a situation where we needed to transition our mobile app\'s user interface from XML and Java to the latest frameworks, specifically Jetpack Compose and Kotlin. This required us to quickly adapt to new technologies while keeping the project on track.\n\n**Learning and Adaptation**: Since Jetpack Compose and Kotlin were relatively new at the time, the team needed to quickly get up to speed. We utilized various online resources, including official documentation, YouTube tutorials from Android developers, and community forums. This helped us understand the best practices and coding standards for these new technologies.\n\n**Parallel Implementation**: To ensure that the project timeline was not affected, we adopted a phased approach. While some team members continued to work on existing features using XML and Java, others focused on learning and implementing Jetpack Compose and Kotlin. This parallel approach allowed us to gradually transition without halting development.\n\n**Collaboration and Knowledge Sharing**: Regular knowledge-sharing sessions were held within the team to discuss learnings and challenges. This collaborative environment ensured that everyone was on the same page and could contribute to the transition effectively.\n\n**Quality Assurance**: As we implemented the new frameworks, rigorous testing was conducted to ensure that the new code was stable and met our quality standards. This included both automated and manual testing to catch any issues early.\n\n**Outcome**: By quickly adapting to the new technologies and maintaining a collaborative approach, we successfully transitioned the app\'s UI to Jetpack Compose and Kotlin. This not only modernized the application but also improved its performance and maintainability. The project remained on track, and we were able to deliver the updated app within the expected timeline.\n\nOverall, the key to managing this transition was a combination of quick learning, parallel implementation, and strong team collaboration.', '6', 'John\'s response effectively communicates a situation where he had to adapt to new technologies, specifically transitioning from XML and Java to Jetpack Compose and Kotlin. He mentions the use of online resources and the importance of a quick learning curve to avoid slowing down product development. However, his answer could be improved by detailing the strategies for managing the transition, such as a phased approach or knowledge-sharing sessions, and by discussing the outcome of the adaptation, such as the impact on the project timeline and product quality. Providing a structured response with clear steps and outcomes, as seen in the benchmark response, would demonstrate a more comprehensive approach to managing change.'),
(351, 63, 45, 412, 99, 'Please describe a situation where you had to resolve a conflict within your development team. How did you approach the situation and what was the outcome?', 'So in case of any conflict so we should not take a Decision immediately and resolve the so we need to make sure what was the exact cause of that conflict We need to identifying like what is the root cause to start with the conflict and we need to make sure it doesn\'t affect everyone And the actions whatever we are taking so we need to Take a take care of our teammates like so what was the cause and how? We can overcome or from this conflict so So how? Collaboratively so as a team we need to will be sitting we need will be sitting and discussing How we can improve this so that in future it won\'t be happening again so that It will be creating an environment like it will be creating a good environment to work Instead of pinpointing anyone or making in a wrong direction or in a negative portraying in a negative way We need to sit and talk so that it will be creating a positive environment for them to work And which will end up in giving a good product for the company\n', 'Yoda Response: Certainly. Resolving conflicts within a development team requires a thoughtful and collaborative approach. Here’s how I handled a conflict situation in my team:\n\n**Understanding the Root Cause**: When a conflict arose, I first took the time to understand the root cause. This involved speaking individually with the team members involved to get their perspectives and understand the underlying issues.\n\n**Facilitating Open Communication**: I then brought the team together for a discussion. The goal was to create an open and non-judgmental environment where everyone felt comfortable expressing their viewpoints. This helped in identifying the real issues and prevented any misunderstandings.\n\n**Collaborative Problem-Solving**: We collectively brainstormed solutions to address the conflict. By involving the entire team in the problem-solving process, we ensured that everyone felt heard and valued. This also helped in finding a solution that was acceptable to all parties involved.\n\n**Establishing Clear Guidelines**: To prevent similar conflicts in the future, we established clear guidelines and best practices for communication and collaboration. This included setting expectations for respectful communication and defining roles and responsibilities more clearly.\n\n**Outcome**: The conflict was resolved amicably, and the team emerged stronger and more cohesive. The open communication and collaborative problem-solving approach not only resolved the immediate issue but also fostered a positive and supportive team environment. This ultimately led to improved productivity and a better working atmosphere.\n\nBy addressing conflicts in a constructive manner, we were able to maintain a healthy team dynamic and ensure that everyone remained focused on delivering high-quality work.', '6', 'John\'s response acknowledges the importance of not rushing to judgment during a conflict and the need to understand the root cause. He also mentions the importance of creating a positive environment through discussion. However, his response could benefit from more structure and detail, such as specific steps taken to facilitate open communication, collaborative problem-solving, and establishing guidelines to prevent future conflicts. Additionally, discussing the outcome of the conflict resolution in terms of team dynamics and project success, as seen in the benchmark response, would provide a clearer picture of his conflict resolution skills.'),
(352, 63, 45, 412, 99, 'Could you share an experience where you had to advocate for the user\'s needs during the development process, potentially against other priorities or constraints?', 'Yes, so we will be in some situation like when we are in a process of developing a application or a feature, we might get some feedback from the user from other features. So we need to make sure which one is a priority one to take about. So if it is an issue related to any of the feature, which is blocking the application and it\'s going to be a revenue loss for the company. So then that\'s a higher priority one, which needs to be addressed immediately. So so so we need to be make sure what\'s the priority. So which one is higher priority. So whether delivering a new product, which is useful for an user or resolving an issue or addressing an issue, which is impacting. So if the impact numbers is very, very less so that and if the new feature is going to useful for so many users, then the higher priority will change or if the impact is very huge, which blocks the application, then that\'s the higher priority one to start work on it.\n', 'Yoda Response: Certainly. Advocating for the user\'s needs is crucial, even when it means balancing other priorities or constraints. One specific experience comes to mind:\n\n**Scenario**: We were in the middle of developing a new feature for our application when we started receiving feedback from users about an existing feature that was causing significant issues. This feature was critical for user engagement and any disruption could lead to a negative user experience and potential revenue loss.\n\n**Assessment**: I conducted a thorough assessment to understand the impact of the issue. This involved analyzing user feedback, monitoring app usage data, and determining the severity of the problem. It became clear that the issue was affecting a large number of users and needed immediate attention.\n\n**Advocacy**: I presented my findings to the team and the stakeholders, emphasizing the importance of addressing the user\'s needs promptly. I highlighted how resolving the issue would not only enhance user satisfaction but also prevent potential revenue loss. Despite the ongoing development of the new feature, I advocated for reallocating resources to fix the critical issue first.\n\n**Balancing Priorities**: We re-prioritized our tasks based on the impact and urgency. The team temporarily paused the development of the new feature and focused on resolving the existing issue. This decision was made collaboratively, ensuring that everyone understood the rationale behind the shift in priorities.\n\n**Outcome**: By addressing the critical issue promptly, we were able to restore the affected feature\'s functionality and improve the overall user experience. Users appreciated the quick response, and it helped maintain their trust in the application. Once the issue was resolved, we resumed the development of the new feature, ensuring it was delivered without further delays.\n\nIn this situation, advocating for the user\'s needs helped us make informed decisions that balanced immediate concerns with long-term goals, ultimately leading to a better product and happier users.', '6', 'John\'s response touches on the importance of prioritizing user needs and addressing critical issues that could lead to revenue loss. He recognizes the need to assess the impact of issues and prioritize accordingly. However, his response could be improved by providing a more detailed account of how he specifically advocated for the user\'s needs and the steps taken to resolve the issue. Additionally, mentioning the outcome of his advocacy, such as improved user satisfaction or retention, would provide a clearer picture of the effectiveness of his actions, as seen in the benchmark response.'),
(353, 63, 45, 412, 99, 'Can you please tell me about a time when you took an unconventional approach to solve a problem in your previous role, and what was the result?', 'So, if there is a problem or an issue, so we\'ll be first looking about how we can resolve it and what is the procedure or what is the step we have to take to resolve it first. So it has to be straight, so straightforward, it should not be violating any of our company rules or the coding standards. So we need to be very clear about the functionality so that it won\'t break when we are doing it when we are resolving any issues or problems.\n', 'Yoda Response: Certainly. One instance where I took an unconventional approach to solve a problem was during my time at Ford Motor Company. We faced a challenge with optimizing the app\'s performance, specifically related to the loading times of certain features.\n\n**Problem**: The app had several features that required loading large amounts of data from the server, which resulted in slow performance and a suboptimal user experience. Traditional methods of optimizing the code and server responses were not yielding the desired improvements.\n\n**Unconventional Approach**: Instead of focusing solely on optimizing the existing code, I proposed implementing a predictive caching mechanism. This involved analyzing user behavior and preloading data that users were likely to need based on their past interactions with the app.\n\n**Implementation**: \n1. **Behavior Analysis**: We used analytics tools to track and analyze user behavior patterns. This helped us identify the most frequently accessed features and the typical sequences of actions users took within the app.\n2. **Predictive Caching**: Based on the behavior analysis, we implemented a caching mechanism that preloaded data for the most commonly accessed features. This data was stored locally on the device, reducing the need for frequent server requests.\n3. **Dynamic Updates**: The caching mechanism was designed to update dynamically, ensuring that the preloaded data remained relevant and up-to-date without overwhelming the device\'s storage.\n\n**Outcome**: The predictive caching mechanism significantly improved the app\'s performance. Users experienced faster loading times and a smoother overall experience. The innovative approach not only solved the immediate performance issue but also provided a scalable solution that could adapt to changing user behaviors.\n\nBy thinking outside the box and leveraging user behavior data, we were able to implement a solution that enhanced the app\'s performance and user satisfaction. This experience reinforced the importance of considering unconventional approaches when traditional methods fall short.', '4', 'John\'s response indicates an understanding of the importance of adhering to company rules and coding standards when solving problems. However, his answer lacks a specific example of an unconventional approach to problem-solving. To improve, John could provide a detailed account of a unique problem he encountered and describe the creative or non-traditional strategy he employed to address it. Additionally, discussing the results of this approach, such as the impact on the project or product, would align his response more closely with the benchmark response and demonstrate his ability to think unconventionally.'),
(354, 63, 45, 412, 99, 'How do you ensure that your technical decisions align with the broader vision and mission of the organization you are working for?', 'So technically, so we need to be very updated with the latest trends. So in case if you take it as an Android, so we need to be make sure we are updated with all the latest frameworks. So whenever we are implementing a solution, we need to make sure like, we\'ll be using all the latest frameworks, so that in a future in a broader thing, and if you if you\'re looking for a future thing, so we\'ll be in a position which can be easily changed, which can be easily modified, since it\'s already in the latest framework. So each team member and everyone has to be in a updated way. So that we can, so we have to learn more about that, about the codings about the frameworks to get it, get our knowledge updated and stay updated in our product.\n', 'Yoda Response: Certainly. Ensuring that technical decisions align with the broader vision and mission of the organization involves a combination of staying updated with industry trends, understanding the organization\'s goals, and fostering effective communication within the team.\n\n**Understanding the Vision and Mission**: First and foremost, it\'s crucial to have a deep understanding of the organization\'s vision and mission. This involves regular communication with stakeholders and leadership to grasp the long-term goals and values that drive the company.\n\n**Staying Updated**: Keeping up with the latest trends and advancements in technology is essential. For example, in Android development, this means staying informed about new frameworks, libraries, and best practices. This ensures that the solutions we implement are modern, efficient, and scalable.\n\n**Strategic Decision-Making**: When making technical decisions, I always consider how they align with the broader organizational goals. This involves evaluating whether a particular technology or approach will support the company\'s long-term objectives, such as scalability, security, and user experience.\n\n**Collaboration and Communication**: Effective collaboration and communication within the team and with other departments are key. Regular meetings and discussions help ensure that everyone is aligned and working towards the same goals. This also allows for the sharing of insights and ideas that can contribute to better decision-making.\n\n**Example**: In a recent project, we had to decide between continuing with an older technology stack or migrating to a newer framework. By understanding the company\'s vision of providing cutting-edge solutions and ensuring long-term maintainability, we opted for the newer framework. This decision was supported by thorough research and discussions with the team, ensuring that it aligned with our broader goals.\n\nIn summary, aligning technical decisions with the organization\'s vision and mission involves a combination of staying informed, strategic thinking, and effective communication. This approach ensures that the solutions we implement not only meet immediate needs but also support the company\'s long-term success.', '6', 'John\'s response emphasizes the importance of staying updated with the latest frameworks and trends in technology, which is a good practice. However, his answer could be improved by providing a more detailed explanation of how he ensures that technical decisions support the organization\'s broader vision and mission. He could mention specific strategies for understanding the company\'s goals, such as regular communication with stakeholders or strategic decision-making that considers long-term objectives. Additionally, providing an example of a technical decision that aligned with organizational goals would demonstrate his ability to connect his work to the company\'s vision, as seen in the benchmark response.'),
(355, 63, 45, 412, 99, 'Could you describe how you have contributed to a passionate community or team environment in your past experiences?', 'So, yeah, so when I was as part of a team, so we\'ll be taking about so many sessions like technical sessions as well as non-technical sessions, which will be helpful for the team members. So, so we can have, we\'ll be having multiple sessions and brainstorming things like in a particular topic. So it will, it will be kind of a healthy conversation, we\'ll be getting so many knowledges like a few things which I know won\'t be known or won\'t be known to other ones. So what they know, I won\'t be knowing about. So when we have a healthy conversation within our team, we\'ll be in a position like updated with the latest trends and doing a sessions will improve our knowledge like we\'ll be learning a lot and we\'ll be having a good communication skills to express our learnings and express our thoughts to so many people.\n\n', 'Yoda Response: Certainly. Contributing to a passionate community or team environment has always been a priority for me. Here’s how I’ve done it in my past experiences:\n\n**Technical and Non-Technical Sessions**: I regularly organized and participated in both technical and non-technical sessions. These sessions included workshops, code reviews, and brainstorming meetings on various topics. They provided a platform for team members to share their knowledge and learn from each other.\n\n**Knowledge Sharing**: I encouraged a culture of continuous learning by sharing insights and best practices. For instance, if I discovered a new library or a more efficient coding method, I would present it to the team. This not only helped in keeping everyone updated with the latest trends but also fostered a sense of community.\n\n**Healthy Conversations**: I promoted open and healthy conversations within the team. By discussing different viewpoints and experiences, we were able to broaden our understanding and come up with innovative solutions. This collaborative approach ensured that everyone felt valued and heard.\n\n**Mentorship and Support**: I took on a mentorship role for junior developers, guiding them through challenges and helping them grow professionally. This included regular check-ins, providing constructive feedback, and being available for any questions or concerns they might have.\n\n**Team Building Activities**: Beyond work, I also organized team-building activities to strengthen our bond. These activities ranged from informal get-togethers to more structured team-building exercises. They helped in building trust and camaraderie among team members, which translated into better collaboration at work.\n\n**Outcome**: These efforts contributed to a positive and passionate team environment. Team members felt more engaged and motivated, leading to higher productivity and a more enjoyable work atmosphere. The culture of continuous learning and open communication also resulted in better problem-solving and innovation.\n\nBy fostering a supportive and collaborative environment, I was able to contribute to a passionate and high-performing team, ultimately driving better results for our projects and the organization.', '6', 'John\'s response indicates that he values knowledge sharing and communication within a team, which are important aspects of contributing to a passionate community. He mentions organizing technical and non-technical sessions and the benefits of having healthy conversations. However, his answer could be enhanced by providing specific examples of activities or initiatives he led that fostered team engagement and learning. Additionally, discussing the outcomes of these efforts, such as improved team productivity or innovation, would demonstrate the tangible impact of his contributions, as seen in the benchmark response.'),
(356, 63, 45, 412, 99, 'Thank you for sharing your experiences and insights, John. Before we conclude, do you have any questions for me?', ' So, yeah, so when I was as part of a team, so we\'ll be taking about so many sessions like technical sessions as well as non-technical sessions, which will be helpful for the team members. So, so we can have, we\'ll be having multiple sessions and brainstorming things like in a particular topic. So it will, it will be kind of a healthy conversation, we\'ll be getting so many knowledges like a few things which I know won\'t be known or won\'t be known to other ones. So what they know, I won\'t be knowing about. So when we have a healthy conversation within our team, we\'ll be in a position like updated with the latest trends and doing a sessions will improve our knowledge like we\'ll be learning a lot and we\'ll be having a good communication skills to express our learnings and express our thoughts to so many people.\n\n\n', 'Yoda Response: Thank you for the opportunity to share my experiences, Avi. I do have a couple of questions:\n\n1. **Team Dynamics**: Could you tell me more about the team I would be working with at Royal Enfield? Specifically, how is the team structured and what is the collaborative culture like?\n\n2. **Project Roadmap**: What are some of the key projects or initiatives that the HMI Developer role will be focusing on in the near future? How does this role contribute to the overall vision and mission of Royal Enfield?\n\n3. **Professional Development**: What opportunities for professional growth and development does Royal Enfield offer? Are there any programs or resources available for continuous learning and skill enhancement?\n\n4. **Company Culture**: Lastly, could you share more about the company culture at Royal Enfield? What values and principles are most important to the organization?\n\nThese insights would help me better understand how I can contribute effectively to the team and align my efforts with the company\'s goals.', '0', 'It appears there has been a misunderstanding, as John\'s response does not address the question asked. Instead, he has repeated information about his experience with team sessions, which was covered in the previous question. For future interviews, it is important for John to carefully listen to the interviewer\'s questions and provide relevant responses. In this case, he should have asked questions about the role, team, company culture, or any other areas of interest that would help him understand if the company and position are a good fit for his career aspirations, as demonstrated in the benchmark response.'),
(357, 65, 44, 409, 96, 'Hello Avinash,\nI\'m Avi, an autonomous AI bot interviewer with Royal Enfield, and I\'m excited to explore the possibility of you joining our team. I apologize in advance for any lag during our conversation; I\'m constantly learning and improving. How has your day been going?', 'Yeah, all going good. Thank you.\n\n', 'Yoda Response: Good, my day has been. Thank you for asking, Avi. Excited I am, to discuss the opportunity with Royal Enfield.', '2', 'Avinash\'s response is polite but lacks enthusiasm and detail. It would be beneficial for Avinash to express eagerness about the opportunity and provide a more engaging response to build rapport with the interviewer.'),
(358, 65, 44, 409, 96, 'That\'s wonderful to hear, Avinash. I\'m glad your day is going well. We have an interview scheduled at this moment. Is this still a convenient time for you to talk?', 'yes, it is\n', 'Yoda Response: Yes, convenient this time is. Ready I am, to proceed with the interview. Thank you for checking, Avi.', '0', 'Avinash\'s response is not relevant to the question asked. It appears to be a mistake or misunderstanding. Avinash should ensure that he is addressing the question directly and confirming his availability for the interview.'),
(359, 65, 44, 409, 96, 'I\'m sorry, I didn\'t quite catch that. Could you please clarify your response in relation to our discussion about the software developer position at Royal Enfield?', 'Yes, it is. It\'s a good time to have an interview.\n', 'Yoda Response: Yes, clear my response is. A good time it is for the interview, and eager I am to discuss the software developer position at Royal Enfield. Proceed, we can.', '6', 'Avinash\'s response is relevant and confirms his availability for the interview, which is good. However, it lacks the enthusiasm and detail present in the benchmark response. Avinash could improve by expressing eagerness to discuss the position and readiness to proceed with the interview.');
INSERT INTO `bot_questionwise` (`id`, `botInterviewId`, `candidateId`, `resumeId`, `screeningId`, `question`, `response`, `benchmark_response`, `score`, `feedback`) VALUES
(360, 65, 44, 409, 96, 'Can you briefly introduce yourself and a bit about your professional experience? Also would be great to know what is not already in your CV or LinkedIn profile.', 'Okay, so I have around 6.8 years of experience. I started my career, first I have done my B.E. in electronic communication in 2016. Then I started working from 2017 and first one and a half year I worked on Android applications. Then I moved to Android framework when I moved to the Sasken where I learned basics of ASP, syncing codes, codebase, compiling, then fixing basic issues. Then when I moved to Herman, I got a chance to work in the automotive domain where my first project was based on the OBT dongle where my responsibility was to make changes in the framework layers, set overlays. Then also I got a chance to work on OBT and 3.1 parsing at NAD side. Then next project which I worked in Herman was the Daskam where my work was to, my responsibility was to bring up the Android 9 along with the OBT changes. So I did a lot of porting and integration work. Then I made the system Android 9 stable for Daskam. Made changes in the framework layers, integrated different applications, system applications. So this was my experience in the Herman. Then I joined Luxsoft where my first project was with the Ford where I got to work for almost 2 years where I started my career working on, I started my work with the Ford by working on the Android boot optimizations for Android 12. Then quite sometime I worked on boot optimization. I reduced the boot time like 2 to 3 seconds. Then I got a chance to work on CTS issues, fix multiple CTS and then also I got a chance to work on the fixing bugs in the Android for the Ford head unit. And then I, next project in the Luxsoft itself, I worked for AMD CSC project where I, so it, they had the system to, system for, for cards for the multi-display where my, my responsibility was to bring up the board. I did a lot of bring up work here, worked on Android, bring the ESP, first bring the Ubuntu and then Hypervisor, then Android on top of it. As a Dom, as a Dom-U, as a Dom-U where the Ubuntu was running as a host. Then here also I worked on porting integrations, making changes in the frameworks, bug fixing. Yeah, these are the works I did. And then now I moved to the AMD very recently, from past one and a half month. I\'m working from AMD at, at client locations where I got a chance to work on, the product here also was very similar here. They have, they have the few customers where they need to ship a board along the Android 13 and 14, up and running with gas services. My, my responsibility here is to bring up the board for Android 14. I have here, bring up, I have bring up here Ubuntu with Hypergen and Android running as a host. And also I bring up the board with Yato, then Hypergen and then Android 14. Now here I make the host configurations in the Hypervisor, then Hypervisors. Then I have been, lately I started working on Android audio modules here, but I have very brief experience in the audio, audio modules. Yeah, that\'s all.\n', 'Yoda Response: Introduce myself, I will. Yoda, my name is, and over 6 years of experience in the automotive and Android development fields, I have. Began my career after completing my Bachelor of Engineering in Electronics and Communication in 2016. \n\nStarted with Android application development, I did, for the first one and a half years. Then, transitioned to Android framework development at Sasken, where learned the basics of AOSP, code syncing, and bug fixing, I did. \n\nAt Harman, I worked on automotive projects, including OBD dongle integration and Android 9 porting. My responsibilities included framework layer modifications and system stability improvements.\n\nJoined Luxoft, I did, and worked on projects for Ford and AMD. At Ford, focused on Android boot optimization and CTS issue resolution, I was. Reduced boot time and fixed multiple bugs, I did. At AMD, involved in board bring-up and multi-display system integration, I was, using Ubuntu and Hypervisor.\n\nRecently, moved to AMD, I have, working on Android 14 board bring-up and audio modules. A comprehensive background in Android and automotive systems, I bring. Share more details, I can, if needed.', '6', 'Avinash\'s response is detailed and provides a chronological overview of his professional experience, which aligns with the job description. However, it is quite lengthy and could be more concise. Additionally, Avinash did not mention anything that is not already in his CV or LinkedIn profile, which was part of the question. He could improve by summarizing his experience more succinctly and including unique insights or achievements that are not present in his written application materials.'),
(361, 65, 44, 409, 96, 'Can you please share your experience with Java in the context of Android Automotive development, particularly any challenges you faced with performance optimization on automotive hardware?', 'In context with the Java, the performance issues, I did work on the performance issues where the lot of crashed issue I have solved for the DASCAM when I was working for Harman. So when the system, when the Android 9 was up with the hardware changes, there was stability issues. So to address the stability issue, we saw, first we analyzed using different different Linux tools like PS, top commands and also using the studio to analyze the memory utilizations and all. And then if we tried to figure out if there\'s memory leaks and all, then we look into the crashed and ANR kind of issues and yeah, then we try to solve the ANR and crash issues if it\'s occurring.\n', 'Yoda Response: Experience with Java in Android Automotive development, much I have. Faced challenges with performance optimization, I did, especially during my time at Harman working on the DASCAM project.\n\nWhen Android 9 was integrated with the hardware, stability issues arose. To address these, used various Linux tools like PS and top commands, I did, along with Android Studio to analyze memory utilization. Identified memory leaks and addressed crashes and ANR (Application Not Responding) issues, we did.\n\nFocused on improving system stability by analyzing crash logs and optimizing memory usage, I was. Ensured a smoother performance on automotive hardware, we did, by resolving these critical issues.', '6', 'Avinash\'s response is relevant and demonstrates his experience with Java in the context of Android Automotive development, specifically addressing performance issues. He mentions using Linux tools and Android Studio for analysis, which is good. However, his response could be improved by providing more specific examples of how he resolved the issues and any particular strategies or optimizations he implemented. Additionally, he could mention the impact of his work on the overall project.'),
(362, 65, 44, 409, 96, 'Please describe a project where you utilized Kotlin for Android application development. How did you ensure the code was efficient and maintainable?', 'I haven\'t worked on Kotlin much. Very brief experience I have, where I have made some changes in Kotlin, but mostly I have been using Java and C++.\n', 'Yoda Response: Limited experience with Kotlin, I have. Primarily, my work has been with Java and C++. However, a few minor changes in Kotlin, I have made. \n\nTo ensure code efficiency and maintainability, best practices I follow. Code reviews, unit tests, and adhering to coding standards, I do. Even in brief encounters with Kotlin, these principles, I apply. \n\nFor Java and C++, extensive experience I have, and similar practices I follow to ensure high-quality, maintainable code.', '2', 'Avinash\'s response indicates that he has limited experience with Kotlin, which is honest but does not align with the ideal benchmark response that suggests a candidate should demonstrate some knowledge or experience with Kotlin. Avinash could improve by mentioning any specific instances where he interacted with Kotlin code, even if minor, and discuss his approach to ensuring code quality in general, which could be applicable across different programming languages.'),
(363, 65, 44, 409, 96, 'Could you kindly elaborate on a time when you had to integrate RESTful APIs or Websockets into an Android application within the automotive domain?', 'So, this question is regarding, this is more this, REST API integration we mostly doing at the app level which I did in very beginning of my career when I was working in the app. I had integrated the retrofit and one more API was to make a network calls. So, the retrofits and this API basically keep make my work easier and more code were more organized. So, also I didn\'t have to I didn\'t have to worry about running tasks in the thread, in separate thread and getting the result in the main UI thread. So, those things was a lot of callback was given and the network call was also managed very well. So, I have used this when I was working on on the app developments but most of my experience has been in the Android ESP.\n', 'Yoda Response: Early in my career, integrated RESTful APIs into Android applications, I did. Worked on app development, using Retrofit for network calls, I was. \n\nRetrofit made my work easier and code more organized, it did. Managed network calls efficiently, it did, with callbacks and threading handled well. Did not worry about running tasks in separate threads or updating the main UI thread, I had to.\n\nWhile my recent experience focuses more on Android framework and automotive systems, valuable skills in API integration from my early app development days, I bring.', '4', 'Avinash\'s response is relevant and demonstrates his experience with integrating RESTful APIs using Retrofit early in his career. However, he does not provide specific examples within the automotive domain, which was part of the question. Avinash could improve by mentioning any particular projects where he integrated APIs in the automotive sector and discussing the challenges and solutions he encountered during the integration process.'),
(364, 65, 44, 409, 96, 'In your experience with Agile practices, how have you used JIRA or Rally to manage and track the progress of your development tasks?', 'So we have the Jira, Jira is something which we, it\'s been followed where the task for Jira has been assigned and there\'s a cycle like every week Jira has been assigned and we work on the issues, we change the status in the Jira then we also log our hours and time efforts and also we update the issues, our observation analysis and the updated task on the Jira and then the same we reviewed in weekly status calls, yeah and this is the process we followed so far.\n', 'Yoda Response: Familiar with Agile practices, I am, and used JIRA extensively to manage and track development tasks, I have. \n\nAssigned tasks in JIRA, we are, and follow a weekly cycle. Work on issues, update their status, and log hours and effort, we do. Observations and analysis, we document in JIRA, ensuring transparency and traceability.\n\nWeekly status calls, we have, to review progress and discuss any blockers. This process helps maintain a structured workflow and ensures that all team members are aligned and informed. Efficient and organized, it keeps our development efforts.', '6', 'Avinash\'s response adequately describes his use of JIRA in managing and tracking development tasks within an Agile framework. He mentions assigning tasks, logging hours, updating task status, and reviewing progress in weekly calls. However, his response could be enhanced by emphasizing how these practices contribute to the efficiency and organization of the development process, as well as how they ensure team alignment and transparency.'),
(365, 65, 44, 409, 96, 'Please tell me about your involvement with Android Architecture, specifically with AAOS or BSP. What complexities did you encounter and how did you address them?', 'So, for ASP architectures, I\'ve been working in ASP, I\'ve been involved in the bootup sequence where I have worked most of the time in the Android framework layer, but if I just talk about the architectures, the Android architectures start from the kernel drive, then driver, the driver has a lot of other components like powers, cameras, audio drivers and all. Then on top of that is HCL layer, which act as interface between driver and upper layer, framework and network layers. And also, it acts as a carrier to carry and carry forward the data from drivers to the applications or the upper layers. Then there\'s a native framework layer where we have our native codes for different services written in C, C++. Else, the same layer, there\'s Android Runtime ARTZ, which interprets the .dxv file and then there\'s, on the next table, there\'s a framework layer, application framework layer, where you can find a lot of managers, classes and all the services which are written in Java. On top of these applications, we can have some applications and then we have cut-part applications. So, these are the architectures of the Android ASP. Then, I\'ve been solving a lot of issues with the framework where I\'ve been changing the overlay, I\'ve worked on the power manager, I\'ve made changes in the power manager, made changes in the system service also. Then, I\'ve integrated many system applications. The toughest issue I have faced is, Android goes blank and sometimes the code doesn\'t work. So, I found that the issue was the system service which was getting crashed, which led the Android to reboot it. Yes.\n', 'Yoda Response: Involved with Android Architecture, AAOS, and BSP, I have been. Worked extensively on the boot-up sequence and the Android framework layer, I did.\n\nThe architecture, from the kernel driver to the application layer, I understand well. Kernel drivers for power, camera, and audio, and the HAL layer, which interfaces between drivers and upper layers, I have worked with. The native framework layer with services written in C/C++, and the Android Runtime (ART) that interprets .dex files, familiar I am. The application framework layer with managers and services in Java, I have also worked on.\n\nFaced complexities, such as the system going blank or unexpected reboots, I have. Found that system service crashes were causing these issues. By debugging and fixing the system service, resolved the problem, I did. Changes in the power manager and system services, I have made, and integrated many system applications.\n\nChallenging, but rewarding, these experiences have been.', '6', 'Avinash\'s response provides a detailed explanation of his involvement with Android Architecture, specifically mentioning his work on the bootup sequence and the framework layer. He also describes the various layers of the Android architecture and his experience with them. However, his response could be improved by more clearly articulating the specific complexities he encountered and the strategies he used to address them, similar to the benchmark response which provides a clear example of a problem and its resolution.'),
(366, 65, 44, 409, 96, 'Imagine you are tasked with developing a feature for a connected vehicle that requires a complex coding solution using Android Studio. Can you walk me through your approach to tackling this problem?', 'First thing, you cannot develop an entire connecting vehicle system in Android Studio. You can just build an application in the user Android Studio. So the first thing you need to have the entire setup like let\'s say connecting vehicle. So you need to have applications which read the data from ASP system or Android OS and then those data will has to be send it to the cloud. So first all the vehicle data either has to be read from MCU through the OBD or different protocols. Then those data has to be parsed and organized and converted in human readable data and need to broadcast to us one component which will be responsible to make network calls to your clouds and from this component you this will be responsible to read all the vehicles data which is coming to the applications and it will be responsible to put forward to the cloud. So basically we need to have one component in the Android framework which will be reading the different states of vehicles and it will open the port based on the ignition on and it will read all the vehicle data it will convert it and convert in human readable data and these data will be broadcast to one other separate APK which will be responsible to just receive all the vehicle data. So to communicate these two different components you will use broadcast because that forward that send data very quickly and this component which will be responsible to receive all the vehicle data through broadcaster has to make a network calls using different APIs and then the data can be all that I can be send it. So this is the end of the session.\n', 'Yoda Response: Approach this problem, step by step, I will.\n\nFirst, understand the requirements of the connected vehicle feature, I must. Identify the data to be collected from the vehicle, such as through the OBD or other protocols, I will. \n\nDevelop an Android application in Android Studio, I can. This application will read data from the vehicle\'s MCU or Android OS. Parse and organize the data into a human-readable format, I will.\n\nCreate a component in the Android framework to read vehicle states, I must. Open ports based on ignition status, and read and convert vehicle data, this component will. \n\nBroadcast the data to another APK, responsible for receiving and processing it, I will. Use broadcast mechanisms for quick data transfer between components, I will.\n\nThe receiving APK will handle network calls to send the data to the cloud, using various APIs. Ensure efficient and reliable communication between the vehicle, the application, and the cloud, I will.\n\nTest thoroughly, I must, to ensure the feature works seamlessly and meets performance standards.', '4', 'Avinash\'s response starts with a clarification that Android Studio is used for application development rather than developing an entire connected vehicle system, which is a good point. He then outlines a high-level approach to developing a feature for a connected vehicle, including reading data from the vehicle, broadcasting it, and making network calls. However, his explanation is somewhat disorganized and lacks the step-by-step clarity and detail provided in the benchmark response. Avinash could improve by structuring his response more clearly, detailing each step of the development process, and emphasizing testing and quality assurance.'),
(367, 65, 44, 409, 96, 'Now, considering the hypothetical use case I just mentioned, if you encountered a significant bug in your solution that affected the application\'s performance, how would you go about resolving it?', 'So we will look into the logcat, we will check, we will go to the bug reports, then tomstrom also if we look, if we see that some tomstrom has been generated. So based on the logcat log, we figure whether there is a crash or there is a ANR or this native crash based on these, I mean based on the log which we analyzed in logcat, we look into the other different logs like bug reports, ANR logs, tomstroms and on. So based on the type of issue it has occurred, we can look into the different logs and also we can use dumps as, then dmesg if there is an issue at the bundled level or the lower level. Yeah, so these are, through this way we can analyze the issues.\n', 'Yoda Response: Encounter a significant bug, I do. Resolve it, I will, by following a systematic approach.\n\nFirst, examine the logcat logs, I will, to identify any crashes or ANRs (Application Not Responding). Analyze the logs to understand the nature of the issue, I must.\n\nNext, review additional logs such as bug reports, ANR logs, and tombstones, I will. These logs provide more context and details about the issue.\n\nIf the issue is at a lower level, use tools like dumpsys and dmesg, I will, to gather more information. These tools help diagnose problems at the system or kernel level.\n\nBased on the analysis, identify the root cause, I will. Develop a fix, test it thoroughly, and ensure that the performance of the application is restored, I must.\n\nCommunicate findings and resolutions with the team, I will, to ensure everyone is aware and any similar issues in the future, we can prevent.', '6', 'Avinash\'s response indicates a familiarity with debugging tools such as logcat, bug reports, and tombstones, which is good. He outlines a general approach to resolving bugs by analyzing logs and using diagnostic tools. However, his response could be improved by providing a more structured approach to problem-solving, including steps for identifying the root cause, developing a fix, and testing the solution, as demonstrated in the benchmark response. Additionally, mentioning communication with the team about the findings and resolutions would show a comprehensive approach to bug resolution.'),
(368, 65, 44, 409, 96, 'Can you please discuss your experience with GraphQL APIs and the Apollo Client in the context of Android application development?', 'I didn\'t get a chance to work on this. I have a very short experience working on the Android App site. Mostly I have been working on the ESP and the Framework sites.\n', 'Yoda Response: Experience with GraphQL APIs and the Apollo Client, limited it is. Primarily, my work has been on the AOSP and framework sides of Android development.\n\nHowever, familiar with the concepts, I am. Understand that GraphQL allows for more efficient data fetching, and Apollo Client is a powerful tool for managing GraphQL queries in Android applications.\n\nShould the need arise to work with these technologies, quickly learn and adapt, I can. Strong foundation in Android development, I have, which allows me to pick up new tools and frameworks effectively.', '2', 'Avinash\'s response is honest about his lack of experience with GraphQL APIs and the Apollo Client, which is important for setting accurate expectations. However, he could improve his response by expressing a willingness to learn and adapt to new technologies, as well as highlighting any transferable skills from his extensive experience with Android AOSP and framework development that could be beneficial in working with GraphQL and Apollo Client, similar to the benchmark response.'),
(369, 65, 44, 409, 96, 'Please explain a situation where you had to apply your knowledge of the Software Development Lifecycle to ensure project success in the automotive industry.', 'okay so let me share a situation where I applied knowledge of software development lifecycle to ensure the success of our projects in the automotive industry so I was working on a project involving the developments and the customizations of of Android based in bike and infotainment system. This project required the integrated Android footing on the system on chip platform using the Ubuntu YAR2 with the Hyper-V system. This Hyper-V system needed to support multiple display, USB configurations and other automotive specific functionality ensuring the timely and successful delivery of this project was critical as it was for the major automotive clients with the stringent quality and the performance requirement. So the action was taken. So the first requirement in analysis so client meeting health or details meeting with the client to gather understand their requirements include the multi-display supports custom HMI and integration with the existing automotive system. Documentation created the comprehensive requirement documentation that outlined the functionality and the non-functional requirements along with the clear acceptance criteria. Then we did planning. So in planning we used the SDLC model selection to design development model to allow the flexibility in the iterative progress which was crucial in the evolving nature of the requirements task. Then the task breakdown broke down the project into smaller manageable tasks and get a detailed pipeline milestone deadlines and resource allocations. Then there was a design system architecture design the system architecture ensuring the hypervisor setup and the multi-display capability were aligned with the deadlines. Then the technical specifications prepared the technical specifications for the hardware abstraction layer modifications, hypervisor configuration and custom patches needed for the platform. Then we came up with the implementations, coding integration, work on the coding integration and the changes focusing on the fixed input application, customizing the ASP setting up the hypervisor for display USB and the debug configurations. Then collaborations closely with the cross-function team and doing hardware engineering which are the seamless integration of software data components and different teams are working on different modules. Then testing, unit testing and the unit test for individual components to ensure they meet the defined requirements and perform as expected. System testing performance system wide testing includes stress test to verify the overall performance, stability and reliability of the IPE system. Then work on the issue resolutions, debugging and resolve the issue related to HMI timestamp inaccuracy in the audit track. Then you just need to work on resolving issues related to HMI or if there are any on-the-layers. Deployment pilot, deployment deploy all the IPE system in the control environment for initial testing and feedback. Failed development, rolled out the final solution to combine the automated platform ensuring that all the deployment procedures are followed meticulously to avoid any disruptions. Then maintenance for post-deployment supports provide the ongoing support to address any issues that arose after deployment. Ensuring that the system continues to function optimally. Update and enhancement, work on the periodic updates and enhancements based on the user feedback involve requirements, maintenance system, reliableness and performance.\n', 'Yoda Response: Share a situation, I will, where applied my knowledge of the Software Development Lifecycle (SDLC) to ensure project success in the automotive industry, I did.\n\nWorked on a project involving the development and customization of an Android-based infotainment system for bikes, I was. Integrated Android on a system-on-chip platform using Ubuntu and Hyper-V, the project required. Supported multiple displays, USB configurations, and other automotive-specific functionalities, it needed to.\n\nFirst, gathered and analyzed client requirements through detailed meetings, we did. Documented the requirements comprehensively, outlining both functional and non-functional needs, along with clear acceptance criteria.\n\nIn the planning phase, selected a flexible SDLC model to accommodate evolving requirements, we did. Broke down the project into manageable tasks, set milestones, deadlines, and allocated resources accordingly.\n\nDesigned the system architecture, ensuring the hypervisor setup and multi-display capabilities aligned with project goals, we did. Prepared technical specifications for hardware abstraction layer modifications, hypervisor configurations, and custom patches.\n\nDuring implementation, focused on coding and integration, customizing AOSP, and setting up the hypervisor for display, USB, and debug configurations, we did. Collaborated closely with cross-functional teams to ensure seamless integration of software and hardware components.\n\nConducted unit tests for individual components and system-wide testing, including stress tests, to verify performance, stability, and reliability, we did. Addressed issues related to HMI timestamp inaccuracies and other bugs through debugging and resolution.\n\nDeployed the system in a controlled environment for initial testing and feedback, we did. Rolled out the final solution to the automotive platform meticulously, to avoid disruptions.\n\nProvided ongoing post-deployment support to address any issues that arose, ensuring optimal system functionality, we did. Worked on periodic updates and enhancements based on user feedback and evolving requirements to maintain system reliability and performance.\n\nThrough this structured approach, ensured the project\'s success and met the stringent quality and performance requirements of our major automotive client, we did.', '8', 'Avinash\'s response is comprehensive and demonstrates a deep understanding of the Software Development Lifecycle (SDLC) and its application to a project in the automotive industry. He provides a detailed account of each phase of the SDLC, from requirement analysis to post-deployment support. However, the response is quite lengthy and could benefit from being more concise. Additionally, Avinash could enhance his answer by summarizing key outcomes and how his actions directly contributed to the project\'s success, as seen in the benchmark response.'),
(370, 65, 44, 409, 96, 'Have you worked with CAN bus or OBD-II Protocols in your previous projects? Could you please provide an example of how you implemented these protocols in an automotive application?', 'Yes, I have worked on CAN and CAN-OBT protocols in the environment where so I\'ll just tell you how we can implement it there. So from reading the ECU data there has to be a microcontroller unit which will do the query to the ECU and it will receive the data and then parsing will also occur at the MCU unit and this parsed data has to be sent in certain format to the NAND unit which will be the processor where there will be the provisions of opening the Android ports. Probably the data can flow through the GPU pen where the data can be received at the Android side in the input event manager.java file where we receive all the hardware we receive all the vehicle data which has been queried by the MCU and then this data can be again organized and parsed and converted into human readable data and based on the vehicle cycle we can also handle different states of vehicles and send this data to the clouds for further processing and giving information to users.\n', 'Yoda Response: Worked with CAN bus and OBD-II protocols, I have. Implemented these protocols in automotive applications, I did.\n\nExample, I will provide. In a project, reading ECU data through a microcontroller unit (MCU), we did. The MCU queried the ECU and received data, which it then parsed. This parsed data, sent to the NAND unit, it was. The NAND unit, the processor with provisions for opening Android ports, it had.\n\nData flowed through the GPIO pins to the Android side, where received by the InputEventManager.java file, it was. Organized, parsed, and converted into human-readable data, this vehicle data was. \n\nHandled different vehicle states based on the vehicle cycle, we did. Sent this data to the cloud for further processing and providing information to users, we did.\n\nEnsured seamless communication between the vehicle\'s ECU and the Android system, this implementation did. Valuable insights and real-time data to users, it provided.', '6', 'Avinash\'s response shows that he has practical experience with CAN bus and OBD-II protocols, detailing the process of reading ECU data and integrating it with an Android system. He describes the flow of data from the microcontroller unit to the Android application, which is good. However, his explanation could be more structured and include specific outcomes or challenges he faced during the implementation. The benchmark response provides a clearer example of the implementation process and its benefits, which Avinash could emulate to improve his answer.'),
(371, 65, 44, 409, 96, 'In regards to ISO 26262 Functional Safety, can you describe how you have incorporated functional safety considerations into your software development process?', 'Certainly, the ISO 26262 is a crucial standard for the functional integrity in the automotive industry, and incorporating its principles into the software development process ensures that the resulting system meets the stringent safety requirements necessary for the automotive application. Here is an example of how I integrate the functional integrity into a software development process. I was working on the development in the vehicle infotainment system with a multi-display setup running and footing on the system launcher using the overdrive network platform with the hypervisor, ensuring the functionality was paramount to the critical features of automotive system. Step 2, incorporate the functionality safety, so safety planning, the safety plans, where in safety plans, develop the comprehensive safety plans outlining the safety goals, activities to deliver and responsibilities of these plans are aligned with the ISO 26262 standard. Safety culture, so foster safety culture within the team by connecting the training session on ISO 26262 and emphasize the importance of safety functionality. Then a hazard analysis and risk assessment, so identify the hazard, kind of detailed hazard analysis to identify the potential safety hazard associated with the IBI system. Risk assessment, assist with the risk associated with each identified hazard considering the factors such as severity, exposure and controllability. Safety goals, so define the safety goal to mitigate the identified risk, for example, ensure that the displacement does not fail in the way that it could distract the driver. Safety, then safety insecures, in safety requirements specifications, driver safety requirements also drive safety requirements from the safety goals, ensure that each safety requirement was specific, measurable and attainable relevance and the time bounded. Then traceability, maintain the traceability between the safety goals, safety requirements and system requirements to ensure the comprehensive coverage and alignments. Then in the software architecture and design, safety mechanism incorporated the system mechanism into a software architecture such as worst-of-time or redundant system and error detection and correction algorithm. Partitioning, use the hypervisor to isolate safety criteria in component form, non-safety critical component, ensure the fault in non-critical parts do not affect the critical functionality is failed. Then in fail-safe design, ensure the system enters a safe state in the case of redacted failures. For example, critical display fails, the system might revert to the basic faulty level back-off display. Implementation, so in implementation coding standard adopted the strict coding standard and guidance to minimize the risk of introducing error during the development. Data analysis, utilize the static analysis tools to detect the potential issues early in the development cycle. Code review, so in conduct the rigorous code review focusing on safety critical code to ensure the compliance with the safety requirements. Then verification and validation, so unit testing, integrating, testing, faulting, detection, testing, safety validation. Then in safety case development, the safety case documentation compiled the safety case demonstrate that the system meets all the function of the safety requirement. This includes all the safety plans, HARA documentation, safety requirement design documentation, test result and validation reports. Review and approvals, the safety case review and approval by the relevant stakeholder in the safety engineer, project manager and electrical and external auditors.\n', 'Yoda Response: Incorporating ISO 26262 Functional Safety into the software development process, crucial it is. Ensures the system meets stringent safety requirements, it does. An example, I will share.\n\nWorked on a vehicle infotainment system with a multi-display setup, I did. Ensuring functional safety was paramount, it was. Followed a structured approach, we did:\n\n1. **Safety Planning**: Developed comprehensive safety plans outlining safety goals, activities, and responsibilities. Aligned these plans with ISO 26262 standards, we did.\n\n2. **Safety Culture**: Fostered a safety culture within the team by conducting training sessions on ISO 26262. Emphasized the importance of functional safety, we did.\n\n3. **Hazard Analysis and Risk Assessment (HARA)**: Conducted detailed hazard analysis to identify potential safety hazards. Assessed risks based on severity, exposure, and controllability, we did. Defined safety goals to mitigate identified risks.\n\n4. **Safety Requirements Specifications**: Derived safety requirements from safety goals. Ensured each requirement was specific, measurable, attainable, relevant, and time-bound (SMART), we did. Maintained traceability between safety goals, requirements, and system requirements.\n\n5. **Software Architecture and Design**: Incorporated safety mechanisms, such as watchdog timers, redundant systems, and error detection/correction algorithms. Used hypervisors to isolate safety-critical components from non-safety-critical ones, ensuring faults in non-critical parts do not affect critical functionality.\n\n6. **Fail-Safe Design**: Ensured the system enters a safe state in case of failures. For example, if a critical display fails, the system reverts to a basic fallback display.\n\n7. **Implementation**: Adopted strict coding standards and guidelines to minimize errors. Utilized static analysis tools for early detection of potential issues. Conducted rigorous code reviews focusing on safety-critical code.\n\n8. **Verification and Validation**: Performed unit testing, integration testing, fault detection testing, and safety validation. Ensured compliance with safety requirements through thorough testing.\n\n9. **Safety Case Development**: Compiled a safety case to demonstrate that the system meets all functional safety requirements. Included safety plans, HARA documentation, safety requirements, design documentation, test results, and validation reports. Reviewed and approved the safety case by relevant stakeholders, including safety engineers, project managers, and external auditors.\n\nThrough this structured approach, ensured the project\'s success and compliance with ISO 26262 standards, we did.', '8', 'Avinash\'s response is thorough and demonstrates a strong understanding of ISO 26262 Functional Safety standards and their application in software development for the automotive industry. He provides a detailed explanation of each step taken to ensure functional safety, from planning and hazard analysis to implementation and validation. However, the response is extremely lengthy and could be more concise. Avinash could improve by summarizing the key steps and focusing on specific examples that highlight his direct contributions to ensuring functional safety.'),
(372, 65, 44, 409, 96, 'Performance optimization is crucial in automotive software. Can you please share an example of how you optimized an application to reduce resource consumption without compromising functionality?', 'So, optimizations performed by the meting is considered as greater than the automotive software due to the constraint of embedded system. Here is an example how I have optimized Android based in-vehicle infotainment system to reduce the resource consumption. I was working on the Android based IV system running on the SoC platform with multiple displays. The system needed to perform efficiently to provide the smooth user experience, minimize latency and ensure low power consumption of the operating functionality. So, in the optimization process, did the profiling and identification, identifying bottlenecks, performance profiling, used the performance profiling tools in the Android Studio profile. The system trace is perfect to identify the bottlenecks in the system. Resource monitoring. So, monitor the CPU usage, memory consumption, CPU usage and power consumption to pinpoint the area of high resource usage. Optimize CPU usage. Thread banishment. Identify the multiple taskbars. Running the main MIUI thread. Calculate the latency of loading and transfer tasks. The background thread using the same task. Then handle threads and execute the service. Then efficient coding practice. Be practical to avoid unnecessary computations and loops. Efficient data structure and algorithm to reduce the CPU overhead. Reduced memory consumption. So, for memory leak use the tools like leak canning to detect and fix the memory leaks Proper life cycle management of activity and fragmenting of the loading. Reference unnecessary. Bitmap. Then bitmap optimization. Optimize the MIUI\'s loading by resizing the bitmap. Recoil the time machines using the bitfactory options in the Caspian. Low cache to store frequently used bitmap. Then functionality. Review performance. UI and ring surface view. Optimize the IO operations. Power optimization with power profiling. Use the battery status and battery history to monitor the power. Power handling component. Optimize the user\'s wake logs. Handle the wake logs. Remember the user\'s wake logs to ensure that they respond promptly to avoid draining the battery. So, after the implementation of this optimization, the IBIS system demonstrated a significant improvement in the performance. The user\'s CPU uses low memory consumption, hence the relative performance. Improved the power efficiency.\n', 'Yoda Response: Optimizing an application to reduce resource consumption without compromising functionality, crucial it is, especially in automotive software. Share an example, I will.\n\nWorked on an Android-based in-vehicle infotainment (IVI) system running on an SoC platform with multiple displays, I did. Needed to perform efficiently, minimize latency, and ensure low power consumption, it did.\n\n1. **Profiling and Identification**:\n   - Used performance profiling tools in Android Studio, such as the profiler and system trace, to identify bottlenecks, I did.\n   - Monitored CPU usage, memory consumption, and power consumption to pinpoint areas of high resource usage.\n\n2. **Optimize CPU Usage**:\n   - Managed threads efficiently by moving tasks off the main UI thread to background threads, reducing latency, I did.\n   - Applied efficient coding practices to avoid unnecessary computations and loops. Used efficient data structures and algorithms to reduce CPU overhead.\n\n3. **Reduce Memory Consumption**:\n   - Used tools like LeakCanary to detect and fix memory leaks, I did.\n   - Managed the lifecycle of activities and fragments properly to avoid holding onto unnecessary references.\n   - Optimized bitmap loading by resizing images and using BitmapFactory options. Implemented caching to store frequently used bitmaps.\n\n4. **Optimize I/O Operations**:\n   - Streamlined I/O operations to reduce latency and improve performance, I did.\n\n5. **Power Optimization**:\n   - Used power profiling tools to monitor battery usage and identify power-hungry components, I did.\n   - Optimized the use of wake locks to ensure they were held only when necessary, avoiding unnecessary battery drain.\n\nAfter implementing these optimizations, significant improvements in performance, reduced CPU usage, lower memory consumption, and enhanced power efficiency, the IVI system demonstrated. A smoother user experience and extended battery life, it provided.', '6', 'Avinash\'s response outlines several optimization strategies he has employed to improve the performance of an Android-based in-vehicle infotainment system. He mentions profiling and identifying bottlenecks, optimizing CPU usage, reducing memory consumption, and power optimization. While his response includes relevant details, it could be more structured and focused on the impact of these optimizations. Additionally, Avinash could benefit from clearly stating the outcomes of his optimizations, such as specific performance improvements or user experience enhancements, as highlighted in the benchmark response.'),
(373, 65, 44, 409, 96, 'Can you please tell me about a time when you had to work closely with a cross-functional team to integrate your Android application with other vehicle systems, and how you managed the collaboration?', 'Yeah, in most of cases I have to work with the cross-platform team. I\'ll just take an example of here in the AMD where I got a chance to work with the ATG team which was responsible to give the patches for the mobile and tab and I need to take those patches and make changes for Android Automotive according to my requirements. So to work with them we had a sync up call, we bring up our issues, we follow up on it, we talk to the team and understand their concern, see what\'s up. Also we plan out our timeline for the delivery, whatever we are expecting for them and this is how we make sure that we get things done.\n', 'Yoda Response: Work closely with cross-functional teams, often I do. Share an example from my time at AMD, I will.\n\nCollaborated with the ATG team, responsible for providing patches for mobile and tablet, I did. Needed to adapt these patches for Android Automotive, I had to.\n\n1. **Communication**:\n   - Regular sync-up calls, we held. Discussed issues and concerns, we did.\n   - Followed up on tasks and ensured clear communication, we did.\n\n2. **Understanding Requirements**:\n   - Understood their concerns and requirements, we did. Ensured our needs were communicated clearly, I did.\n\n3. **Planning and Coordination**:\n   - Planned timelines for delivery, we did. Set expectations and tracked progress, we did.\n   - Coordinated efforts to ensure patches were adapted correctly for Android Automotive, I did.\n\n4. **Collaboration**:\n   - Worked together to resolve issues and integrate the patches seamlessly, we did.\n   - Ensured that both teams were aligned and working towards the same goals, we did.\n\nThrough effective communication, understanding, and coordination, successful integration of the Android application with other vehicle systems, we achieved. Ensured a smooth collaboration and timely delivery, we did.', '6', 'Avinash\'s response indicates that he has experience working with cross-functional teams, particularly at AMD, and he provides an example of collaborating with the ATG team. He mentions having sync-up calls and planning timelines, which are good practices. However, his response could be improved by providing more details on how he managed the collaboration, such as specific strategies for ensuring alignment and dealing with challenges. Additionally, mentioning the outcomes of the collaboration and how it contributed to the project\'s success would provide a more complete picture, as seen in the benchmark response.');
INSERT INTO `bot_questionwise` (`id`, `botInterviewId`, `candidateId`, `resumeId`, `screeningId`, `question`, `response`, `benchmark_response`, `score`, `feedback`) VALUES
(374, 65, 44, 409, 96, 'Could you describe an instance where you had to advocate for the customer\'s needs during the development of a connected vehicle application, and how you balanced that with technical constraints?', 'okay so I was working on developing a connected vehicle application in for the IPA system the customer made an automotive manufacturer on it to indicate a new feature that\'s allow driver to use real-time traffic update navigation systems and remote diagnostic by the IPA system. The challenge is to ensure that these features were just user-friendly and reliable while working within the technical constraints of the existing platform. So the real-time traffic update the customer wanted to maintain the system to provide up-to-date traffic information to help driver avoid congested areas, navigation systems so indication of advanced IPA systems with feature like voice command observations and remote diagnosis so ability for vehicle to send diagnostic information to remote server for analysis and maintain the alert. So the technical constraint was the limited processing power that was used in the IPA system had limited processing power and memories. It wasn\'t connectivity reliable in the first state of connectivity was required for the real-time traffic update but the system had to handle intermittent connectivity gracefully. Secure communication between the user and the server was critical during the unauthorized access and data breach. Existing system architectures and existing platform has architectural limitations that need to be respected. So the requirement gathering and analysis customer workshops so connect the workshop with the customer to understand the requirement, the priorities in details, self-interpreting the exact user needs and expectations, user case scenario so develop the details user case scenario to understand how drivers would interact with features and define any potential challenges. So in technical feasibility study, assessment of the constraint, evaluate the technical constraint of the existing platform including processing power, memories and network activity. Then conduct the feasibility analysis to determine how new features could be integrated without overloading the system. Then there\'s a balancing customer need and technical constraint. So in prioritization, prioritize the feature based on the customer needs and technical feasibility. Focus on the most critical features first while planning the iterative improvements. Then employ the various optimization strategies to balance the performance and functionality. Then use data compilation and caching techniques. Also implement incremental updates for traffic information management, data transfer and processing requirements. Let\'s say to convince the customer, maintain the transparent communication with the customer throughout the development process, regularly update them on progress, challenges and how we are addressing their needs. Feedback the integration activities of feedback from the customer incorporated it into the development process. Let\'s ensure the final product aligns with their visions and user needs. So balancing the customer need and technical constraint requires a deep understanding of both the customer requirements and the technical limitation of the system. By prioritizing features and employing the optimization strategy and maintaining the transparent communication with the customer, it is possible to deliver products that meet user needs while working within the game and constraint.\n', 'Yoda Response: Advocate for the customer\'s needs, I did, while balancing technical constraints. Share an instance, I will.\n\nWorked on developing a connected vehicle application for an IVI system, I was. The customer, an automotive manufacturer, wanted to integrate features like real-time traffic updates, advanced navigation, and remote diagnostics.\n\n1. **Requirement Gathering and Analysis**:\n   - Conducted workshops with the customer to understand their requirements and priorities, we did.\n   - Developed detailed use case scenarios to understand how drivers would interact with the features and identify potential challenges.\n\n2. **Technical Feasibility Study**:\n   - Assessed the technical constraints of the existing platform, including processing power, memory, and network connectivity, we did.\n   - Conducted a feasibility analysis to determine how to integrate new features without overloading the system.\n\n3. **Balancing Customer Needs and Technical Constraints**:\n   - Prioritized features based on customer needs and technical feasibility. Focused on critical features first, while planning iterative improvements.\n   - Employed optimization strategies to balance performance and functionality. Used data compression and caching techniques to manage data transfer and processing requirements.\n\n4. **Customer Communication and Feedback**:\n   - Maintained transparent communication with the customer throughout the development process. Regularly updated them on progress, challenges, and how we were addressing their needs.\n   - Incorporated customer feedback into the development process to ensure the final product aligned with their vision and user needs.\n\nBy prioritizing features, employing optimization strategies, and maintaining transparent communication, delivered a product that met the customer\'s needs while working within technical constraints, we did. Ensured user-friendly and reliable features, we did, while respecting the limitations of the existing platform.', '8', 'Avinash\'s response demonstrates his ability to balance customer needs with technical constraints during the development of a connected vehicle application. He provides a detailed account of the process, including requirement gathering, technical feasibility studies, and prioritization of features. Avinash also emphasizes the importance of maintaining transparent communication with the customer and incorporating their feedback. To improve, Avinash could focus on summarizing the key steps more succinctly and highlighting specific strategies used for optimization, as well as the successful outcomes of his approach, similar to the benchmark response.'),
(375, 65, 44, 409, 96, 'Please share an experience where you had to think unconventionally to solve a problem in the automotive software domain. What was the challenge, and how did your approach lead to a solution?', 'Thank you.\n', 'Yoda Response: Think unconventionally to solve a problem, I did. Share an experience, I will.\n\nFaced a challenge with an Android-based IVI system that had intermittent connectivity issues, we did. Real-time traffic updates and remote diagnostics, the system needed to support, but unreliable connectivity, it had.\n\n1. **Challenge**:\n   - Ensure real-time updates and diagnostics worked seamlessly despite intermittent connectivity, we had to.\n\n2. **Unconventional Approach**:\n   - Instead of relying solely on a constant internet connection, implemented a hybrid solution, we did.\n   - Used local caching to store critical data temporarily when connectivity was lost, we did. Synced the data with the server once the connection was restored.\n\n3. **Implementation**:\n   - Developed a robust caching mechanism to store traffic updates and diagnostic data locally, we did.\n   - Implemented algorithms to prioritize and sync the most critical data first when connectivity was available, we did.\n\n4. **Outcome**:\n   - Ensured that the system provided real-time updates and diagnostics even during connectivity interruptions, we did.\n   - Improved user experience and reliability of the system, this approach did.\n\nBy thinking unconventionally and implementing a hybrid solution, overcame the challenge of intermittent connectivity, we did. Ensured seamless functionality and improved user satisfaction, we did.', '0', 'Avinash\'s response does not address the question asked. It seems there might have been a misunderstanding or a communication error. An appropriate response would have detailed a specific unconventional problem-solving experience within the automotive software domain, the challenge faced, and how the innovative approach led to a solution. Avinash should provide a relevant example that demonstrates his ability to think outside the box and address complex issues effectively.'),
(376, 65, 44, 409, 96, 'Can you describe how you\'ve integrated new technologies or methodologies into your projects to stay ahead in the industry?', 'Since we work on the Android, we follow Google input IO events, we see what are the new features Android or Google release it. Based on that, we also check with the customer what they require and then we also study the feasibility and based on the technology feasibility and our current planning, if it suits, if it fits in and the customer are ready to accept it, we release the new features, adapting our own changes.\n', 'Yoda Response: Integrate new technologies and methodologies into projects, I do, to stay ahead in the industry. Share my approach, I will.\n\n1. **Stay Updated**:\n   - Follow Google I/O events and announcements, I do. Keep track of new features and updates in Android, I must.\n\n2. **Customer Collaboration**:\n   - Discuss new technologies and features with customers, we do. Understand their requirements and preferences, we must.\n\n3. **Feasibility Study**:\n   - Conduct feasibility studies to assess the integration of new technologies, we do. Evaluate how they fit into our current planning and technical constraints, we must.\n\n4. **Adaptation and Implementation**:\n   - If feasible and aligned with customer needs, adapt and implement new features, we do. Ensure that the integration enhances the project\'s value, we must.\n\n5. **Continuous Learning**:\n   - Encourage continuous learning and experimentation within the team, I do. Stay open to adopting innovative methodologies and tools, we must.\n\nBy staying updated, collaborating with customers, conducting feasibility studies, and fostering a culture of continuous learning, successfully integrate new technologies and methodologies into projects, we do. Ensure that we stay ahead in the industry and deliver cutting-edge solutions, we must.', '6', 'Avinash\'s response indicates that he keeps up with industry updates and collaborates with customers to determine their needs for new features. He mentions the importance of feasibility studies and aligning new technologies with customer acceptance and project planning. However, his answer could be improved by providing more specific examples of how he has integrated new technologies or methodologies into his projects. Additionally, discussing the impact of these integrations on the projects and how they contributed to staying ahead in the industry would provide a more comprehensive answer, as seen in the benchmark response.'),
(377, 65, 44, 409, 96, 'How do you approach situations where the conventional solutions in software development are not effective, and what steps do you take to innovate or create a new path?', 'So in situation where the conventional solutions are not effective, it\'s crucial to adopt a flexible and innovative approach to problem-solving. Here\'s the structural method I followed to navigate the scenario and along with the specific steps to innovate or create a new path. So understand the problem deeply. Start with a thorough analysis of the problem. Understand all the aspects and parameters involved and gather as much information as possible. Then engage the stakeholder, include customer, team members and domain experts to gain different perspective and insight. Then use techniques like five-wise or fused-bones diagram to identify the root cause of the issue rather than just adhering to the symptoms. Then do the research and benchmarking. Research the existing solution in a related field or industry that might have a similar problem. This can provide inspiration and partial solutions. Compare the current situation with the similar scenario in other parts. Produce products to understand what worked and what didn\'t. Then do the brainstorming and ideations or conduct brainstorming sessions with the team to generate a wide range of ideas including street thinking and work criticism during this phase to foster creativity. Then use mind mapping to visualize organized ideas and explore connection between different concepts. Then prototyping experimentation so develop good prototype to test out the most promising idea. This helps in understanding the feasibility and potential impact on the solution. Conduct control exam to validate the hypothesis. Use A-B testing or split testing where applicable to compare the effectiveness of different approaches. Then leverage the cross-discipline knowledge. Cross-discipline approach to supply the knowledge and techniques from other disciplines or domains. For example, we bring principles from data science, machine learning and even other different like biology or economics can offer fresh perspectives. Combine elements from different traditional approaches which can help with solving issues that leverage the strength of each. Then implement solution interoperability in the design practice. This will allow for continuous feedback and refinement. Collect the feedback from users and stakeholder to ensure the solution meets their needs and address the problem effectively.\n', 'Yoda Response: Approach situations where conventional solutions are not effective, I do, with flexibility and innovation. Share my method, I will.\n\n1. **Understand the Problem Deeply**:\n   - Start with thorough analysis, I do. Understand all aspects and parameters involved, and gather as much information as possible.\n   - Engage stakeholders, including customers, team members, and domain experts, to gain different perspectives and insights.\n\n2. **Identify the Root Cause**:\n   - Use techniques like the Five Whys or fishbone diagram to identify the root cause of the issue, rather than just addressing symptoms.\n\n3. **Research and Benchmarking**:\n   - Research existing solutions in related fields or industries that might have similar problems, I do. This can provide inspiration and partial solutions.\n   - Compare the current situation with similar scenarios in other products to understand what worked and what didn\'t.\n\n4. **Brainstorming and Ideation**:\n   - Conduct brainstorming sessions with the team to generate a wide range of ideas, including out-of-the-box thinking.\n   - Use mind mapping to visualize and organize ideas, and explore connections between different concepts.\n\n5. **Prototyping and Experimentation**:\n   - Develop quick prototypes to test the most promising ideas. This helps in understanding the feasibility and potential impact of the solutions.\n   - Conduct controlled experiments to validate hypotheses. Use A/B testing or split testing where applicable to compare the effectiveness of different approaches.\n\n6. **Leverage Cross-Discipline Knowledge**:\n   - Apply knowledge and techniques from other disciplines or domains, such as data science, machine learning, biology, or economics, to offer fresh perspectives.\n   - Combine elements from different traditional approaches to leverage the strengths of each.\n\n7. **Implement and Iterate**:\n   - Implement the solution with an iterative design practice. Allow for continuous feedback and refinement.\n   - Collect feedback from users and stakeholders to ensure the solution meets their needs and addresses the problem effectively.\n\nBy following this structured method, innovate and create new paths when conventional solutions are not effective, I do. Ensure that the problem is addressed comprehensively and creatively, I must.', '8', 'Avinash\'s response shows a structured approach to handling situations where conventional solutions are not effective. He outlines steps such as understanding the problem, engaging stakeholders, researching, brainstorming, prototyping, leveraging cross-discipline knowledge, and iterating based on feedback. While his answer is comprehensive, it could be improved by providing a specific example that illustrates his approach in action, demonstrating the effectiveness of his innovative solutions. This would align more closely with the benchmark response, which emphasizes the importance of a structured method and the application of cross-disciplinary knowledge to create effective, unconventional solutions.'),
(378, 65, 44, 409, 96, 'Please share an example of how you have contributed to a team or company culture in a previous role, particularly in a way that fostered collaboration and empowerment among your colleagues.', 'So, first, I have started proactively syncing with the teammates, start doing the PIVD on different topics, collaborate on, pick up some issues, current, upcoming tasks, and then conduct a brainstorming session with the colleagues, try to get their ideas, and that\'s how this helps actually to understand other team members and also to take the ideas and some perspectives which might not be coming to me. So yeah, that\'s where it helps.\n\n', 'Yoda Response: Contributed to team and company culture, I have. Share an example, I will.\n\nIn a previous role, proactively synced with teammates, I did. Initiated regular PIVD (Peer-Initiated Value Discussions) on different topics, we did. Collaborated on current and upcoming tasks, we did.\n\n1. **Proactive Communication**:\n   - Regularly synced with teammates to discuss ongoing and upcoming tasks, I did. Ensured everyone was on the same page, we did.\n\n2. **Brainstorming Sessions**:\n   - Conducted brainstorming sessions to gather ideas and perspectives from colleagues, I did. Encouraged open discussion and creative thinking, I did.\n\n3. **Collaboration and Idea Sharing**:\n   - Picked up issues and collaborated on finding solutions, we did. Valued input from all team members, fostering a sense of empowerment and inclusion, I did.\n\n4. **Understanding Perspectives**:\n   - Gained insights from different perspectives, which might not have occurred to me, I did. This helped in understanding team members better and enhancing collaboration.\n\nBy fostering proactive communication, encouraging brainstorming sessions, and valuing input from all team members, contributed to a collaborative and empowering team culture, I did. Enhanced teamwork and innovation, it did.', '6', 'Avinash\'s response indicates that he values proactive communication and idea sharing to foster collaboration and empowerment among colleagues. He mentions initiating discussions on various topics and conducting brainstorming sessions, which are positive contributions to team culture. However, his response could be improved by providing more details on the outcomes of these actions and how they specifically enhanced collaboration and empowerment within the team. Additionally, he could mention any initiatives or programs he may have introduced to further contribute to the company culture, as suggested in the benchmark response.'),
(379, 65, 44, 409, 96, 'Thank you for sharing your experiences and insights, Avinash. Before we conclude, do you have any questions for me about the role, Royal Enfield, or the next steps in the interview process?', ' So, first, I have started proactively syncing with the teammates, start doing the PIVD on different topics, collaborate on, pick up some issues, current, upcoming tasks, and then conduct a brainstorming session with the colleagues, try to get their ideas, and that\'s how this helps actually to understand other team members and also to take the ideas and some perspectives which might not be coming to me. So yeah, that\'s where it helps.\n\n\n', 'Yoda Response: Thank you for the opportunity, Avi. Questions, I have, about the role and Royal Enfield.\n\n1. **Role Specifics**:\n   - Could you elaborate more on the day-to-day responsibilities of this role? Specific projects or initiatives I might be involved in, what are they?\n\n2. **Company Culture**:\n   - Can you share more about the company culture at Royal Enfield? How does the team foster collaboration and innovation?\n\n3. **Next Steps**:\n   - What are the next steps in the interview process? Any additional rounds or assessments, are there?\n\nExcited about the possibility of joining Royal Enfield, I am. Thank you for your time and consideration, Avi.', '0', 'Avinash\'s response appears to be a repetition of his previous answer to a different question and does not address the question asked. It seems there might have been a misunderstanding or a communication error. An appropriate response would have been to ask relevant questions about the role, the company, or the interview process. Avinash should take the opportunity to clarify any uncertainties he may have about the position or the company and to express his interest in the next steps of the hiring process.'),
(380, 68, 42, 375, 91, 'Hello Ajay,\nWelcome! I\'m Avi, your interviewer from Royal Enfield. I\'m excited to be one of the first AI bots to conduct interviews. I apologize in advance for any lag during our conversation; I\'m constantly learning and improving. How has your day been going?', 'Yeah. Hi Avi. This is also my first time to give interview to an AI bot. So I am super excited. Yeah.\n\n', 'Yoda Response: Hello Avi. It\'s a pleasure to meet you. My day has been going well, thank you for asking. I\'m looking forward to our conversation and excited to learn more about the opportunities at Royal Enfield.', '4', 'Ajay\'s response is polite and conveys excitement, which is a positive start to the interview. However, it lacks the professional tone and detail of the benchmark response. Ajay could improve by expressing gratitude for the opportunity and mentioning his readiness for the conversation, as seen in the benchmark.'),
(381, 68, 42, 375, 91, 'That\'s wonderful to hear, Ajay! I share your excitement. Now, we have an interview scheduled. Is this a good time for you to proceed?', 'yes we can proceed for the interview\n\n', 'Yoda Response: Yes, this is a good time for me. I\'m ready to proceed with the interview. Thank you for checking.', '6', 'Ajay\'s response is affirmative and to the point, indicating readiness to proceed with the interview. However, it lacks the politeness and completeness of the benchmark response. Ajay could improve by including a polite acknowledgment and expressing readiness in a more complete sentence.'),
(382, 68, 42, 375, 91, 'Hello Ajay, I\'m an interviewer with Royal Enfield, the oldest motorcycle brand in continuous production with a rich history dating back to 1901. Our premium lineup includes models like the Classic 350 and the Himalayan adventure tourer. Today, as an HMI Developer, you\'ll be responsible for owning the development of Android platform components, customizing Android for specific hardware, and optimizing system performance, among other tasks. With your 4.3 years of experience in Android-based Automotive Infotainment systems, we\'ll discuss how you can fit into this role. Are you comfortable with that?', 'So, Hi Avi, let me explain why I am confident about this HMI developer role for Royal Enfield. Actually, I am a software developer. I am having experience of 4.3 years specializing in Android automotive infotainment domain. I have worked on HMI development for telematics, convent, and radio features in Nissan vehicles. For these features, I have developed many screens. For these features, I have developed and customized user-friendly and intuitive HMI screens. I am fully confident that I can contribute more to this role. I have a unique experience of working at onsite location, at client location in Japan. So, with that also, it honed my problem-solving skills, also requirement understanding skills. To develop these HMI screens, I have worked on Android, Java, Kotlin, Python. So, I think I am a good fit for this HMI role.\n', 'Yoda Response: Hi Avi, thank you for the introduction. I am indeed comfortable discussing how my experience aligns with the HMI Developer role at Royal Enfield. With over 4 years of experience in Android-based Automotive Infotainment systems, I have developed and customized user-friendly HMI screens for telematics, radio, and other features in Nissan vehicles. My work involved collaborating with cross-functional teams and understanding client requirements, which has honed my problem-solving and communication skills. I have hands-on experience with Android, Java, Kotlin, and Python, making me confident that I can contribute effectively to your team.', '8', 'Ajay\'s response is comprehensive and demonstrates confidence in his fit for the HMI developer role. He provides relevant details about his experience and skills that align with the job description. However, his response could be more structured and concise. Ajay could improve by summarizing his experience more succinctly and aligning his skills more closely with the specific requirements of the role as outlined in the job description.'),
(383, 68, 42, 375, 91, 'Can you briefly introduce yourself and a bit about your professional experience? Also would be great to know what is not already in your CV or LinkedIn profile.', 'So yeah, I have completed my Bachelor of Engineering in Computer Engineering major. Then I have started my career journey in ERP system domain where I have developed custom modules using UDU\'s generic module. UDU is a business suite which contains CRM, accounting, point of sale, these kind of applications which are required for business to grow. So after 1.5 years investing in that ERP domain, I moved to TCS where I started work on Nissan project, Nissan Automotive Infotainment project and where I have started working on Android Automotive Infotainment HMI development. So in Nissan project, I have worked on telematics HMI, conman HMI and radio HMI. So I have developed HMI for these features according to client\'s requirement. Later I moved to onsite, I have offered onsite opportunity by client. So I came to Japan at onsite location and at client\'s location and here I am a spoke for radio feature. So we are also managing deliveries like delivery for SOP, for Q value, for main lines. So these kind of deliveries and also bug triaging, bug fixing and new requirement like new spec requirement development is also comes under our responsibility. So we are doing that here. So with this kind of experience, I am confident that I am good fit for this HMI developer role at Royal Enfield. Thank you.\n', 'Yoda Response: Certainly, Avi. I completed my Bachelor of Engineering in Computer Engineering. My career began in the ERP domain, where I developed custom modules using Odoo\'s suite, which includes CRM, accounting, and point of sale applications. After 1.5 years in that domain, I transitioned to TCS and started working on the Nissan Automotive Infotainment project. There, I focused on Android Automotive Infotainment HMI development, specifically for telematics, Conman, and radio features.\n\nI was later offered an onsite opportunity in Japan, where I became the point of contact for the radio feature. My responsibilities included managing deliveries, bug triaging, fixing, and developing new specifications based on client requirements. \n\nOutside of my professional experience, something not on my CV is my passion for motorcycling. I believe this personal interest aligns well with Royal Enfield\'s ethos and would bring an additional layer of enthusiasm to my work here. Thank you.', '6', 'Ajay\'s response provides a thorough overview of his professional experience, highlighting his progression from ERP systems to Android Automotive Infotainment HMI development. However, his response could be more concise and focused on unique aspects not present in his CV or LinkedIn profile. Ajay could improve by briefly summarizing his professional background and then offering insights into his personal interests or achievements that complement his professional skills and are relevant to the role at Royal Enfield.'),
(384, 68, 42, 375, 91, 'Can you please share how your experience with Android platform development has influenced the customization and maintenance of components for automotive infotainment systems?', 'Yes, so I started my journey in Android with automotive development only. So from starting only I have worked on Android automotive infotainment systems. In telematics, convent or radio features, I have used to develop HMI screens which works upon platform or we can say HAL provided by LG and framework provided by Google. It is AOSP. So yeah, we have used that AOSP and HAL provided by LG to develop HMI for these features in Nissan cars. Particularly automotive, we have used automotive components like for radio, let\'s speak about for radio. So for radio, we have used automotive components like tuner, hardware tuner which receives signals from signal generator and then we are able to proceed, we are listing these frequencies and tuning to particular frequency. So for radio, we used automotive components like signal receiver, for convent, we used automotive components like Bluetooth or Wi-Fi and vehicle hotspot. So this kind of components we have used to implement these automotive infotainment features.\n', 'Yoda Response: Certainly, Avi. My experience with Android platform development has been deeply rooted in automotive infotainment systems from the beginning. In my role, I\'ve worked extensively on developing and customizing HMI screens for features such as telematics, Conman, and radio. These developments were built on the Android Open Source Project (AOSP) framework and Hardware Abstraction Layer (HAL) provided by LG.\n\nFor instance, in the radio feature, we utilized automotive components like hardware tuners to receive and process signals from signal generators, allowing us to list and tune to specific frequencies. For Conman, we integrated components like Bluetooth, Wi-Fi, and vehicle hotspots to enable seamless connectivity features. This hands-on experience with both the Android platform and automotive-specific hardware has equipped me with the skills necessary for effective customization and maintenance of infotainment components, ensuring they meet the high standards required in the automotive industry.', '6', 'Ajay\'s response demonstrates a good understanding of his work with Android automotive infotainment systems, mentioning specific components like the tuner for radio features and connectivity components for Conman. However, his answer could be more structured and articulate, focusing on how his experience has influenced the customization and maintenance of these components. Ajay could improve by clearly explaining the impact of his work on system performance and user experience, as well as mentioning any challenges he overcame in the process.'),
(385, 68, 42, 375, 91, 'Please describe a specific project where you were responsible for integrating third-party libraries or proprietary software into the Android platform. What challenges did you face and how did you overcome them?', 'so for a radio feature we have integrated contract SDK which is provided by Xperi Xperi team so Xperi is a different vendor of Nissan and we are developing HMI so what contract does is contract SDK does is like it is it is the SDK which helps us to get the album art and logos of particular FM AM and depth frequencies so there are two parts like native signals and internet radio so native signals we receive from hell provided by LG but to show the album art and logos we need to send this data back to contract SDK and then contract SDK will give us the metadata for that frequencies and combinedly we show that metadata to end-user so this way we have used LG help to get the native signals and contract SDK to get metadata for that native signals also for internet radio which works totally on the internet for internet radio we have used this contract SDK so again for internet radio also we have used contract SDK which is provided by Xperi to integrate in our application so yeah in radio we have used contract and LG to meet the requirement of that feature\n', 'Yoda Response: Certainly, Avi. One specific project where I was responsible for integrating third-party libraries was the radio feature in Nissan vehicles. We integrated the Contract SDK provided by Xperi, a vendor for Nissan. The Contract SDK helps us fetch album art and logos for FM, AM, and DAB frequencies.\n\nThe challenge was twofold: handling native signals and internet radio. For native signals, we received data from the HAL provided by LG. However, to display album art and logos, we needed to send this data to the Contract SDK, which would return the necessary metadata. We then combined this metadata with the native signals to present a complete user interface to the end-user.\n\nFor internet radio, which operates entirely over the internet, we also relied on the Contract SDK to fetch and display metadata. Integrating these components required careful coordination to ensure seamless data flow and user experience.\n\nOvercoming these challenges involved extensive testing and debugging to ensure that the data from the HAL and the Contract SDK were correctly synchronized and displayed. Effective communication with the Xperi team was crucial to resolve any issues promptly. This experience enhanced my skills in integrating third-party libraries and ensuring smooth functionality within the Android platform.', '6', 'Ajay\'s response provides a clear example of integrating third-party libraries, specifically mentioning the Contract SDK from Xperi. However, the response lacks detail on the challenges faced and how they were overcome. Ajay could improve by outlining specific obstacles encountered during the integration process and describing the steps taken to resolve them, such as collaboration with teams, debugging, or adapting to SDK updates.'),
(386, 68, 42, 375, 91, 'Could you kindly walk me through your approach to designing and implementing user interface components for Android, particularly in the context of automotive or consumer applications?', 'yeah so talking about particularly android automotive interface so while developing this interface we need to make sure many things like it should user-friendly it should easy to use it should not complex and also the main thing the main part is like it it should be safe for use to driver while driving so some features some components should be restricted while driving and it should be enabled while the vehicle is on parking mode or something like that or it should be visible to other passengers not driver but other passengers so these things we have to make sure other than that what is my approach to develop any new requirement for for this user interface component is first of all I will check for the specification like what are the requirement whether what are the exact expectation from this implementation to end-user so particularly in Nissan we have two kind of specification one is HMI specification another one is a functional specification so HMI specification describes how the layout should displayed to end-user what all components are there in the screen other than that functional specification describes how it should behave how it should what are the flow of that particular components like when user event occur or when something changes into the UI so how these components should behave or what screens transition should it does these kind of details are written in functional specification so I will first go through this specification understand myself how this will work after implementation and also to think like end-user I need to imagine these screens that it is implemented and I am using it after that I will check for the technical requirement like to implement this particular screen for all kind of APIs Android APIs are required if it is present in AOSP code itself then I will use that according to guidelines according to standards if it is not there then I will ask to LG team like in our project I will ask to LG team to add this kind of APIs as per our requirement to platform so that we can use that and then after getting this kind of technical requirement clearing out all the doubts I will start to implement according to Android guidelines so yeah this is my approach to like implement any new requirement or components in Android Automotive\n', 'Yoda Response: Certainly, Avi. When designing and implementing user interface components for Android in the automotive context, my approach focuses on usability, safety, and compliance with specifications.\n\nFirstly, I ensure the interface is user-friendly and intuitive. It\'s crucial that the UI is not overly complex and can be used easily by drivers without causing distraction. Safety is paramount, so certain features are restricted while driving and only enabled when the vehicle is parked or accessible to passengers but not the driver.\n\nMy approach begins with thoroughly reviewing the specifications. In the Nissan project, we had two types of specifications: HMI and functional. The HMI specification outlines the layout, components, and visual elements, while the functional specification details the behavior, flow, and interactions of these components.\n\nAfter understanding the specifications, I visualize the screens from an end-user perspective to ensure the design meets their needs. I then identify the technical requirements, such as necessary Android APIs. If the required APIs are available in the AOSP code, I use them according to the guidelines. If not, I collaborate with the LG team to add the necessary APIs to the platform.\n\nOnce all requirements and doubts are clarified, I proceed with the implementation, adhering to Android guidelines and standards. This structured approach ensures that the user interface components are both functional and user-centric, providing a seamless and safe experience for the end-users.', '6', 'Ajay\'s response outlines his approach to designing and implementing user interface components, emphasizing user-friendliness and safety. However, the response is somewhat disorganized and could benefit from a more structured explanation. Ajay could improve by clearly delineating the steps in his process, such as reviewing specifications, visualizing the user experience, assessing technical requirements, and implementing according to guidelines. Additionally, mentioning collaboration with teams and adherence to Android standards would align his response more closely with the benchmark.'),
(387, 68, 42, 375, 91, 'Performance optimization is crucial in software development. Please tell me about a time when you optimized system performance for an Android system, focusing on aspects like battery life and processing efficiency.', 'so performance optimization is a major concern in automotive infotainment like it should not lag it should not display black screen RL and all that so we faced some issues while I was working in con man feature so yeah I have faced these kind of issues so let me describe you first the issue and how we have resolved that so the issue was like there is a requirement when android auto or CarPlay is connected and user do cold start after cold start whatever source was connected it should connect again automatically and it should play like if android auto music is playing then after cold start also it should play but we were received an issue that after cold start con man shows black screen and black screen and also it is taking some time to connect android auto back again and starting the android auto music sometimes like three out of 15 occurrence is there so it was a sporadic issue so we have to anyhow tackle that issue so what we have done is we have removed all the long running tasks from main thread and also whatever UI we need to update to the user we have added that to main thread and other than that all the API calls or database calls are moved to background thread or another thread so that is one point another point we have prioritized the items that are required after startup after cold boot so like if previously android auto is connected then after startup after cold boot we are prioritizing android auto related items or android auto related things like from database we have fetched data particularly android auto device only and other devices data is not required at that time so we have filtered out that so this kind of small optimizations lead to like major improvement in performance optimization performance of con man feature con man application so yeah we have optimized performance for con man application in that way also we have removed unused code and prioritize the data prioritize the items that are required at that time and moving long running tasks to another thread is a major factor for performance improvement\n', 'Yoda Response: Certainly, Avi. Performance optimization is indeed crucial, especially in automotive infotainment systems where responsiveness and efficiency are key. One particular instance where I optimized system performance was while working on the Conman feature for Nissan vehicles.\n\nWe encountered an issue where, after a cold start, the system would sometimes display a black screen and take time to reconnect to Android Auto or CarPlay, causing delays in resuming playback. This sporadic issue occurred in about three out of fifteen instances, which was unacceptable for user experience.\n\nTo address this, we took several steps:\n\n1. **Thread Management:** We moved all long-running tasks off the main thread to prevent UI blocking. UI updates were kept on the main thread, while API calls and database operations were shifted to background threads.\n\n2. **Prioritization:** We prioritized tasks that were critical immediately after startup. For instance, if Android Auto was previously connected, we prioritized fetching and loading data related to Android Auto first, deferring less critical tasks to ensure quicker reconnection and playback.\n\n3. **Code Optimization:** We also reviewed and removed any unused code and streamlined the logic to ensure only necessary operations were performed during startup.\n\nThese optimizations significantly improved the performance of the Conman feature, ensuring a smoother and faster user experience. By prioritizing critical tasks and managing threads efficiently, we were able to reduce the occurrence of black screens and improve the reconnection time to Android Auto and CarPlay.', '6', 'Ajay\'s response indicates a clear understanding of the importance of performance optimization and provides a specific example related to the Conman feature. However, the response could be more structured and focused on the steps taken to achieve optimization. Ajay could improve by organizing his answer into clear points, such as thread management, prioritization of tasks, and code optimization, similar to the benchmark response. Additionally, mentioning the impact of these optimizations on the user experience would strengthen his answer.'),
(388, 68, 42, 375, 91, 'Collaboration is key in cross-functional teams. Can you please provide an example of how you have effectively communicated technical concepts to non-technical stakeholders?', 'okay so let me tell you the structures of my current project like Nissan is the main stakeholder then TCS we are HMI developers then HEL provided by LG so LG is another vendor and AOSP framework which is of Google so Google is another stakeholder here so to work with this all stakeholders and particularly non-technical like to our FOs which we have one daily sync up weekly sync up where we are discussing our blockers or any particular bug which are not fixed which are not just dependent on the HMI but also on HEL or also on or needed some framework updates so these kind of bugs are discussed with cross-functional teams in the weekly meetings weekly sync up meetings with their spokes like point of contacts like for radio we required audio service or radio service so we we are discussing the blocker points of audio service spoke and radio service spoke of LG team so this discussion we are doing with cross-functional team also we need to explain the technical issues or technical errors in to our FOs whose background is not technical so in that way we are doing discussions and also after meeting sending MOMs or discussion points is a key part so yeah this way we are dealing with technical and non-technical and also cross-functional discussions\n', 'Yoda Response: Certainly, Avi. Effective communication with non-technical stakeholders is essential, especially in a project with multiple vendors and teams. In my current project with Nissan, we work closely with TCS as HMI developers, LG for HAL, and Google for the AOSP framework.\n\nOne example of effective communication involved our weekly sync-up meetings. These meetings included both technical and non-technical stakeholders, such as Functional Owners (FOs) whose backgrounds were not technical. During these meetings, we discussed blockers, bugs, and dependencies that required coordination across different teams.\n\nTo communicate technical concepts effectively to non-technical stakeholders, I focused on the following:\n\n1. **Simplifying Technical Jargon:** I explained technical issues in simple terms, avoiding jargon. For instance, instead of saying \"API call latency,\" I would say \"the system is taking longer than expected to fetch data.\"\n\n2. **Using Analogies:** I used analogies relatable to their experience. For example, I compared a bug in the system to a traffic jam that needs clearing for smooth flow.\n\n3. **Visual Aids:** I used diagrams and flowcharts to visually represent the issues and solutions, making it easier for non-technical stakeholders to understand.\n\n4. **Summarizing Key Points:** After meetings, I sent out Minutes of Meetings (MOMs) summarizing the discussion points and action items in clear, concise language.\n\nBy employing these strategies, I ensured that all stakeholders, regardless of their technical background, were on the same page and could contribute effectively to the project\'s success. This approach fostered better collaboration and smoother resolution of issues.', '6', 'Ajay\'s response includes relevant details about his experience with cross-functional teams and communicating with non-technical stakeholders. However, the response could benefit from clearer examples of how he simplified technical concepts and the specific strategies used to ensure understanding. Ajay could improve by incorporating strategies such as simplifying jargon, using analogies, employing visual aids, and summarizing key points, as mentioned in the benchmark response. Additionally, focusing on the outcome of these communications and their impact on project success would provide a more complete answer.');
INSERT INTO `bot_questionwise` (`id`, `botInterviewId`, `candidateId`, `resumeId`, `screeningId`, `question`, `response`, `benchmark_response`, `score`, `feedback`) VALUES
(389, 68, 42, 375, 91, 'Security and compliance are critical. Can you please discuss how you have implemented Android security best practices in your previous projects?', 'yeah obviously security and compliance are critical part of infotainment like it it is a very crucial so first of all if like we are doing Android automotive development okay so there are standards to develop automotive infotainment in Android so first of all we need to follow them provided by Google other than that there are specification as I previously said there are specifications where these restrictions are included like let me give one example like if user is driving vehicle is in driving mode so we cannot it is just example we cannot display the video like user driver cannot see cannot play a video into the infotainment because it will distract the driver so this kind of restrictions are already mentioned in our specification by specification team so we need to follow that also after for compliance after developing there are some kind of certifications like Android certifications or CarPlay certification particularly in common feature we have completed that this kind of certifications these certifications are hosted by Google so until and unless our code is compliant to this certification they will not pass or they will not allow us to release this kind of changes so this kind of certifications are required in in order to become a compliant also there are automated testing CDC testing like it is a component testing so CTS component test system so this CTS ATS test cases we are running regular basis on a regular basis after some time of implementation in order to check that still there is compliance compliant or not if there if we are found any issues if we found any issues then we need to resolve that and run again that ATS CTS provided by Google so this way we keep checking of security and compliance is like met the requirement or not\n', 'Yoda Response: Absolutely, Avi. Security and compliance are indeed critical aspects of automotive infotainment systems. In my previous projects, implementing Android security best practices was a top priority.\n\nFirstly, we adhered to the security standards provided by Google for Android Automotive development. These standards are designed to ensure the safety and security of the system. For example, certain features, like video playback, are restricted while the vehicle is in motion to prevent driver distraction. These restrictions are specified in our project specifications and must be strictly followed.\n\nAdditionally, we underwent various certifications to ensure compliance. For instance, in the Conman feature, we completed Android and CarPlay certifications. These certifications, hosted by Google, require our code to meet specific security and compliance criteria before being approved for release.\n\nWe also performed regular automated testing, such as CTS (Compatibility Test Suite) and ATS (Automated Test Suite), to ensure ongoing compliance. These tests are run periodically to check for any security or compliance issues. If any issues are detected, we resolve them and rerun the tests to ensure the system remains compliant.\n\nBy following these practices, we ensured that our infotainment systems were secure and compliant with industry standards, providing a safe and reliable experience for users.', '6', 'Ajay\'s response touches on the importance of security and compliance in infotainment systems and mentions adherence to standards and certifications. However, the response lacks specificity regarding the implementation of Android security best practices. Ajay could improve by detailing the security measures taken, such as encryption, secure coding practices, or regular security audits, as well as the impact of these measures on the project. Additionally, providing a structured approach to how these practices were integrated into the development process would align better with the benchmark response.'),
(390, 68, 42, 375, 91, 'Considering your experience with Java and Kotlin, could you please explain a complex coding problem you solved using one of these languages?', 'So, yeah, as I said, in order to improve performance for conman application, we have used asynchronous functions like feature and coroutines in Kotlin to move the long running task to another thread. So we are like if there are some file reading or something related to IO, we need to perform the task, then we are using coroutine for coroutine with context of a dispatcher IO. So this way there are many things that required Kotlin or Java implementation to pop up the issue. One major issue we found and we have resolved that I recall is we have a requirement in telematics feature, we have a requirement that we need to change the application name at a runtime, not just application name, but its package name also like in settings in applications, we can see all the application which are currently installed. So and there also the application name should be updated while runtime. So after many trials and many research, we like team was not able to find the root cause and how to implement this kind of requirement. Finally, we have figured out that we can do one thing like we can use RROs. So to overlay the string at a runtime. Now in that also we have implemented two RROs, one is for vehicle brand like for Nissan there is one RRO and for Renault there is another RRO. So at runtime it will like enable and disable, it will change the application name like telematics application name. So after many research and POC, we found that this can be the way. So final way we find out that one string ID and two different string names in different RROs will resolve the issue. So that kind of issues we faced and we have resolved.\n', 'Yoda Response: Certainly, Avi. One complex coding problem I solved using Kotlin involved performance optimization for the Conman application. We needed to move long-running tasks, such as file I/O operations, off the main thread to improve responsiveness. We used Kotlin coroutines with the `Dispatchers.IO` context to handle these tasks asynchronously, ensuring the main thread remained free for UI updates.\n\nAnother challenging issue arose in the telematics feature, where we had a requirement to change the application name and package name at runtime. This change needed to reflect in the system settings, displaying the updated name for the installed application.\n\nAfter extensive research and trials, we discovered that Runtime Resource Overlays (RROs) could be used to overlay strings at runtime. We implemented two RROs: one for the Nissan brand and another for Renault. By enabling and disabling these RROs at runtime, we could dynamically change the application name.\n\nThe solution involved defining a single string ID with different string values in the two RROs. When the brand changed, the corresponding RRO was activated, updating the application name accordingly. This approach required significant experimentation and proof of concept (POC) work, but ultimately it resolved the issue effectively.\n\nThis experience enhanced my problem-solving skills and deepened my understanding of Kotlin\'s capabilities, particularly in handling asynchronous tasks and dynamic resource management.', '8', 'Ajay\'s response provides a good example of a complex coding problem he solved using Kotlin, particularly mentioning the use of coroutines for performance optimization. However, the explanation could be clearer and more structured. Ajay could improve by outlining the problem, the steps taken to solve it, and the outcome more succinctly. Additionally, he could emphasize the impact of the solution on the project and how it contributed to his growth as a developer, as seen in the benchmark response.'),
(391, 68, 42, 375, 91, 'In the context of CI/CD pipelines and automated testing, how have you contributed to improving development practices and processes in your past roles?', 'In order to pass CICD test cases, there are some Gradle-based tasks which are required to pass while committing the code or pushing the code. So in order to do that, first of all, we need to check if our DTAC-80, like DTAC-80, like pushing the code, we used to run some Gradle-based tasks like DTAC-80 or for styling, also assembled debug. So these kind of tasks we are running and if we found any issue, then before pushing the code only, we are resolving these kind of issues like styling issue or magic number issue or KPI issue. So by doing that, the rules and the test cases are already written by CICD team. As a feature team, our task was to push a clean and neat code. So to contribute that CICD pipeline, we are, as a feature team, we are resolving this DTAC-80 and magic number and styling related issues. So yeah.\n', 'Yoda Response: Certainly, Avi. In my past roles, I\'ve actively contributed to improving development practices and processes, particularly in the context of CI/CD pipelines and automated testing.\n\nOne key aspect was ensuring that our code met all the necessary standards before being pushed to the repository. We used Gradle-based tasks to run various checks, such as DTAC-80 for code quality, styling checks, and assembling debug builds. These tasks helped us identify and resolve issues like styling inconsistencies, magic numbers, and KPI violations early in the development process.\n\nBy addressing these issues before committing the code, we ensured that the codebase remained clean and maintainable. This proactive approach not only improved the quality of our code but also reduced the likelihood of build failures and deployment issues.\n\nAdditionally, we collaborated closely with the CI/CD team to understand the rules and test cases they had implemented. This collaboration allowed us to align our development practices with the CI/CD pipeline requirements, ensuring a smoother integration and deployment process.\n\nOverall, my contributions focused on maintaining high code quality, adhering to best practices, and fostering a culture of continuous improvement within the development team. This approach significantly enhanced our development processes and ensured the successful delivery of high-quality software.', '6', 'Ajay\'s response indicates an understanding of the importance of CI/CD pipelines and automated testing, mentioning the use of Gradle-based tasks to ensure code quality before committing. However, the response could be more detailed in describing how these practices improved the overall development process. Ajay could improve by providing examples of how his contributions led to a cleaner codebase, reduced build failures, and a smoother deployment process, as well as mentioning collaboration with the CI/CD team to align development practices with pipeline requirements, similar to the benchmark response.'),
(392, 68, 42, 375, 91, 'Please tell me about a time when you had to work with AOSP or AAOS. What was your role, and what were the key outcomes of your involvement?', 'so there is one recent scenario where we faced an issue that from native signals like AM FM signals we are unable to hear the sound so now to play the sound we are using audio manager particularly hardware audio source class to start and stop the sound generated by a tuner so in order to find that and also it was found as a radio issue because when we are accessing that hardware audio source start from the framework side from the framework side it was not generating any response like it was not starting the hardware audio source so because of that after four or five seconds user face that ANR issue like application not responding issue so first of all we have analyzed that that why radio is getting this ANR issue then we after checking all the code and all the related logs in log files we found that we are like requesting hardware audio source to start but it is not starting so what we have done is we have set up a meeting with a framework team explained them of our findings like what I have found in the logs and what framework team needs to check into the particular audio manager service so in in order to explain them I have to create one application like one example application where I have added three buttons it is just normal application I have added three buttons one to create hardware audio source another one to start a hardware audio source and third one to stop hardware audio source so that they just need to install the application at their site at their software and using three buttons they will be able to reproduce this issue so to help them in the reproduction of the ANR issue I have created one APK and give it to them explained to them how they can reproduce and on the basis of that reproduction they will be able to find the exact RC like why this ANR issue is happening so in that context we are like contributing to AOSP framework teams to resolve this kind of issues like whatever we are facing we need to discuss with them and if it is a issue from framework side then they will be able to find the RC and fix the issue in the next stable version so yeah\n', 'Yoda Response: Certainly, Avi. One recent scenario where I worked with AOSP involved an issue with native AM/FM signals where the audio was not playing. We used the AudioManager, specifically the hardware audio source class, to start and stop the sound generated by the tuner. However, we encountered an ANR (Application Not Responding) issue because the hardware audio source was not starting as expected.\n\nMy role was to analyze the issue and collaborate with the framework team to find a solution. After reviewing the code and logs, I identified that the request to start the hardware audio source was not being processed correctly, leading to the ANR issue.\n\nTo facilitate the debugging process, I created a simple application with three buttons: one to create the hardware audio source, one to start it, and one to stop it. This application allowed the framework team to easily reproduce the issue on their end. I provided them with the APK and detailed instructions on how to use it to replicate the problem.\n\nBy working closely with the framework team, we were able to pinpoint the root cause of the issue. They identified a bug in the framework\'s audio manager service, which they then fixed in the next stable version of the AOSP.\n\nThe key outcomes of my involvement were the successful identification and resolution of the ANR issue, improved collaboration between our team and the framework team, and a more stable and reliable audio experience for the end-users. This experience highlighted the importance of thorough analysis, effective communication, and collaboration in resolving complex issues within the AOSP framework.', '6', 'Ajay\'s response provides a detailed account of a specific issue he encountered with AOSP and his role in resolving it. He explains the steps taken to analyze the problem, collaborate with the framework team, and create a tool to reproduce the issue. However, the response could be more concise and focused on the key outcomes of his involvement. Ajay could improve by summarizing the problem, his approach to collaboration, and the resolution more succinctly, emphasizing the impact on the project and the lessons learned, as demonstrated in the benchmark response.'),
(393, 68, 42, 375, 91, 'Given your familiarity with cloud platforms and containerization, can you please describe a scenario where you leveraged these technologies to enhance an Android development project?', 'yeah so I am familiar with a cloud platforms and how it is working so to give a particular example or scenario where we faced this kind of issues is in telematics HMI so when I was working in telematics HMI there was an issue of a user authorization so there is one requirement like when user calls for emergency when user initiates emergency call for driver assistance or anything related to e-call so when user starting starts the e-call it should go to first platform authorize the user because there are multiple users in there can be multiple users in the automotive system so it should go to cloud then from cloud after authorization there is a what I can say key key key key authorization like iKeyLink manager is the manager who authorize this who authorizes that the current user is the like current user is which user so based on that it will go to again Camrion server Camrion server is a server which is placed in the AWS cloud so Camrion server further will initiate e-call to Nissan assistant services so this is the like this is the steps to perform a e-call so when user starts e-call it will go first to WinX server and from WinX server it will go to Camrion server from Camrion server it will go to Nissan assistants where to where the e-call is placed similarly when breakdown call or maintenance call or consult call is occurred similarly from Nissan assistants it will go to Camrion server then WinX server and then to vehicle back again so while we face that issue we have to connect with all these teams like there are different different teams for different different tasks so we need to connect with all that teams understand how it is working in our particular scenario and how we can resolve that issue so that that is one scenario with the cloud platform\n', 'Yoda Response: Certainly, Avi. One scenario where I leveraged cloud platforms and containerization to enhance an Android development project was during my work on the telematics HMI for Nissan vehicles. We had a requirement to handle user authorization for emergency calls, such as e-call (emergency call) for driver assistance.\n\nThe process involved multiple steps and interactions with various cloud services. When a user initiated an e-call, the request first needed to be authorized by the platform to ensure the correct user was identified. This user authorization was managed by a service called iKeyLink Manager, which verified the user\'s credentials.\n\nOnce authorized, the request was sent to the Camrion server, hosted on AWS. The Camrion server then initiated the e-call to Nissan\'s assistance services. Similarly, for other types of calls like breakdown or maintenance calls, the process involved communication between the Nissan assistance services, the Camrion server, and the WinX server, which then relayed the information back to the vehicle.\n\nDuring this project, we faced issues related to the seamless integration of these services. To resolve these issues, we had to collaborate with multiple teams responsible for different parts of the system. We used containerization to create isolated environments for testing and debugging, ensuring that each component worked correctly before integrating it into the larger system.\n\nBy leveraging cloud platforms and containerization, we were able to streamline the user authorization process and ensure reliable communication between the vehicle and the cloud services. This approach not only improved the performance and reliability of the telematics HMI but also enhanced the overall user experience by providing timely and accurate assistance during emergencies.', '4', 'Ajay\'s response indicates some familiarity with cloud platforms and containerization, and he attempts to describe a relevant scenario involving user authorization in telematics HMI. However, the response is somewhat disjointed and lacks clarity on how these technologies specifically enhanced the project. Ajay could improve by clearly explaining the role of cloud services and containerization in the project, the challenges faced, and how these technologies were used to address those challenges. Additionally, focusing on the benefits of using cloud platforms and containerization, such as improved performance, reliability, and user experience, would align his response more closely with the benchmark.'),
(394, 68, 42, 375, 91, 'Android development tools like Android Studio, ADB, and Gradle are essential. Can you please provide an example of how you used these tools to troubleshoot a complex issue?', 'android studio or adb or gradle these are very essential in android automotive infotainment development or normal android application development also so obviously android studio i have used to first of all implement the code to debug live like using debugger to debug the issue live while running the code so in order to use debugger i have used android studio also for logs for checking logs for filter out logs we can use android studio for adb, adb is particularly used to send some broadcast or some broadcast like from command line to directly to emulator or hardware where the android usb image is present so using adb also we have checked like using adb shell we can go through the device explorer of the android os like we can go through all the partitions or we can update any configuration using adb so this kind of use i have done with adb for gradle also we can able to manage task like as i said detect kt task or assemble debug task this kind of task we can include or exclude also if any other sdk dependencies are required then we need to add into the gradle files to build a particular application we need this gradle files it will be easy for like building the it is a build system so it is easy to use so yeah this kind of uses i have used so far there are many others also but as of now i am remembering only this\n', 'Yoda Response: Certainly, Avi. Android development tools like Android Studio, ADB, and Gradle are indeed essential. Let me provide an example of how I used these tools to troubleshoot a complex issue.\n\nIn one instance, we faced an issue where an Android Automotive Infotainment system was intermittently crashing during specific user interactions. To troubleshoot this, I used Android Studio extensively.\n\n1. **Android Studio:** I began by using Android Studio to implement and debug the code. The built-in debugger allowed me to set breakpoints and step through the code to identify where the issue was occurring. Additionally, I used the Logcat feature to filter and analyze logs, which provided insights into the crash\'s root cause.\n\n2. **ADB (Android Debug Bridge):** To further investigate, I used ADB commands. For instance, I used `adb shell` to access the device\'s file system and explore different partitions. This helped me check configuration files and logs directly on the device. I also used `adb logcat` to capture real-time logs, which was crucial for identifying the sequence of events leading up to the crash.\n\n3. **Gradle:** Gradle played a significant role in managing the build process. I used Gradle tasks like `assembleDebug` to build the application in debug mode, allowing for easier troubleshooting. Additionally, I managed dependencies through Gradle, ensuring that all necessary libraries were included and up-to-date. This was particularly important when we needed to add or update SDK dependencies to resolve compatibility issues.\n\nBy combining these tools, I was able to pinpoint the issue, which was related to a specific third-party library causing conflicts. I updated the library and adjusted the code accordingly, which resolved the crashes.\n\nThis experience highlighted the importance of using the right tools effectively to troubleshoot and resolve complex issues in Android development.', '4', 'Ajay\'s response mentions the use of Android Studio, ADB, and Gradle, but it lacks a clear example of troubleshooting a complex issue. The response is somewhat general and does not provide a structured approach to how these tools were used to identify and solve a specific problem. Ajay could improve by providing a detailed example that includes the steps taken to troubleshoot the issue, the discovery process, and how the tools were instrumental in resolving the problem, as illustrated in the benchmark response.'),
(395, 68, 42, 375, 91, 'Imagine you have a feature in an Android application that is causing significant battery drain. Without writing code, can you please explain your approach to identifying and resolving this issue?', 'Okay, so first of all I need to find out the cause why the application is using significant amount of memory and because of that the battery drainage system issue is occurred. So first of all I need to find the root cause using logs or by doing multiple test cases like what is the exit scenario where this kind of issue is occurred. So I will do multiple test cases, I will do multiple test, manual test, I will go through the logs then I will find the root cause. In order to resolve okay if still the root cause is not found then I will go through my code where I used the resources like if I use let\'s say in my application camera is used so obviously camera is using more battery than other components. There are other components also which uses battery but camera is like using more that I know. So in that context I will check if my application is closing or releasing the resource at a time after particular time or not. Like if the resource is idle and still my application is using then in order to improve the performance and reduce the battery usage I need to release the resources after particular usage like if my application has the feature to like click the photo. So after clicking photo the camera resource should be released. So I will check this kind of resources used in my code and it is released after particular time or not. So threading is also major like significant component like if my application runs on multiple threads at a time and it uses many CPU like multiple CPU cores at a time then I need to like reduce the multithreading and try some other way to optimize that kind of scenarios. So yeah I will firstly check for testing then log analysis then if still not found then I will go through my code to check that if my application is using any resource or not and if resources are like staying idle and not releasing from my application from my application process then I need to release them. In these ways I can like reduce the battery drain issue.\n', 'Yoda Response: Certainly, Avi. Addressing significant battery drain in an Android application involves a systematic approach to identify and resolve the issue. Here\'s how I would approach it:\n\n1. **Identify the Root Cause:** First, I would analyze the logs to identify any patterns or specific scenarios where the battery drain occurs. This involves running multiple test cases and manual tests to reproduce the issue consistently.\n\n2. **Analyze Resource Usage:** If the logs do not reveal the root cause, I would review the application\'s resource usage. For instance, components like the camera, GPS, or network can significantly impact battery life. I would check if these resources are being properly managed. For example, if the camera is used, I would ensure it is released immediately after the photo is taken.\n\n3. **Check for Background Processes:** I would examine if there are any background services or tasks running unnecessarily. Ensuring that background processes are optimized and only run when needed can help reduce battery consumption.\n\n4. **Optimize Threading:** If the application uses multiple threads, I would assess if they are efficiently managed. Excessive or poorly managed multithreading can lead to high CPU usage, which in turn drains the battery. I would look for opportunities to reduce the number of active threads or optimize their execution.\n\n5. **Review Wake Locks:** I would check if the application is using wake locks correctly. Wake locks should be used sparingly and released as soon as they are no longer needed to prevent the device from staying awake unnecessarily.\n\n6. **Use Battery Profiler:** Tools like Android Studio\'s Battery Profiler can provide insights into battery usage patterns and help pinpoint the components consuming the most power.\n\nBy following these steps, I can systematically identify and address the factors contributing to the battery drain, ensuring the application is optimized for better battery performance.', '6', 'Ajay\'s response outlines a general approach to identifying and resolving battery drain issues, including testing, log analysis, and resource management. However, the response could be more structured and include specific steps and tools used in the process. Ajay could improve by detailing a systematic approach, such as using Android\'s Battery Profiler to analyze power consumption, reviewing wake locks, and optimizing background processes, as described in the benchmark response. Additionally, focusing on how to efficiently manage resources and threads would provide a clearer strategy for resolving battery drain issues.'),
(396, 68, 42, 375, 91, 'Can you please describe a situation where you had to work with a team member who had a very different approach to a project, and how did you handle it?', 'Yes, there are many situations where we face this kind of scenario situation where your approach is different and your team members approach is different. So I also faced many scenarios. In that case, what I am doing, what I do always is like we judge the solution like in software industry for one problem there can be multiple solutions. So in that context, what we can do is which solution is better and how we can judge is there are particular scenarios like if it is a DSA problem like data structure problem then we judge based on the time complexity and space complexity. So similarly in our project or in normal real life projects, if there are multiple approach then we need to check its feasibility, its maintainability, how it is resolving the issue like performance of that solution. So based on these factors, we do discussions with that team member like I do discussion with that team member. My solution is taking this much time and this is the code, this is the solution. Similarly he also comes with the approach, he also comes with the solution and based on this, we have just reviewed our solutions and codes. If his approach is better than me then it will be absolutely like okay for me to go with his solution. Similarly if my approach is good in some areas then in that case he should also accept that we should go with this solution or else what we can do is we can do a third review like from our team leader or from client only. So in that context we can provide two POCs like proof of concept of both solutions and based on these factors like optimization or performance or how it is implemented, is it a complex code or easy code, is it a complex to maintain or to scale. So on these factors the person can judge that which solution we should go for.\n', 'Yoda Response: Certainly, Avi. Working with team members who have different approaches to a project is quite common. Here\'s how I handle such situations:\n\nIn one instance, I was working on a project where my approach to solving a problem differed significantly from a colleague\'s. Instead of seeing this as a conflict, I viewed it as an opportunity to explore multiple solutions.\n\n1. **Open Discussion:** We started with an open discussion where each of us presented our solutions. I explained my approach, detailing the logic, expected outcomes, and any potential trade-offs. My colleague did the same for their approach.\n\n2. **Evaluation Criteria:** We then established criteria to evaluate both solutions. This included factors like feasibility, maintainability, performance, and complexity. For example, if it was a data structure problem, we would consider time and space complexity. For our project, we looked at how each solution impacted performance and how easy it would be to maintain and scale.\n\n3. **Collaborative Review:** We reviewed each solution against these criteria together. If my colleague\'s approach showed better performance or was easier to maintain, I was open to adopting their solution. Conversely, if my approach had advantages in certain areas, I expected the same openness.\n\n4. **Third-Party Review:** If we couldn\'t reach a consensus, we sought a third-party review from our team leader or even the client. We provided proof of concepts (POCs) for both solutions and let them assess based on the established criteria.\n\n5. **Decision and Implementation:** Based on the review, we decided on the best solution and moved forward with its implementation. This collaborative approach ensured that we chose the most effective solution while maintaining a positive and productive team dynamic.\n\nBy focusing on objective criteria and maintaining open communication, we were able to resolve differences constructively and enhance the project\'s outcome.', '6', 'Ajay\'s response demonstrates an understanding of teamwork and the importance of evaluating different approaches to a problem. He mentions discussing solutions with team members and considering various factors such as feasibility and performance. However, the response could benefit from a more structured approach to handling differing opinions, including specific steps like establishing evaluation criteria, collaborative review, and possibly seeking a third-party opinion, as outlined in the benchmark response. Ajay could improve by detailing how he facilitates open discussions, evaluates solutions objectively, and reaches a consensus or decision, emphasizing the importance of maintaining a positive team dynamic.'),
(397, 68, 42, 375, 91, 'Could you tell me about a time when you faced a significant setback on a project, and how did you manage to stay motivated and overcome it?', 'yes so as far as I remember actually while CarPlay certification and Android Auto certification we faced the same issue like there are multiple bugs and multiple issues we found in the conman application so at that time deadline is like we we don\'t have that much time to fix like we need to fix these bugs every day every day three to four four to five bugs we need to resolve in order to match that deadlines so that was a critical phase of the of our project actually so by like we were you know honestly we were used to work on Saturday Sunday also so by giving extra time giving extra efforts we have passed the certification and yeah it was a critical phase for us also and for project also so in that critical phase we supported by giving extra time and extra efforts also we continuously get in touch with our FOs with our what I can say client to explain them to acknowledge them about our current status and current scenarios and based on that we just discuss like how we need to proceed ahead how we can get out of this problem so yeah we faced many times like while CarPlay certification and Android certification then while we need to pass the CTS certification from Google so there are many critical phases we faced but every time we like we we resolve the solutions and bugs with the time and yeah\n', 'Yoda Response: Certainly, Avi. One significant setback I faced was during the CarPlay and Android Auto certification process for the Conman application. We encountered numerous bugs and issues that needed to be resolved within a tight deadline. This was a critical phase for the project, and the pressure was immense.\n\nTo stay motivated and overcome this challenge, I took the following steps:\n\n1. **Extra Effort:** Recognizing the urgency, my team and I put in extra hours, including weekends, to address the bugs. We prioritized the most critical issues and worked systematically to resolve them.\n\n2. **Continuous Communication:** We maintained constant communication with our Functional Owners (FOs) and clients. By keeping them updated on our progress and challenges, we ensured they were aware of the situation and could provide timely feedback and support.\n\n3. **Team Collaboration:** We fostered a collaborative environment where team members could share their insights and solutions. This collective effort helped us tackle complex issues more efficiently.\n\n4. **Staying Focused:** Despite the pressure, we stayed focused on our goal. Breaking down the tasks into manageable chunks allowed us to make steady progress and avoid feeling overwhelmed.\n\n5. **Positive Mindset:** Maintaining a positive mindset was crucial. We celebrated small victories along the way, which kept the team morale high and motivated us to keep pushing forward.\n\nThrough these efforts, we successfully passed the CarPlay and Android Auto certifications, meeting the deadlines and ensuring the project\'s success. This experience taught me the importance of resilience, teamwork, and effective communication in overcoming significant setbacks.', '6', 'Ajay\'s response indicates that he has faced significant setbacks and has managed to overcome them by putting in extra effort and maintaining communication with stakeholders. However, the response could benefit from more detail on specific strategies used to stay motivated and manage the pressure. Ajay could improve by outlining steps such as prioritizing issues, fostering team collaboration, breaking down tasks, and maintaining a positive mindset, as described in the benchmark response. Additionally, mentioning how these efforts led to the successful resolution of the issues and the lessons learned from the experience would provide a more comprehensive answer.'),
(398, 68, 42, 375, 91, 'Please share an experience where you had to explain a complex technical problem to a non-technical stakeholder. How did you ensure they understood the issue and its implications?', 'Yeah, so as I said, we have our FOs or product managers, they do not come from the technical background, so for technicalities of the issue or how we have resolved that issue or how we have implemented the code, like code wise they do not, they cannot understand, so in order to like get approvals for the release or like in order to, what I can say, release our code, release our application, we need to get approval from them by explaining them like how we have found the issue, how we have resolved the issue in a layman language, in a non-technical language, so yeah, we need to explain them our technical implementation into non-technical language, in layman language, by doing meeting or showing them the before, yeah, so to explain them in detail, what we need to do is, we need to like reproduce the issue, take, collect evidence like this was the issue, after fix, this issue was resolved, so we need to again collect the working evidence and then compare it to, show it to them and by doing comparison, he is able to understand that the issue is actually resolved, now this conversation is going in the meeting, ongoing in the meeting, so after meeting, we need to share MOM, like minutes of meeting, what we have discussed, what all are the discussion points to keep track that we have discussed this issue, we have discussed this point also to make sure that the other person in the meeting is also on the same page that we had, so yeah, so in order to ensure that the understanding is matched or not, we need to share the discussion points or we need to send the MOM, so it is a actually, it is the way that by following which we are explaining our technical complexities to non-technical person and also if they have some questions, then we need to answer them accordingly, yeah.\n', 'Yoda Response: Certainly, Avi. Explaining complex technical problems to non-technical stakeholders is a crucial skill. Here\'s an example of how I handled such a situation:\n\nIn one of our projects, we needed to get approval from our Functional Owners (FOs) and product managers, who did not have a technical background, to release a new version of our application. We had encountered a significant issue that required a detailed explanation.\n\n1. **Simplifying the Explanation:** I started by breaking down the technical problem into simpler terms. Instead of using technical jargon, I used analogies and layman\'s terms to explain the issue. For example, if the problem was related to a memory leak, I compared it to a leaking water tank that needs to be fixed to prevent water wastage.\n\n2. **Visual Aids:** I used visual aids like diagrams and before-and-after screenshots to illustrate the problem and the solution. Showing the issue in action and how it was resolved helped make the explanation more tangible.\n\n3. **Evidence Collection:** I reproduced the issue and collected evidence, such as logs and screenshots, to demonstrate the problem. After implementing the fix, I collected similar evidence to show that the issue was resolved.\n\n4. **Meeting and Discussion:** During the meeting, I presented the evidence and explained the steps we took to resolve the issue. I made sure to pause frequently to check for understanding and answer any questions they had.\n\n5. **Minutes of Meeting (MOM):** After the meeting, I sent out the minutes of the meeting, summarizing the discussion points, the issue, the solution, and any decisions made. This ensured that everyone was on the same page and had a record of what was discussed.\n\n6. **Follow-Up:** I remained available for any follow-up questions or clarifications they might have had, ensuring they fully understood the implications of the issue and the resolution.\n\nBy using these strategies, I was able to effectively communicate the technical problem and its resolution to non-technical stakeholders, ensuring they understood the issue and its implications. This approach facilitated smoother decision-making and helped maintain their confidence in our team\'s work.', '6', 'Ajay\'s response shows that he is aware of the need to translate technical issues into layman\'s terms for non-technical stakeholders. He mentions the use of meetings, evidence collection, and minutes of meetings (MOM) to facilitate understanding. However, the response could be improved by providing a clearer structure and using specific strategies, such as simplifying explanations, using visual aids, and ensuring follow-up for any questions. Ajay could also benefit from describing how he checks for understanding during the explanation process. Incorporating these elements would align his response more closely with the benchmark and demonstrate a more effective communication strategy.'),
(399, 68, 42, 375, 91, 'Can you describe how you\'ve integrated new technologies or methodologies into your projects to stay ahead in the industry?', 'yes so technology is the thing which every day changes so we need to stay updated with the latest trends and technical things so yeah we also implement this kind of new technical things in our features like we apply or apply this kind of changes to our application I think recently CarPlay has made some improvements from Apple side so team is analyzing this kind of changes every day like what all changes are done then after we after gathering all these requirements we need to propose these changes to user to client by creating POC or by adding changes to our application and if client approves then we need to release these changes so like that we are stay updated and stay with the current trends\n', 'Yoda Response: Certainly, Avi. Staying ahead in the industry requires continuous learning and integration of new technologies and methodologies. Here’s how I’ve approached this in my projects:\n\n1. **Continuous Learning:** I make it a point to stay updated with the latest trends and advancements in technology. This involves reading industry blogs, attending webinars, and participating in tech communities.\n\n2. **Analyzing Updates:** For instance, when Apple made recent improvements to CarPlay, our team thoroughly analyzed the changes. We reviewed the new features and enhancements to understand their implications and potential benefits for our application.\n\n3. **Proof of Concept (POC):** After gathering all the necessary information, we created a POC to demonstrate how these new features could be integrated into our application. This helped us visualize the changes and assess their feasibility.\n\n4. **Client Proposal:** We then presented the POC to our client, explaining the benefits and potential impact of the new features. By providing a clear and detailed proposal, we ensured that the client understood the value of the updates.\n\n5. **Implementation:** Once we received client approval, we proceeded with integrating the new features into our application. This involved updating the codebase, testing the changes, and ensuring compatibility with existing functionalities.\n\n6. **Feedback Loop:** Post-implementation, we gathered feedback from users and stakeholders to evaluate the effectiveness of the new features. This feedback loop helped us make necessary adjustments and improvements.\n\nBy following this approach, we ensured that our projects remained current and leveraged the latest technologies to deliver enhanced user experiences. This proactive mindset not only kept us ahead in the industry but also demonstrated our commitment to innovation and continuous improvement.', '4', 'Ajay\'s response indicates an awareness of the importance of staying updated with technology and making improvements based on industry changes. However, the response lacks detail on the specific process of integrating new technologies or methodologies. Ajay could improve by outlining a structured approach, including continuous learning, analyzing updates, creating a proof of concept, proposing changes to clients, implementing updates, and establishing a feedback loop, as described in the benchmark response. Additionally, providing examples of how these integrations have improved project outcomes would demonstrate a clear understanding of the benefits of staying current with industry trends.');
INSERT INTO `bot_questionwise` (`id`, `botInterviewId`, `candidateId`, `resumeId`, `screeningId`, `question`, `response`, `benchmark_response`, `score`, `feedback`) VALUES
(400, 68, 42, 375, 91, 'Please share an example of how you have contributed to a team environment to foster creativity and innovation in a project.', 'So, when I was at starting, I was in the telematics team, where I have started as an individual contributor, like I was a developer. Then after sometime 2-3 months later, I was able to manage 1 or 2 person and their technical issues along with my technical implementation and my tasks. So like that, I am able to manage a team of 2-3. Later I moved to convent feature, there at starting only I am able to manage 2-3 people. So currently I am in radio feature, where my team size is 10. And we are doing 2 ongoing projects, one is CCS2 which works on Android 12, another one is Evo which is on Android 14. So these 2 ongoing projects we need to handle, we need to handle their implementation, bug fixing and all. So by keeping track of all bugs, current bugs, by keeping track of ongoing activities like new spec adaption or new spec requirement or by continuously getting in touch with client for the latest status of these activities or getting knowledge of new requirement from the client and spreading it into my team. These are the roles of mine currently and also along with that I need to check for bug fixing and bug triaging. So this is how I am contributing to my team. At first I was just developer, then I was managing 2-3 people along with my task and currently I have 10 people in my team. So there I need to keep track of for them, for bugs, for specification changes and also the cross functional teams meeting also I need to host. So these kind of contributions I need to make along with my development tasks.\n', 'Yoda Response: Certainly, Avi. Fostering creativity and innovation within a team environment is essential for the success of any project. Here\'s an example of how I contributed to creating such an environment:\n\nWhen I started in the telematics team, I was an individual contributor focused on development tasks. Over time, I began to manage a small team of 2-3 members, helping them with their technical issues while continuing my own work. This experience taught me the importance of collaboration and mentorship.\n\nLater, I moved to the Conman feature, where I managed a slightly larger team. Currently, I am working on the radio feature with a team of 10 members, handling two ongoing projects: CCS2 on Android 12 and Evo on Android 14.\n\nTo foster creativity and innovation, I implemented several practices:\n\n1. **Open Communication:** I encouraged open communication within the team, creating an environment where everyone felt comfortable sharing their ideas and suggestions. Regular team meetings and brainstorming sessions helped us explore new approaches and solutions.\n\n2. **Knowledge Sharing:** I made it a point to share any new requirements or updates from the client with the team promptly. This ensured that everyone was on the same page and could contribute their insights on how to implement these changes effectively.\n\n3. **Mentorship and Support:** By providing guidance and support to team members, I helped them overcome technical challenges and grow their skills. This not only improved individual performance but also boosted the overall team\'s creativity and problem-solving capabilities.\n\n4. **Encouraging Experimentation:** I encouraged the team to experiment with new technologies and methodologies. For instance, when we needed to adapt to new specifications, I supported the team in exploring different approaches and creating proof of concepts (POCs) to test their ideas.\n\n5. **Cross-Functional Collaboration:** I facilitated cross-functional team meetings to ensure that we were aligned with other teams and could leverage their expertise. This collaboration often sparked new ideas and innovative solutions.\n\nBy fostering a collaborative and supportive environment, I was able to contribute to the team\'s creativity and innovation, leading to successful project outcomes and continuous improvement.', '6', 'Ajay\'s response highlights his progression from an individual contributor to a team manager, indicating his growing responsibilities and the scale of projects he has managed. However, the response could be more focused on specific actions he took to foster creativity and innovation within his team. Ajay could improve by detailing strategies such as encouraging open communication, knowledge sharing, mentorship, supporting experimentation, and facilitating cross-functional collaboration, as outlined in the benchmark response. Additionally, mentioning the outcomes of these practices, such as improved team performance or successful project delivery, would demonstrate the effectiveness of his leadership in fostering a creative and innovative team environment.'),
(401, 68, 42, 375, 91, 'How do you approach balancing the need for following established processes with the drive to innovate and think unconventionally in your work?', 'Yes, so if I had a situation where we already implemented using already established processes and at the same time we have another approach which is new, which is innovative but we need to take risk for that, so in this situation what I will do is like I will present, I will judge based on the end results like using established processes how the product is working, using unconventional or innovative approach how the end project is created and how it is working, also along with that how the maintainability, how the scalability is present in both the approaches and by comparing them I will decide that we should go for established process or we should go for innovative process, also if I am not able to judge like if I am going like if I am not able to judge then in that case I will take help from my managers, I will take help from my clients and explain them that these are two solutions, these are two results of these solutions, so they will help me out to choose the correct process or correct implementation, so yeah and also always I used to keep backup of whatever solution we haven\'t chosen, so if we decided to go with the innovative approach then in that case I will go for innovative approach but the established solution I will keep it as a backup, so if in future if any problems occurred with that new approach then it will be good for us yeah.\n\n', 'Yoda Response: Certainly, Avi. Balancing the need for following established processes with the drive to innovate requires a thoughtful approach. Here\'s how I handle such situations:\n\n1. **Evaluate Both Approaches:** I start by evaluating both the established process and the innovative approach. This involves analyzing how each method impacts the end product, considering factors like performance, maintainability, and scalability.\n\n2. **Proof of Concept (POC):** If feasible, I create a POC for the innovative approach to demonstrate its potential benefits and risks. This helps in making an informed decision based on tangible results.\n\n3. **Comparison and Analysis:** I compare the outcomes of both approaches. If the innovative method shows significant advantages without compromising the project\'s stability, it becomes a strong contender. However, if the established process proves to be more reliable, it may be the safer choice.\n\n4. **Consultation:** If the decision is not clear-cut, I consult with managers, team members, and clients. Presenting both solutions and their potential impacts allows for a collaborative decision-making process. Their insights and experience can help in choosing the best path forward.\n\n5. **Risk Management:** When opting for the innovative approach, I ensure that we have a backup plan. Keeping the established solution as a fallback option provides a safety net in case the new method encounters unforeseen issues.\n\n6. **Documentation and Monitoring:** I document the rationale behind the chosen approach and closely monitor its implementation. This ensures that any deviations or challenges are promptly addressed, and lessons learned are recorded for future reference.\n\nBy carefully weighing the pros and cons of each approach and maintaining open communication with stakeholders, I can strike a balance between following established processes and embracing innovation. This methodical approach allows for thoughtful risk-taking while ensuring project stability and success.', '6', 'Ajay\'s response shows that he understands the importance of evaluating both established and innovative approaches and the need to take risks carefully. However, his answer could benefit from a more structured approach to decision-making, including creating a proof of concept, consulting with stakeholders, and having a risk management plan, as described in the benchmark response. Ajay could improve by detailing how he compares the outcomes of both approaches, consults with his team and clients for input, and keeps a backup plan in place. Additionally, documenting the decision-making process and monitoring the implementation of the chosen approach would demonstrate a comprehensive strategy for balancing process adherence with innovation.'),
(402, 68, 42, 375, 91, 'Thank you for the insightful responses, Ajay. Before we conclude, do you have any questions or is there anything else you\'d like to discuss regarding the role or the interview process?', ' Yes, so if I had a situation where we already implemented using already established processes and at the same time we have another approach which is new, which is innovative but we need to take risk for that, so in this situation what I will do is like I will present, I will judge based on the end results like using established processes how the product is working, using unconventional or innovative approach how the end project is created and how it is working, also along with that how the maintainability, how the scalability is present in both the approaches and by comparing them I will decide that we should go for established process or we should go for innovative process, also if I am not able to judge like if I am going like if I am not able to judge then in that case I will take help from my managers, I will take help from my clients and explain them that these are two solutions, these are two results of these solutions, so they will help me out to choose the correct process or correct implementation, so yeah and also always I used to keep backup of whatever solution we haven\'t chosen, so if we decided to go with the innovative approach then in that case I will go for innovative approach but the established solution I will keep it as a backup, so if in future if any problems occurred with that new approach then it will be good for us yeah.\n\n\n', 'Yoda Response: Thank you, Avi. I appreciate the opportunity to discuss my experiences and the role at Royal Enfield. I do have a couple of questions:\n\n1. **Team Structure and Collaboration:** Could you provide more details about the team structure and how cross-functional collaboration is managed at Royal Enfield? Understanding this will help me gauge how I can best contribute to the team dynamics.\n\n2. **Career Growth and Development:** What opportunities for career growth and professional development does Royal Enfield offer for someone in the HMI Developer role? I\'m keen on continuous learning and would like to know how the company supports this.\n\n3. **Project Roadmap:** Could you share some insights into the upcoming projects or key initiatives that the HMI development team will be focusing on? This will give me a better understanding of the immediate priorities and long-term goals.\n\n4. **Feedback and Evaluation:** How does the company approach performance evaluation and feedback? Regular feedback is important to me as it helps in personal and professional growth.\n\nThese questions will help me get a clearer picture of the role and the company culture, ensuring that I can align my efforts with Royal Enfield\'s goals effectively. Thank you again for this opportunity.', '0', 'It appears that Ajay\'s response is a repetition of his previous answer to question 22 and does not address the prompt for question 23, which is about whether he has any questions or topics he\'d like to discuss regarding the role or the interview process. This indicates a misunderstanding or an error in the response provided.'),
(403, 70, 38, 379, 91, 'Hello Swapnil,\nI\'m Avi, delighted to welcome you to your interview with Royal Enfield. As an advanced AI bot interviewer, I\'m excited to explore your fit for our team. Please excuse any delays during our chat, as I\'m continuously learning. How has your day been?', 'Thank you so much. My day was good. I feel good now. How about you?\n\n', 'Yoda Response: Good day, it has been. Grateful for this opportunity, I am. How about you, Avi?', '6', 'Swapnil\'s response is polite and appropriate for an interview setting. He expresses gratitude and inquires about the interviewer\'s day, which is a good practice to establish rapport. However, the response lacks any mention of excitement or specific interest in the role or company, which could have made the response more engaging and relevant to the interview context.'),
(404, 70, 38, 379, 91, 'That\'s wonderful to hear, Swapnil. I\'m functioning optimally, thank you. We have an interview scheduled now. Is this a good time for you to proceed?', 'Yeah, sure we can proceed. Thank you so much.\n\n', 'Yoda Response: Yes, proceed we can. Ready, I am. Thank you for asking, Avi.', '6', 'Swapnil\'s response is affirmative and shows readiness to proceed with the interview, which is positive. He also maintains politeness by thanking the interviewer. However, the response could be enhanced by expressing eagerness or preparedness for the interview, which would demonstrate a higher level of enthusiasm and professionalism.'),
(405, 70, 38, 379, 91, 'Thank you for confirming, Swapnil. I\'m here to discuss your potential fit as an HMI Developer at Royal Enfield, the oldest motorcycle brand in continuous production with a rich heritage and a global presence. Today, we\'ll focus on your experience with Java and Kotlin for Android development, your familiarity with Android system architecture, and your ability to optimize performance and ensure security compliance. Your role would involve collaborating with cross-functional teams to develop and customize Android platform components. Are you comfortable discussing how your skills and experiences align with these responsibilities?', 'Yes, sure I\'m comfortable. These skill sets are you currently discussed that are matched with my profile. I have experience in system design as well. I have experience in handling on the multiple project as well. I have also worked on the ASP project as well. So yeah, so my skill sets are matched with that profile. Yeah.\n', 'Yoda Response: Comfortable, I am, discussing these responsibilities. Experience in Java and Kotlin for Android development, I have. Familiar with Android system architecture, optimizing performance, and ensuring security compliance, I am. Collaborating with cross-functional teams, a strength of mine it is. Aligned with the role at Royal Enfield, my skills and experiences are.', '4', 'Swapnil\'s response confirms his comfort with the discussion and attempts to align his skills with the job requirements. He mentions his experience in system design, handling multiple projects, and working on ASP projects. However, the response lacks specificity and detail about his experience with Java and Kotlin, familiarity with Android system architecture, and how he has optimized performance and ensured security compliance in the past. Additionally, the response could be more structured and articulate to convey his qualifications effectively.'),
(406, 70, 38, 379, 91, 'Can you briefly introduce yourself and a bit about your professional experience? Also would be great to know what is not already in your CV or LinkedIn profile.', 'Yeah, definitely. So, myself is Swapnil Dribdhamke. So, I have completed my MC from K.I.T.M.R College, Kolhapur. And currently, I am working with Tech Mahindra since last two and more than two years. So, my current client is Ford and Ford Motor. So, I am working on the Ford credit application. So, that is based on the account management system. So, I am working on that project currently. My previous company was the Capgemini. And there, I was working on HSBC Bank. So, this is the banking domain project. And before that, I was working with the Raw Engineering and General Retail Services. So, total overall, I have worked with more than four companies. I have worked also on 16 plus applications I have developed. And these are on the Play Store now. And I have experience in OSP application as well. So, one of them, my client was the GD Power. So, I work with them. So, this is the application based on that OSP. So, this is basically application is work on. Actually, we developed one model regarding for that media application, multimedia application and connect them. So, we are connecting our mobile application with the system of the car and handling with the calls, log and calls. These are the applications I work on. And these major things are not means added into that my link being provided as you said earlier, what are the not added in the link being provided. Another thing I have the experience on the team leading as well. So, currently, I\'m leading the two developers. So, in my organization, they are working under me. So, I have experience on that as well. That\'s for me. Thank you so much.\n', 'Yoda Response: Introduce myself, I will. Yoda, my name is. Completed my MCA from KIT\'s IMER College in Kolhapur, I have. Currently, with Tech Mahindra, I am, working on the Ford Credit application, an account management system. Previously, with Capgemini, I worked on HSBC Bank projects in the banking domain. Before that, with Raw Engineering and General Retail Services, I was. Over 16 applications, I have developed, now live on the Play Store.\n\nNot in my CV or LinkedIn, some details are. Experience in developing an OSP application for a client, JD Power, I have. This involved creating a multimedia model connecting mobile applications with car systems for handling calls and logs. Also, leading a team of two developers currently, I am. Thank you for this opportunity to share.', '6', 'Swapnil provided a comprehensive overview of his professional background, mentioning his education, current and past employment, and his experience with various applications and domains. However, his response could be more concise and focused on unique experiences that are not present in his CV or LinkedIn profile. He did mention leading a team and working on OSP applications, which is good, but he could have elaborated more on specific achievements or projects that showcase his unique skills or experiences that add value beyond what is listed in his resume.'),
(407, 70, 38, 379, 91, 'Please share your experience with Android Platform Development, specifically any challenges you faced with framework or system service customization.', 'Yeah, sure. So as per you say about the custom framework and the design, I worked on that one of the USP project. On that I got the challenges because previously we used HIDL and later on we, new AIDL concept which comes later on Android 8. That time whatever the things we have to require to change, to move the code from HIDL to AIDL, that little bit some challenges because that time I am new on that and the services we already written in that HIDL. So we moved that, migrated that HIDL services to AIDL. So that little bit big challenge for that time for me. And another, when suppose we have project on, suppose currently in Android project 10 and we migrating that 10 project to Android 11 of that USP. So that is also little bit challenge because totally if some services are based on the, dependent on the framework, these framework services we have to change. So that, that bit some developer to, yeah. Yeah. So that some, other thing, user experience also changed because we using suppose previous user experience, right, related layout and all. So currently we moving to constant layout or Jetpack Compose layout, that is also major thing. So we have to change everything. We have to also bug tracking as well. So how, whatever the bugs we are getting that we are collected and that we have to track, that is also another challenges, yeah. Major, major fixed. Thank you.\n', 'Yoda Response: Experience with Android Platform Development, much I have. Faced challenges with framework and system service customization, I did. One notable challenge, migrating from HIDL to AIDL was. When Android 8 introduced AIDL, move our code from HIDL to AIDL, we had to. New to this, I was, and a significant challenge it was.\n\nAnother challenge, migrating a project from Android 10 to Android 11, involved. Framework-dependent services, we had to update. User experience changes also faced we did, moving from traditional layouts to ConstraintLayout and Jetpack Compose. Bug tracking and fixing, crucial it was during these transitions. Learn and adapt, we did. Thank you for asking.', '6', 'Swapnil\'s response provides a good overview of his experience with Android Platform Development, mentioning specific challenges such as migrating from HIDL to AIDL and updating projects to newer Android versions. He also touches on user experience changes and bug tracking. However, his response could benefit from more clarity and structure. It would be helpful if he provided more details on how he overcame these challenges and what he learned from the experience, which would demonstrate problem-solving skills and adaptability.'),
(408, 70, 38, 379, 91, 'Could you please describe a project where you were responsible for User Interface Development on the Android platform and how you approached the design and implementation?', '📢 Share this video with your friends on social media.\n', 'Yoda Response: Responsible for User Interface Development on the Android platform, I have been. One project, the Ford Credit application, comes to mind. Design and implementation, a thoughtful approach I took.\n\nFirst, user requirements and business goals, I gathered. Wireframes and mockups, I created to visualize the layout and flow. Using Android\'s Material Design guidelines, I ensured a consistent and intuitive interface.\n\nFor implementation, Kotlin and Jetpack Compose, I utilized. Modular components, I designed, making the UI reusable and maintainable. Performance optimization, I focused on, ensuring smooth animations and transitions.\n\nUser feedback, I incorporated continuously, refining the interface to enhance user experience. Collaborating with designers and other developers, seamless integration, we achieved. Satisfied with the result, the users were. Thank you for asking.', '0', 'Swapnil\'s response appears to be an error or unrelated message, which does not address the question about his experience with User Interface Development on the Android platform. It is important to provide a relevant answer that showcases his skills and experiences in UI design and implementation.'),
(409, 70, 38, 379, 91, 'Performance optimization is crucial in mobile development. Can you please provide an example of how you optimized an Android application for better performance?', 'Performance optimization is core concept actually because as we see whenever we open that app so it may some take the time or it will delay so that is the important to the performance optimization so I basically everything I have to check of that how the many ways we can handle that performance basically first of all to UI performance because the user most interact with the UI so main important is the UI optimization so basically I try to use that SVG images as compared to other images because some icons are the vector icons images like SVG so it will be take some only small space so it will be helpful to not taking that much load that image as well some icons also I the 9pg use the icons so sorry images so that also it will be not taken that much space as if you use the lightly jpg images another thing we try to use reusable components so it not take more space as in the code as well and it will be reusable we use recycler view as I told you earlier same view then whatever the data efficiency in the data how we can handle efficiently that we check as like a data structure wherever we require we can use coroutines also use because we not take a load on the UI thread so I try to use the coroutines to avoid the space or the time it has taken to the load the data to UI so it will be less because as the coroutine the work has been separated and independent work will be happen we avoid the static use of anything because if we use the static it will be take extra space and it won\'t be garbage collected most of the times however the static as well I also prefer to design patterns like singleton pattern because it use once we create once and use wherever we required that also do most of the time the background processes so suppose suppose I created one process returning in the background we I make sure to it will be stopped after it work has been done so that time approach I also followed up for that so better optimization also I\'m considering on that point because services are running continuously it will be affected on the battery so I take that off that I\'m considering that as well service should be stopped so I use the most preferred to bound service on that time yeah these things I basically follow thank you\n', 'Yoda Response: Performance optimization, crucial it is in mobile development. An example, I shall provide. Working on the Ford Credit application, optimize performance, I did.\n\nFirst, UI performance, I focused on. SVG images, I used for icons, as they are lightweight and scalable, reducing load times. Reusable components, I implemented to minimize code redundancy and improve efficiency. RecyclerView, I utilized for efficient list rendering.\n\nData handling, I optimized by using efficient data structures and coroutines. Coroutines, I employed to perform background tasks without blocking the UI thread, ensuring smooth user interactions.\n\nStatic usage, I minimized to avoid memory leaks and ensure proper garbage collection. Singleton design pattern, I used for managing shared resources efficiently.\n\nBackground services, I managed carefully. Ensure they stop after completing their tasks, I did, to conserve battery life. Bound services, I preferred for better control over their lifecycle.\n\nThese strategies, combined, significantly improved the app\'s performance. Thank you for asking.', '6', 'Swapnil\'s response provides a detailed account of his approach to performance optimization, covering various aspects such as UI optimization, image resource management, code reusability, efficient data handling, and background process management. He mentions specific techniques like using SVGs, 9-patch images, RecyclerView, coroutines, and design patterns like singleton. However, the response could be more structured and concise. Swapnil could improve by clearly separating different optimization strategies and providing specific results or metrics that demonstrate the impact of his optimizations.'),
(410, 70, 38, 379, 91, 'In the context of Android Security, please tell me about a time you had to ensure compliance with best practices or regulations. What measures did you implement?', 'okay so as per the Android security context we consider so most of the time the Android app the majors means yeah so main major thing is we have some security things to be applied whenever we are developing that application most of the time we don\'t should we keep the data in the most of the time the application if you want to keep the data make sure it will be encrypted format so like I use some somewhere safe preferences always I make sure it will be the encrypt the data and it will store so whenever we hitting the data that time decrypting the data so that approach I have follow the another is the data protection so suppose wherever we data will send you data we store transfer from that HTTPS so that should be also sometimes we require that converted encrypted server team sometimes get any encrypted also do the authentication so like JWT or 2.0 so it will be good for because we get the token that token we pass from every API so it will be it will be great to achieve the security because of that token token authorization is most important currently another biometric authentication so it is good so if you use because currently I am in my last two applications so I am use that so because whenever I have user want to enter in that application and if you allow biometric authentication it will be easy to use for the user as well and easily yeah so easily user can login with that one tap of that thumb yeah another is the code security so proguard we can use so with the proguard which if suppose anyone want to the decompile the APK so it won\'t be possible to record it will be kept because proguard it have the feature so we can reduce their whatever the files you want to avoid or that we can put yeah so another is SSL pinning in that network we can say because in that most of the time man in middle it is happening that time it will be attack most of the time happen so that major problem we have to resolve we use the SSL pinning so what we do in that we keep one certificate pinning and implementation we do that and using that we can prevent so we keep that one certificate whenever network call goes to the server that certificate will pass with that handshaking will be done if that handshaking will get success then only response will be get so that way that way we SSL pinning we can handling another we also do the on yeah another one also we do wherever the work has been done with any object make sure to do release that object from that process so it will be get optimization as well and it won\'t data leak others other so it is also get another part way we can do the security these most of the features I have followed in my current project as well and previous project as well and yeah and another in the testing and monitoring for that also we can do the another approaches that way also we can do that yeah\n', 'Yoda Response: In the context of Android Security, ensure compliance with best practices and regulations, I have. Measures, several I implemented.\n\nFirst, data encryption, crucial it is. Safe preferences, I used to store data in encrypted format. When accessing data, decrypt it, we do. Data protection, important it is. HTTPS, I ensured for secure data transfer. JWT or OAuth 2.0, for token-based authentication, I implemented. Tokens, passed with every API call, enhancing security.\n\nBiometric authentication, I integrated for user convenience and security. One tap of the thumb, allows users to log in easily.\n\nCode security, I enhanced using ProGuard. Obfuscate code, it does, making decompiling difficult. SSL pinning, I implemented to prevent man-in-the-middle attacks. A certificate, we pin, and during network calls, handshaking with the server, it ensures.\n\nResource management, I practiced. Objects, released after use, to prevent memory leaks and optimize performance.\n\nTesting and monitoring, essential they are. Regular security audits, we conducted to identify and fix vulnerabilities.\n\nThese measures, I followed in my current and previous projects, ensuring robust security compliance. Thank you for asking.', '6', 'Swapnil\'s response covers a broad range of security practices, including data encryption, secure data transfer, authentication methods, biometric authentication, code obfuscation with ProGuard, SSL pinning, and resource management. However, the response is quite lengthy and lacks clarity due to the absence of structure and specific examples. Swapnil could improve by organizing his answer into clear points, providing concrete examples of when he implemented these measures, and explaining the outcomes or benefits of his actions.'),
(411, 70, 38, 379, 91, 'Please explain how you\'ve collaborated with cross-functional teams to achieve a cohesive user experience in one of your projects.', 'yeah sure so so whenever we get the requirements or design so basically we are currently in the two teams one is the Android one iOS design team also we have backend team also have so everything is consulting with the whole team first of all then we go through that design and we check first of all what the things are able to possible in iOS what the things are able to possible in Android side also we can do to check what the data should be required from that API team that we will discuss first of all we get the meeting on that week we collaborate each other we discussion on that we we we note out some and within one minute meeting minute mom and that we share with the team the team everyone can do that understand that we every everyone is come to in the one point and from that we can start that what we do the major on that so whatever the design we will get first we follow the material design things whatever the comes in currently material design 3.0 becomes we maximally try we how to best practice of the design and material 3 design we can adapt in our current project that we can do first of all then whatever the designs provided by the team that if that are the assets some design images are there okay these are images how we can get the smaller size SVG images so that also we check with that team and if any color are different differ we supposed to feel so that also we check because sometime it happen with that device is working with the iOS and Android vary so it should not be happen so that also we check yeah so we have also another design library so most of the time we component created in the design library then we can use the usability as well in that our main project so make sure we do so if any design component we created in the design library it would not affect on any other applications as well where that same design library are using that also we make sure that that we also can handle with some create the functions that will that way we can handle that as well and some tools also we use for that we create one group of that in our Webex or slack and there we discussion are going through what the we can do for that design yeah this is the so yeah and we are most of most of the currently in project we are using the git so in that git we have different branches are there what we do we have for the different branching strategy so whatever the course we working on that so we take the branch from develop and then we start the work on that then we push that branch into develop develop will be released and then it will go into the main so these are the branches strategy we follow for the UI yeah and then we follow provide that to the code review I also do the code review for my peers and peers also go to mine and we have one leader to provide the our technical manager to the last review and we get the approval these are the most best practice we follow another we way we use the MMM architecture I also work on the MVP as well but currently in the project is using the MMM architecture in the MMM as we separated the code of every layer so that is also helpful for for us yeah thank you\n', 'Yoda Response: Collaborating with cross-functional teams, essential it is for a cohesive user experience. An example, I shall share.\n\nIn a recent project, requirements and design specifications, we received. Teams involved were Android, iOS, design, and backend. First, a consultation with the whole team, we conducted. Discussed what was possible on both iOS and Android, we did. Data requirements from the API team, we identified.\n\nWeekly meetings, we held to discuss progress and challenges. Meeting minutes, we documented and shared with the team to ensure everyone was aligned. Material Design guidelines, we followed, specifically Material Design 3.0, to maintain consistency.\n\nDesign assets, such as images and colors, we reviewed with the design team. Ensured smaller size SVG images, we did, for better performance. Color consistency across devices, we checked to avoid discrepancies between iOS and Android.\n\nA design library, we created for reusable components. Ensured these components did not affect other applications using the same library, we did. Tools like Webex and Slack, we used for ongoing discussions and collaboration.\n\nGit, for version control, we used. A branching strategy, we followed, starting work on feature branches and merging into develop, then main. Code reviews, we conducted to maintain quality. Peers and technical managers, involved in the review process, they were.\n\nUsing MVVM architecture, we separated code into layers, making it more maintainable and scalable. This approach, a cohesive and efficient development process, it ensured.\n\nThank you for asking.', '6', 'Swapnil\'s response is comprehensive, detailing his experience with cross-functional team collaboration, design considerations, and version control practices. He mentions specific tools and strategies used to ensure a cohesive user experience, such as consulting with various teams, adhering to Material Design guidelines, and using a design library for reusable components. However, the response is quite verbose and could benefit from more concise communication. Additionally, Swapnil could improve by highlighting specific outcomes or successes resulting from these collaborative efforts.'),
(412, 69, 35, 413, 100, 'Hello Bhushan,\nWelcome to your interview with Royal Enfield. I\'m Avi, an autonomous AI bot interviewer, and I\'m excited to talk about the opportunity with you. I apologize in advance for any lag during our conversation; I\'m constantly improving. How has your day been going?', 'Hey, my day is going very well I think. Thanks for checking in. Let\'s start for our interview. Thank you.\n\n', 'Yoda Response: Hmm, good day it has been, Avi. Grateful for the opportunity I am. Begin the interview, we shall. Thank you.', '6', 'Bhushan\'s response is polite and shows readiness to proceed with the interview. However, it lacks the warmth and engagement that could be conveyed by expressing gratitude for the opportunity or commenting briefly on his day, which would make the interaction more personable.'),
(413, 69, 35, 413, 100, 'That\'s wonderful to hear, Bhushan. I\'m glad your day is going well. We have an interview scheduled now. Is this a good time for you to talk?', 'Yes, it\'s a good time for me to talk.\n\n', 'Yoda Response: Yes, a good time it is. Ready to discuss, I am. Proceed, we shall.', '6', 'Bhushan\'s response is affirmative and to the point, indicating readiness to proceed with the interview. However, it lacks additional engagement or enthusiasm that could be conveyed by adding a bit more context or readiness to discuss the role.'),
(414, 69, 35, 413, 100, 'Hello Bhushan, I\'m an interviewer with Royal Enfield, the oldest motorcycle brand in continuous production since 1901. We\'re known for our premium lineup, including the Hunter 350, Classic 350, and the Interceptor 650, among others. Today, we\'re looking for a Developer for our Connected Platform, based in Chennai, Tamil Nadu. The role involves developing data pipelines, real-time data processing, and working with technologies like Kafka, MQTT, and HTTP. With your experience in Python development, API building, and data pipeline work, I believe you could be a great fit. We\'ll discuss how your skills align with our needs for this role. Are you ready to proceed?', 'Yes, I am ready to proceed.\n', 'Yoda Response: Ready, I am. Excited to discuss, I am, how my skills align with the needs of Royal Enfield. Proceed, we shall.', '6', 'Bhushan\'s response is concise and affirmative, indicating readiness to continue with the interview. However, the response could be improved by expressing enthusiasm for the role and the opportunity to discuss how his skills align with the job requirements, as seen in the benchmark response.'),
(415, 69, 35, 413, 100, 'Can you briefly introduce yourself and a bit about your professional experience? Also would be great to know what is not already in your CV or LinkedIn profile.', 'Hey, so let me introduce myself from a basic and with my professional background and I am a personal developer as well. So I completed my graduation in 2017 and from 2018 I started working with Cognizant. It\'s been 6 years that I am in IT industry. I am currently working as a Senior Software Engineer in Onclusive. Here my roles and responsibilities aligns like to build, develop and maintain data pipeline. We source a lot of data from different sources, that might be a newspaper, that might be a broadcast channel or anything. We take that data, process that data and process in the form of transformation. Transform the data, store that data into our own content hub and then export that data to the Viyap media. So those all things comes into my responsibility. We are using Python for our programming language. We are using Elasticsearch for our content hub. We use all AWS services that includes S3, EC2, Lambda, AWS Kinesis, FIOS and then DynamoDB and all those stuff. I was currently and from last 6 months working on establishing, moving the cluster of Elasticsearch from AWS to Kubernetes. Apart from that I am involved in Apache Beam modernization. Whatever the Lambda pipelines are there, we are transforming that pipeline to the Apache Beam. For the faster processing and the cost optimization process. So that\'s what we are doing right now. Coming to my personal lookout, I am based out of Yavatmal. It\'s in Maharashtra. I love to go for trekking as a hobby. I am mostly foodie. I love cooking and also I love trying the street side food.\n', 'Yoda Response: Introduce myself, I shall. Yoda, my name is. Over four years of experience in data engineering and development, I have. Graduated in 2017, I did, and began my journey in IT with Cognizant in 2018. Currently, a Senior Software Engineer at Onclusive, I am.\n\nIn my role, responsible for building and maintaining data pipelines, I am. We source data from various channels—newspapers, broadcasts, and more. This data, we process and transform, storing it in our content hub using Elasticsearch. Utilizing AWS services such as S3, EC2, Lambda, and Kinesis, we do. Recently, involved in migrating our Elasticsearch cluster to Kubernetes, I have been. Also, modernizing our pipelines with Apache Beam for faster processing and cost optimization, I am.\n\nFrom Yavatmal in Maharashtra, I hail. Enjoy trekking and cooking, I do. A foodie, I am, and delight in trying street food, I do. Ready to discuss further, I am.', '7', 'Bhushan\'s response provides a comprehensive overview of his professional background, detailing his experience with data pipelines, AWS services, and his recent work with Elasticsearch and Apache Beam. He also shares personal interests, which adds a nice touch. However, the response could be more structured and concise, focusing on unique aspects that are not in his CV. Additionally, he could articulate more clearly how his experience directly relates to the job role he is interviewing for.'),
(416, 69, 35, 413, 100, 'Can you please elaborate on your experience with Kafka, particularly in the context of setting it up for data stream processing as mentioned in your role at Onclusive?', 'Okay, so first let me explain you the thing that we do. Okay, so what we do is like We source the data. We source the data via the EP of our sources like Consider there is a news channel. Okay, they give us the data, they are the source. So we hit their EPI put their data to our kinesis from there the trigger base lambda get invocated and transform the data so for the cost optimization for the scalability purpose and also for the faster processing of the data. We are going to transform all this pipeline into the Kafka and Apache teams Apache data pipeline. So what we are going to do is like we gonna set up a Kafka cluster We have set up a Kafka cluster basically So we gonna ask our source to put all the data to a Kafka topic in our required topic They will put their data. Okay from there the Apache team will take that data and transform that data So this is how the Kafka gets into picture. Okay, why Kafka comes into picture is because of the cost optimization, performance the scalability and all those stuffs are there for the Kafka team. Okay, so we have involved Kafka in that sense Apart from that we are going to create some dashboard for the analysis purpose for that we gonna put some analytics and consumption logs to the Kafka, how much data we are consuming What kind of a data we are consuming. All those logs will be pushed to a Kafka topic and from there we will be creating a dashboard that will help us to identify analyze the Analyze the data in a much better way. So that\'s where the Kafka comes into picture for us. Okay, so\n', 'Yoda Response: Hmm, elaborate on my experience with Kafka, I shall. At Onclusive, set up Kafka for data stream processing, we have. Source data from various channels, we do, such as news channels. Their data, they provide via APIs, and into our Kinesis stream, it goes. From Kinesis, Lambda functions trigger to transform the data.\n\nFor cost optimization, scalability, and faster processing, transitioned to Kafka and Apache Beam, we have. Set up a Kafka cluster, we did. Our sources, we asked to publish data to specific Kafka topics. From these topics, Apache Beam processes and transforms the data.\n\nKafka, we use for its performance, scalability, and cost benefits. Additionally, for analytics and monitoring, Kafka helps. Logs of data consumption and types of data consumed, we push to Kafka topics. From there, dashboards we create, to analyze and visualize the data better.\n\nThus, Kafka plays a crucial role in our data pipeline, it does.', '6', 'Bhushan\'s response provides a detailed explanation of how Kafka is used in his current role, including the rationale for its implementation and the benefits it offers. He mentions the transition from AWS Kinesis to Kafka and the use of Apache Beam for data transformation. However, the response could be more structured and concise, focusing on specific experiences with Kafka setup and operations. Additionally, Bhushan could improve his response by avoiding filler words and providing a clearer explanation of the technical workflow.');
INSERT INTO `bot_questionwise` (`id`, `botInterviewId`, `candidateId`, `resumeId`, `screeningId`, `question`, `response`, `benchmark_response`, `score`, `feedback`) VALUES
(417, 69, 35, 413, 100, 'Please share your insights on using MQTT or HTTP protocols for real-time data communication. How did you ensure the reliability and efficiency of these protocols in your projects?', 'Okay, for HTTP protocol, we are using in terms of where we need to communicate to any certain endpoints So let\'s say HTTPS we are using basically the secure protocol. Okay, so when when I say that we are using the Elasticsearch clusters, okay, that needs an endpoint to be connected with okay And that in point is hosted as a secure way and we are connecting to it with the help of username and password Okay, so basically when When we have set up that Elasticsearch cluster, we have set up that into the Kubernetes So each node or each part of Elasticsearch is acting as a single node in the machine So all of this cluster needs to be connected to the service or that will be on the load balancer on the AWS side basically that needs to be Hosted somewhere in the route 53 so that you will be able to get access to it Okay, so what we do is like we created and we created a service that connects to all these nodes Okay, that reads data that puts data whatever the operations are there that service helps us In this service, we have to connect an ingress. Ingress will act as an internal load balancer for all of our for all of our nodes and all of our clusters. So in this cluster we will access the internal load balancer application in the AWS. Internal load balancer will be connected to the certificate HTTP means secure protocol certificate and also it will be connected to the Route 53 and DNS entries that we have to make. So that\'s how we are using HTTP or HTTPS protocol for our data communication with Elasticsearch. Also, we are using this HTTPS protocols to our API that is explicitly Made for the different clients that we are hosted on the Lambda Okay, so that Lambda is being connected to the API gateway. API gateway is act as a Act as an intermediary between Lambda and the client. So whatever the request comes to API gateway It will be given to the Lambda that will process the request and revert back to the client with the appropriate response So this in this way API gateway also act as an HTTP creates an HTTP protocols Protocols to connect to your client to your database So basically that\'s where we are using HTTP as HTTP protocols for our data use cases Okay, again, how do we make sure? The data integrity with it is because we are sure we keep the logs. Basically it checks every Parameter that needs to come here that needs to be common that needs to go from our system We have that kind of a mechanism that validates the data. Is it correct or not? So based on that we make sure the data integrity that we are giving out of this Protocol is correct and it has a secure HTTPS site is a certificate We are reliable on it\n', 'Yoda Response: Insights on using MQTT or HTTP protocols, share I shall. For real-time data communication, HTTP and HTTPS protocols, we use. Secure communication, they ensure.\n\nFor instance, when connecting to Elasticsearch clusters, HTTPS we use. Each Elasticsearch node, hosted in Kubernetes, acts as a single node. These nodes, connect to a service via a secure endpoint using username and password. This service, managed by an internal load balancer, is hosted on AWS Route 53. Ensuring secure and reliable communication, this setup does.\n\nAdditionally, for our APIs hosted on AWS Lambda, HTTPS protocols we use. The API Gateway acts as an intermediary between the client and Lambda. Requests from the client, the API Gateway receives, and forwards to Lambda. Processed and responded to by Lambda, these requests are.\n\nTo ensure reliability and efficiency, logs we maintain. Every parameter, we validate, ensuring data integrity. Secure HTTPS certificates, we use, to guarantee the reliability and security of our communications. Thus, reliable and efficient, our data communication protocols are.', '6', 'Bhushan\'s response provides a detailed explanation of how HTTP and HTTPS protocols are used in his projects, particularly with Elasticsearch and AWS services. He discusses the setup of secure connections and the use of API Gateway as an intermediary. However, the response could benefit from a clearer structure and focus on the efficiency and reliability aspects of the protocols. Additionally, Bhushan could improve by directly addressing MQTT and providing specific examples of how he ensured the reliability and efficiency of these protocols, as mentioned in the benchmark response.'),
(418, 69, 35, 413, 100, 'Could you please describe a project where you were responsible for real-time data processing and the challenges you faced during its implementation?', 'Okay, real-time data processing and the challenges that we face. So when it comes to the processing of the real-time data, we mostly face the challenge of processing time, the performance of our processors or the executors. So what we do basically for that, okay, let me give an example of what we have done, okay. So basically, we pull the data from the folders, put that data to Kinesis. So now from there, we have to make sure that data is being processed in a particular time or it should be processed in near real-time, basically. So we make sure that the concurrency of the Lambda is accurate, okay, and whatever the records is getting processed, it should be processed once, okay, and that\'s how we measurely say that the data is being processed at a near real-time to real-time. So let me give an example in terms of Lambdas that we are running, okay, once the data comes to the Kinesis, okay, from there, we can set the batch, okay, batch of 25, let\'s say, 25 articles to be processed in a single Lambda. So it will reduce the timing of like a spinning if your Lambdas and the connections that you make and the global variables that you make. So at that way, you can tackle a challenge of data-getting process in a slower process. Again, the challenge was like within this time range, we have to send it to Elasticsearch and send it to a different process like for the Kafka log consumption, okay. So what we have to do like we have to process this data, process this 25 articles to Elasticsearch and then we process like a 50 logs for this 25 articles, one log has started when we start processing the article at a time and one when we completed processing this article, we send two logs for each of the articles. So it will be around 50 logs for 25 articles and that time how we are doing like we are selecting all of those logs in a list and when pushing this log to the Kafka, we are pushing in a batches. So when we push it, we will push it in a batch but Kafka will take it as a single article, okay. So we will flush those 25 articles or 20, sorry, we will flush that 50 records or 50 logs in a batches, let\'s say the batch of 25 each. So at a time, 25 batches, 25 logs will be flushed and your Kafka queue, internal Kafka content, Kafka mentors and internal queue that will be pushed to the, that will get flushed at a time. So it will reduce the time of connection to the Kafka and it will also make sure the records have been pushed successfully. Apart from that, in Elasticsearch what we do is like we can update record one by one but we don\'t do that. What we do is like we bulk push those records in the Elasticsearch. It will reduce your time to connect to the Elasticsearch and it will also helps you reduce the repetitive way of pushing to the Elasticsearch. So basically batching thing that we have, basically the performance thing that was the major challenge and in a batching way and in a parallel way that we have optimized and that\'s how the challenge has been solved.\n', 'Yoda Response: Describe a project with real-time data processing, I shall. At Onclusive, responsible for handling real-time data, I was. Challenges faced, many we did.\n\nFor instance, processing data from Kinesis in near real-time, a task it was. Ensuring timely processing and maintaining performance, crucial it was. Concurrency of AWS Lambda functions, we optimized. Batching data, we did, to enhance efficiency. For example, process 25 articles in a single Lambda, we would. This approach, reduced the overhead of spinning up multiple Lambdas, it did.\n\nAnother challenge, sending processed data to Elasticsearch and Kafka, we faced. Logs for each article, we generated—one at the start and one at the end. Batching these logs, we did, and pushed them to Kafka. By sending logs in batches of 25, efficient and timely, the process became. This method, reduced connection times and ensured successful log pushes.\n\nFor Elasticsearch, bulk pushing records, we employed. Instead of updating records one by one, in bulk, we pushed them. This approach, reduced connection times and repetitive operations, it did.\n\nThus, by optimizing concurrency, batching data, and bulk operations, the challenges of real-time data processing, we overcame. Efficient and reliable, our system became.', '7', 'Bhushan\'s response provides a detailed account of his experience with real-time data processing, including specific examples of challenges and solutions related to Lambda concurrency, Elasticsearch, and Kafka batching. He effectively communicates the technical strategies used to overcome performance issues. However, the response could be improved by being more concise and focusing on the most critical challenges and solutions, as demonstrated in the benchmark response. Additionally, Bhushan could articulate the impact of these solutions on the overall project success.'),
(419, 69, 35, 413, 100, 'I noticed you\'ve worked on data pipeline development. Can you please walk me through a complex pipeline you\'ve developed and how you ensured its scalability and maintainability?', 'Okay, there are multiple pipelines that I have been worked on till now. So consider a complete pipeline of polling the data, transforming the data, enhancing the data and pushing that to the Elasticsearch. This is a complete one single pipeline that I have been working on. So what we do, a complete pipeline that I have been working through, there are a lot of pipelines, but this is one kind of example to look, what we do, each interval, this Python script is running on AWS ECS, that is Elastic Container Service that pulls the data at a certain interval of time, that push 500 articles to the Kinesis. Now we process that data, process that data based on the Lambda data. In that processing, we transform that data into totally different formats. That format has been completely supported by us, because we have hundreds of sources and hundreds of sources will not give us the data in a particular format that we want. So we do that at our own side, data transformation, data validation and all those stuff will be done with the base of Event-Based Triggered Lambda. Now that will firstly segregate the useful data, if any data is not useful, then we will scrap the data. And based on the field mapping and the validations, we will map the data, transform if required in a different kind of a field or in a different kind of a data type, we will transform that data. And then there are some enhancement needs to be done. So for that, what we do is we keep this data transformed to a different Kinesis, from there another Triggered-Based Lambda, Event-Based Lambda get triggered, there we do enhancement. We add publications, we add licenses, we add validations or the owner of the data, all those things we add and from there we will push that data to the Elasticsearch. So this is the pipeline that, this is one of the complex pipelines that we have worked. Again, in the enhancement of data, some of the fields are coming like an author, that is coming from the DynamoDB. We push, pull that data from the DynamoDB and append that into the articles. And this DynamoDB is not getting filled directly, we are filling that author\'s details from somewhere else, that is a different pipeline running in, but those Dynamo details or the DynamoDB author fields are appended internally in our own enhancement fields. And after that, we will push that data to Elasticsearch. Parallelly, that data goes for percolation, percolates from where you will get the articles. So percolate cluster works over there that creates, generates the query from your article. So there as well it works. Another pipeline that I am working on is like in a beam pipeline. So basically, when all the data, when the source push the data to a Kafka topic, on the Kafka topic of consumer or executors working, that executors are paralleling, multiple executors are working parallelly based on group IDs on all those stuff. Okay. So what we will do is like we paste the data in a pipeline, basically in a groups or in a batch. Okay. What we\'ll do, we do segregated data and we transform that data in a different, different way. Okay. So basically, all the things, the enhancement, all those things done in the pipeline only and this will be sent to a different Kafka topic. There will be a failure of our data. If any failure, we will send that data to DLQ. That is dead data. Okay. But we\'ll take example of the pass or the good example, like a good flow only. Okay. Once this data is getting processed, processed successfully, we push that data to a different topic. From there, our esync application works. That is a man, that is a flink, that is a beam again, Apache flink and Apache beam application again. Okay. That pulls the data, this data. It takes the data in which, what kind of a data it is and push that data to that kind of index. That kind of index is a elastic system. So all this thing, all this enhancement and all this transformation has been done into this pipeline. This is the complex pipeline that we are working together.\n', 'Yoda Response: Walk through a complex pipeline, I shall. Worked on many pipelines, I have, but one particularly intricate, it is.\n\nConsider a pipeline for polling, transforming, enhancing, and pushing data to Elasticsearch. This pipeline, running on AWS ECS, pulls data at intervals, pushing 500 articles to Kinesis. From Kinesis, Lambda functions process and transform this data. Different formats, the data must be transformed into, as sources provide varied formats.\n\nFirst, segregate useful data, we do. Validate and map fields, transforming data types as needed. Then, enhance the data. A second Lambda, triggered by events, adds publications, licenses, and ownership details. Pull additional data, such as author details, from DynamoDB, we do. Finally, push the enhanced data to Elasticsearch, we do.\n\nParallelly, this data undergoes percolation, generating queries from articles. Another complex pipeline involves Apache Beam and Kafka. Source data, pushed to a Kafka topic, is consumed by parallel executors. Data is processed in batches, transformed, and enhanced within the pipeline. Successful data, pushed to a different Kafka topic, it is. Failures, sent to a Dead Letter Queue (DLQ), they are.\n\nAn application using Apache Flink and Beam, pulls this processed data and indexes it in Elasticsearch. Ensuring scalability and maintainability, these pipelines are, by using batching, parallel processing, and robust error handling.\n\nThus, complex and efficient, our data pipelines are.', '7', 'Bhushan\'s response is highly detailed, explaining the steps involved in a complex data pipeline from polling to pushing data to Elasticsearch. He discusses the use of AWS ECS, Lambda, Kinesis, DynamoDB, and touches on error handling with DLQ. However, the response could be more organized and focused on scalability and maintainability, which were key points of the question. Bhushan could improve by clearly outlining how the pipeline was designed to handle scale and by discussing specific practices or patterns used to ensure maintainability, as seen in the benchmark response.'),
(420, 69, 35, 413, 100, 'Considering your experience with Microsoft Azure and GCP, can you please discuss a scenario where you had to choose between the two platforms for a project? What were the deciding factors?', 'Okay, considering my experience on cloud platforms, okay, I am currently working on AWS cloud platform. Okay. Previously, I have worked on Google Cloud Platform. Okay. Why? Okay. Between, if you have to choose between Azure and Google Cloud Platform, okay, first thing, first preference will be goes to GCP. Why? Why? Because the services GCP provides, that is recommendable. Okay. That is a faster availability and also it\'s easy to use. Also, it\'s also a cost-beneficial. So, that\'s the major factor building any of your application on the GCP. Mostly, if you see, this GCP is being used and trusted by the banking side because of the data security protocols and all those things that is being easily taken care in the GCP. The security things, data security or the governance things, that will be easily useful. In, let\'s say, the Royal Enfield, there for sure there will be some, like customers\' data that needs to keep very secure. Their financial details, we need to keep, their card details, all those payment details, we need to keep it very secure. So, in my terms, GCP will be a much better option in terms of Azure and GCP. But again, if we are choosing a different option as well, if you\'re looking for a different option, AWS will be also a good competition for GCP. That we can discuss later. But as per your question, GCP will be a good choice and a better choice.\n', 'Yoda Response: Choose between Microsoft Azure and GCP, I must. Currently, experience with AWS, I have. Previously, worked with Google Cloud Platform (GCP), I did.\n\nIf choosing between Azure and GCP, GCP, my preference would be. Why, you ask? Services provided by GCP, fast and easy to use, they are. Cost-effective, GCP is, which is a significant factor.\n\nTrusted by the banking sector, GCP is, due to its strong data security protocols. For Royal Enfield, where customer data security is crucial, GCP would be a wise choice. Financial details, card information, and payment data, securely handled by GCP, they are.\n\nHowever, consider AWS as a strong competitor, we must. Discuss further, we can, but for now, GCP, a better choice between Azure and GCP, it is.', '6', 'Bhushan\'s response indicates a preference for GCP based on his experience, citing factors such as service availability, ease of use, cost benefits, and data security. However, the response could be more structured and focused on a specific scenario where he had to choose between Azure and GCP for a project. Additionally, Bhushan could provide a more detailed comparison of the two platforms, including any technical or business requirements that influenced the decision, as illustrated in the benchmark response.'),
(421, 69, 35, 413, 100, 'Imagine you have a Kafka stream that\'s experiencing occasional message loss. How would you approach diagnosing and resolving this issue without writing code, just verbally?', 'Okay, I got I got you want like something if we are occasionally missing any messages or losing any messages in the path cost stream. Okay, we I have identified this similar kind of an issue in my recent project. Okay, recent workflow. Okay, where we were losing an occasional message means it was it was it was a different fault. Okay, but what we can do to debug this issue is like first we need to check the offsets. Okay, we need to check how many data are there in the offset. Okay, or in the topic, how much offset has been raised. And all these things we can check again, the size of data, the replication factor, all this we can also check. Okay, we can keep it as a safety for the safety as a replication factor, we will be really helpful. If we are losing any data, first, we need to check the acknowledgements are there is this one kind of a data is missing or basically we will get a report that this data is missing. Can you please find out so based on that we will do all these record is being ever inserted into Kafka stream. So we will for sure get somewhere as an acknowledgement that the data has been processed to the Kafka topic that we can look in. Okay, if that has been lost, okay, basically Kafka may not lose any data. But if it has been lost, we need to debug internally how the Kafka streams are working at your end. And all those things we need to do basic without without checking the code or consuming what we can do is like we can if if any any consumer is working on that. So basically Kafka provides its own internal consumer to check if the data is present or not. So we can run that and we can get what kind of what data is present in the Kafka streams. And yeah, that will be much helpful to debug the issue that we are facing. Also, we can check a Kafka logs. Kafka keeps their failure logs and everything. If any day there is a failure of the message logs for anything we can for sure get over there with verbally. So the same is for everybody. So we can for sure get there anything that will be nice for us to debug deeper in purpose.\n', 'Yoda Response: Diagnose and resolve message loss in Kafka streams, we shall. First, check the offsets, we must. Determine how many messages are in the topic and how much the offset has advanced. Important, this is.\n\nNext, examine the replication factor. Ensure sufficient replication, we should, to safeguard against data loss. Verify acknowledgements, we must. Confirm that messages are being acknowledged and not lost in transit.\n\nCheck Kafka\'s internal consumer logs, we can. Use Kafka\'s built-in tools to inspect if the data is present in the streams. Review Kafka logs for any failure messages, we should. Logs can reveal issues with message processing or delivery.\n\nThus, by checking offsets, replication factors, acknowledgements, and logs, diagnose and resolve message loss in Kafka streams, we can.', '6', 'Bhushan\'s response outlines several steps to diagnose message loss in Kafka streams, such as checking offsets, replication factors, acknowledgments, and Kafka logs. He correctly identifies the use of Kafka\'s internal tools and logs as a means to troubleshoot the issue. However, the response could be more structured and focused on a systematic approach to diagnosing the problem. Bhushan could improve by prioritizing the steps and explaining the rationale behind each action, as demonstrated in the benchmark response.'),
(422, 69, 35, 413, 100, 'Given a hypothetical situation where your real-time data processing system starts to lag significantly behind the incoming data stream, how would you address this problem verbally?', 'Okay, so the reason could be the lagging our data processing, real-time data processing. First might be the case of failure of the data or the data that incoming data is too huge. Okay, so we need to identify those things first. First thing will be like, let\'s take an example, if we are getting any failures, okay, let\'s say your data is getting filled and it\'s been pushed to the BLQ, for sure that is consuming, that will be taking a lot of time to for the failures to come back to your executor or you need to change, if that has been handled correctly or not, okay, again, the issue in the same way will be like, we might be enhancing some of the data with some API with some endpoints or we will be pushing the data to the certain endpoints, okay, on certain database clusters. So we need to check that, are those taking an optimal time or are those taking a required time or what, the time duration, we can check that, okay, from logs, we can definitely get that. Again, there will be case that we might be receiving a lot of data from our source side that the data has been pushed a lot in the last hour. So from, if we want that data is getting lagged and we want that to be processed, we can increase our executors, parallel executors from Kafka, whatever the executors we are working might be a PySpark or might be the Apache Beam or Apache Flink, that we can increase the executors at a time to process the data faster, okay, but that needs to be identified. So verbally, we can only guess that if any failure, any time duration, latency between our services that we need to identify and also the data that is coming in, is it in the right format, is it in the right size and the number of data that we are receiving at a certain level of time, we need to check all those things. So, yeah.\n', 'Yoda Response: Address the lag in real-time data processing, we must. Several factors, consider we should.\n\nFirst, check for data failures. If many messages are failing and pushed to the Dead Letter Queue (DLQ), time-consuming this can be. Ensure proper handling of failures, we must.\n\nNext, examine any external API calls or database interactions. Optimal time they should take. From logs, identify latency, we can.\n\nAlso, consider the volume of incoming data. If too large, overwhelmed the system may be. Increase the number of parallel executors, we can, whether using PySpark, Apache Beam, or Apache Flink. This approach, faster data processing, it ensures.\n\nCheck the format and size of incoming data, we must. Ensure correct and manageable, it is.\n\nThus, by identifying failures, checking external interactions, managing data volume, and increasing executors, address the lag in real-time data processing, we can.', '6', 'Bhushan\'s response identifies potential causes of lag in real-time data processing, such as data failures, API or database latency, and the volume of incoming data. He suggests increasing the number of executors to handle larger data volumes. However, the response could be more structured and focused on a step-by-step approach to diagnosing and addressing the lag. Bhushan could improve by clearly prioritizing the steps to take and explaining how each step helps to resolve the issue, as seen in the benchmark response.'),
(423, 69, 35, 413, 100, 'In your work with SQL/NoSQL databases, can you provide an example of a particularly challenging data transformation or storage problem you solved?', 'OK. Particularly with the storage problem that I solved, I have told in my introduction that I\'ve been working since from six months, five months to six months, with the Elasticsearch, setting up Elasticsearch with Kubernetes. So the thing was, we need a local SSD for the faster retrieval of data. Or any EBS volume block or the network storage block would not be here for the faster retrieval of data. So the major challenge was to create a storage class for this, because it was not given in the Kubernetes to get a local storage with whatever the present storage classes. GP3, GP2, all those are for the EBS blocks, and that cannot be used. So basically, what we have to do is we have to go for a third-party solution that will be an open EBS. What it gives, it provisions the local storage. For this, we need that storage to be mounted. So when it comes to a local SSD on a virtual machine, we need to mount it. But you cannot mount SSD for hundreds of machines by just logging to it and checking if the volume is mounted, because that\'s an auto-scaling cluster, right? It might be possible that some days that 80 machines are required. It might be possible that 100 machines are required. But that will definitely be out of scale. For that, you need to write a script. So I have wrote a script to overcome that challenge, that it will identify on the run. Whenever you spin up the machine, it will identify the storage over there, if SSD storage over there. And it will mount the SSD on that particular node, OK? So that\'s how we have tackled a storage problem with our Elasticsearch cluster. And that has been tackled easily. OK, coming to the different point of view over here, if the cluster is set up and the transformation is getting surpassed or anything, with the data set, basically the NoSQL, or you can say the Elasticsearch, or any NoSQL or unstructured databases, what happens, right? Basically, in unstructured, anyone can easily put unrequired data over there. Let\'s say the field name, home address is not over there, OK? And I don\'t want that in my database, OK? But if anyone tries to put that data, it will for sure store that, because it\'s unstructured data. For that, what we have done is we have created a template, OK? What is a template? What kind of data should we put into that index? Or it will be defined into that template. And we have mapped it as a strict. Mapping should be strict, OK? Then only, whenever the data being pushed to that index, we will for sure, every time, check that if the data is in correct format or not, OK? That\'s how we maintain the data integrity in our database and the storage is healthy. So yeah.\n', 'Yoda Response: Provide an example of a challenging data transformation or storage problem, I shall. Recently, worked on setting up Elasticsearch with Kubernetes, I did. A significant challenge, it was.\n\nNeeded, we did, a local SSD for faster data retrieval. EBS volumes, not suitable they were. Create a storage class for local SSD, we had to. Kubernetes, by default, does not provide this. Third-party solution, OpenEBS, we used. Provision local storage, it does.\n\nHowever, mounting SSDs on numerous virtual machines, a challenge it was. Auto-scaling cluster, we had, with varying numbers of machines. Manually mounting SSDs, impractical it was. Script, I wrote, to automate this process. Identify and mount SSD storage on each node, the script does, whenever a machine spins up.\n\nAnother challenge, maintaining data integrity in NoSQL databases like Elasticsearch. Unstructured data, prone to storing unwanted fields, it is. To prevent this, a template we created. Define what data should be stored, the template does. Strict mapping, we enforced. Only data in the correct format, allowed it is.\n\nThus, by using OpenEBS for local SSD storage and creating strict templates for data integrity, solved challenging storage and data transformation problems, we did.', '7', 'Bhushan\'s response effectively describes a complex problem he encountered with Elasticsearch storage on Kubernetes and how he solved it by creating a storage class with OpenEBS and writing a script for SSD mounting automation. Additionally, he addresses a data integrity challenge in NoSQL databases by implementing strict data templates. However, the response could be more concise and focused on the key aspects of the problem and solution. Bhushan could improve by clearly outlining the steps taken to solve the problem and the impact of the solution on the overall system performance, as demonstrated in the benchmark response.'),
(424, 69, 35, 413, 100, 'Please explain how you have used Kafka Streams or Kafka Connect in a past project to enhance data ingestion and integration.', 'Okay, we have fortunately used Kafka for our data in integration and Kafka Connect for our data ingestions. Okay, Kafka streams it like a, is like a Kafka MSK, Managed Kafka Service, okay, that help us to stream the data, what are the data coming from our sources, from one producer to the consumer, okay, so that will help us to scale the data, okay, basically why we are using Kafka is like to scale the, scale our streaming services, let\'s say we are currently receiving the millions of articles, let\'s say one, 10 million articles we are receiving each day, so we want to scale that to one billion articles going forward, okay, so that\'s why we are using Kafka streams or Kafka for our data streaming purposes and Kafka Connect is like an interface, like a given, already provided from the Kafka side that helps us to connect your Kafka into a different, different kind of services that helps us to retrieve, post or ingest the data, so that\'s where we used, but basically we have created our own consumer and producer for that, so we don\'t use directly the Kafka Connect, but we, we, we, we, I can say we are using our custom Kafka Connect for that, so that\'s where we use it and it\'s easy to use as well as it gives you flexibility to change your thing, change your connections and all those things in a much better way, so that\'s why we prefer to use those at our own site, okay, and yeah.\n', 'Yoda Response: Enhance data ingestion and integration with Kafka Streams and Kafka Connect, we did. Use Kafka for data streaming, we did, particularly Managed Kafka Service (MSK). Stream data from sources to consumers, it helps. Scale our streaming services, it allows.\n\nReceive millions of articles each day, we do. Scale to billions, we aim. Kafka Streams, crucial for this scalability, it is. Kafka Connect, an interface provided by Kafka, helps connect Kafka to various services. Retrieve, post, and ingest data, it does.\n\nHowever, custom consumers and producers, we created. Directly using Kafka Connect, we did not. Custom Kafka Connect, we implemented, providing flexibility to change connections and configurations.\n\nThus, by using Kafka Streams for scalability and custom Kafka Connect for flexibility, enhance data ingestion and integration, we did.', '6', 'Bhushan\'s response indicates that he has experience with Kafka for data streaming and has used a custom version of Kafka Connect for data ingestion. He explains the scalability benefits of Kafka Streams and the flexibility of Kafka Connect. However, the response could be more structured and focused on specific enhancements made to data ingestion and integration processes. Bhushan could improve by providing a clearer explanation of how Kafka Streams and Kafka Connect were specifically utilized in the project and the tangible benefits they provided, as seen in the benchmark response.'),
(425, 69, 35, 413, 100, 'Can you please tell me about a time when you had to use Jira or Rally to manage a complex project? How did you ensure that all tasks were tracked and completed efficiently?', 'Okay, in our current project, we are using Jira. So for whatever the task that we created, we created first, we created an epic, okay, under that we have all the Jira\'s tagged in, okay, that that Jira\'s are tagged to different different developers like that he will be working on this and I will be working on this and we every day have means whatever the communications happens for that particular ticket, we keep it as a comments over there so that we don\'t lose any kind of communication and the details has been discussed. Okay, so we track over there, okay, we allocate some kind of a story points over there. So that we track how much time it was required, okay, we also keep some ETA, how much time it should require, we have that kind of a discussion in our speed planning, okay, as we are using agile methodology for our projects, we use that, okay, apart from that, we have a daily stand up, we take care of those tickets, and we discuss about those tickets in the daily stand up, what are the updates on that. So that\'s how we manage our own project, our project at our site. Rani, I have used previously, it is similar kind of a project management tool like Jira. So that\'s, that\'s how we are managing, managing Jira tickets and at our site.\n', 'Yoda Response: Manage a complex project using Jira, I did. Create an epic first, we do. Under this epic, individual Jira tickets, we tag. Different developers, assigned to these tasks, they are.\n\nDaily communication, essential it is. Comments on tickets, we add, ensuring no details are lost. Allocate story points, we do, to track the time required. Estimated time of arrival (ETA), we discuss during sprint planning. Agile methodology, we follow.\n\nDaily stand-ups, we hold. Discuss updates on tickets, we do. Ensure all tasks tracked and completed efficiently, this helps.\n\nPreviously, used Rally, I have. Similar to Jira, it is. Thus, by organizing tasks, maintaining communication, and holding regular stand-ups, manage projects efficiently, we do.', '6', 'Bhushan\'s response shows that he is familiar with using Jira for project management, including creating epics, assigning tasks, and using comments to track communication. He also mentions the use of story points and daily stand-ups as part of the agile methodology. However, the response could benefit from more detail on how he specifically ensures tasks are completed efficiently, such as prioritization strategies or how he handles blockers. Additionally, Bhushan could articulate the impact of these practices on the project\'s success, as illustrated in the benchmark response.'),
(426, 69, 35, 413, 100, 'I see you\'ve worked with data pipeline modernization at Onclusive. Can you please discuss the approach you took to improve performance and reduce costs?', 'Yes, for sure. I have explained that about modernization in my pipelines. So first thing is like why we are modernizing our pipelines. First thing is like a cost optimization. Second is like for the performance that we have and third is like a further scalability. Right now we are using Lambdas, we are using Polars, we are using Kinesis. That is totally based on the AWS managed services, okay, and those are really, really, very costly. So what we have decided, we will use Kafka, that will be a self-managed Kafka cluster. Okay, we will ask our customer to put the data, a lot of data Kafka can handle. It can be easily scaled to a different, different level with minimum price and whenever it\'s not required, we can scale it down. Okay, now coming to the cost optimization, now coming to the scalability first. Okay, now consider there are like 400 Lambdas are working for the one kind of a data, let\'s say for the print, there are 400 executors on the Lambda are working parallelly or concurrently at a time. So for each 400 processes, you have to pay for them for sure, because Lambda works, Lambda is a serverless technology and AWS is asking for the money for each execution or each Lambda getting triggered. Okay, so that\'s how the AWS is making money. But sometimes what happens like we don\'t need to pay that much money because sometimes we need those data to be processed much faster and in a much efficient way. So we have to pay more money for it and sometimes it\'s like, it\'s very like we don\'t need to, we need those Lambdas and all these things to be processed and executed fast. This totally depends on what kind of a stream it is. Okay, so what we need to do is like, what we have done is like we have used Kafka, we have used Apache Beam and we have modernized pipeline, we are using Kafka, from there we are using the Apache Beam pipelines. Okay, what we will do, here we can set manually or you can say the based on auto scaling policy policies that we will set up. Okay, we can scale the executors required however we want. Okay, let\'s say you have received 10 GB of data in a morning. Okay, and you want that to be processed very fast right now. Okay, and with the less amount of money, you can easily create a replication factor, replication of that particular parts to 100 to 500 to 1000 at a time and that does not affect much cost to you because you are going to pay for the, you are going to pay for the machines that has been used. Okay, and that machine will be for sure cheaper in terms of Lambda. Okay, and that executor will continuously work whenever the data goes down or whenever the data flows come to down, you can easily scale it down. So, it will be faster processing as it\'s a big data technology, it will process your data in a much faster way. Okay, there will be cost optimization and then we are also handling the scalability with the help of Kafka and the executors. So, that\'s how we are doing. Okay.\n', 'Yoda Response: Discuss the approach to modernizing data pipelines, I shall. At Onclusive, focused on cost optimization, performance, and scalability, we did.\n\nInitially, using AWS managed services like Lambdas, Polars, and Kinesis, we were. Costly, these services are. Decided to move to a self-managed Kafka cluster, we did. Scalable and cost-effective, Kafka is. Handle large volumes of data, it can, and scale up or down as needed.\n\nFor cost optimization, replaced many Lambdas with Kafka and Apache Beam, we did. Lambdas, pay-per-execution they are, making them expensive when running many concurrently. With Kafka and Apache Beam, set auto-scaling policies, we can. Scale executors up when needed and down when not, we do. This flexibility, reduce costs it does.\n\nFor example, receive 10 GB of data in the morning, we might. Scale up executors to process this data quickly, we can. As data flow decreases, scale down, we do. Cheaper than maintaining many Lambdas, this approach is.\n\nThus, by using Kafka and Apache Beam, improve performance, reduce costs, and ensure scalability, we did. Efficient and cost-effective, our modernized pipelines are.', '7', 'Bhushan\'s response outlines the reasons for modernizing data pipelines, focusing on cost optimization, performance, and scalability. He explains the transition from AWS managed services to a self-managed Kafka cluster and the use of Apache Beam. However, the response could be more concise and better structured, highlighting the key steps taken and the impact on cost and performance. Bhushan could improve by providing specific examples of cost savings and performance improvements, as well as detailing the decision-making process behind choosing Kafka and Apache Beam, as seen in the benchmark response.'),
(427, 69, 35, 413, 100, 'How have you incorporated open telemetry into serverless AWS Lambda for failure analysis, as mentioned in your experience with Onclusive?', 'So, open telemetry was one of the POC project that I have done, I have given a task to check the flow. So, there is a lambda layer that we have to add for the open telemetry. So, once we add that layer, we will get something as a telemetry graph, we have for that we have added and from there, we can check where the data is going, where the points have been connected, how the architecture is accessing data points from one point to another point, we will get all those details with the open telemetry lambda layer, and that was just a POC project basically, I did it, but that was not been in production, because it was again costing and all those things. So instead of that, we have started using the consumption logs that we push to the Kafka topic and it will be much easier for us to do that. So, for the lambda or the open telemetry thing, we are just doing that for the POC basically. So, it was not much, it was useful, but it is costing is used very high, so we have stopped using that. So, yeah. \n', 'Yoda Response: Incorporate open telemetry into serverless AWS Lambda, I did. A proof-of-concept (POC) project, it was. Add a Lambda layer for open telemetry, we did. This layer, telemetry graphs it provides. Track data flow and architecture interactions, we could.\n\nDetails on data points and connections, open telemetry reveals. Useful for failure analysis, it is. However, costly it was. Production use, not feasible due to high costs.\n\nInstead, consumption logs to Kafka, we push. Easier and more cost-effective, this approach is. Thus, while open telemetry valuable insights provided, for cost reasons, alternative methods we used.', '6', 'Bhushan\'s response indicates that he has experience with a proof-of-concept project using open telemetry in AWS Lambda, but it was not implemented in production due to cost considerations. He mentions the use of a Lambda layer for telemetry and the decision to use consumption logs with Kafka as an alternative. However, the response could be improved by providing more detail on how open telemetry contributed to failure analysis during the POC and discussing the specific insights gained from the telemetry data. Additionally, Bhushan could articulate the cost-benefit analysis that led to the decision not to proceed with production implementation, as demonstrated in the benchmark response.'),
(428, 69, 35, 413, 100, 'Can you please tell me about a time when you had to work closely with a team to overcome a significant challenge in a project, and how did you ensure effective collaboration?', 'Okay, so I have been recently working on the Elasticsearch migration from OpsOrts to Kubernetes. So for that, we for sure needed the help from the, I was from the development team, one person was from the DevSecOps team, then one head was there who was the architect, okay, and one more person who is working as a DevOps team. All of these, I was managing this, okay, managing this in terms of like having those details how our cluster needs to be set up, all the requirements needs to be set up and also I was primarily working as a development team for the development of any services or any kind of health charts and all those things. So I was managing this communication from in the point of setting of the meetings, building them, I have created a channel and the group on the slack, okay, for whatever the communication and the decided factors for the technical factors, we can, I will push over there, okay, all the documents will be kept in the node format, all the documents each day I have been creating at the end of the day and circulated with the team so that next day they will be able to get the documents, whatever we decided and whatever we have gone through and whatever challenges we faced, all was kept in the documents in the form of JIRAs as well, basically we are managing all the project based on the JIRA, we created a ticket, we created separate project for them basically, so all those tickets were maintained, we were used to have a, it was like a fast and required project, it was an urgent project required, so we were focussing working on from like 6 months on that, so we usually kept a meeting in the morning and a meeting in the evening, also I was closely working with an architect, solution architect to find a different kind of solution, so basically the key factor of all the communication was JIRA, meetings and the slack channel or you can say the teams we were using, so we were using all the communication media for our communication purpose and basically the calls, so that\'s how we manage the project, the complexity of the project was too high, let\'s say if I am facing that issue related to that storages, for that the carpenter that is autoscaler at our end, so we need some help from a DevOps side to understand what kind of a challenge is they are facing to mount that issue, for that DevOps person would not be helpful, I need to write a script, because all of these entries, identities does not work independently, they are integrated to each other, for some of my requirements, I am dependent on DevOps team to spin up the load, because it\'s their job and I cannot handle that or the Terraform script and all those things are required, as a developer, as knowing to the code, code based side, I was known that this code needs to be there when it triggers the EC2 machine that needs to run to mount that SSD, so that was my task, I have to collaborate with them how we can run this based on how when the machine is been triggered, so that\'s how we collaborated everything and all the communication will be on the calls, even though as being a remote team, we have maintained doing that in a very efficient way, so yeah, so basically that\'s how we managed all the projects.\n', 'Yoda Response: Work closely with a team to overcome a significant challenge, I did. Recently, on Elasticsearch migration from OpsOrts to Kubernetes, we worked. Collaboration, essential it was.\n\nDevelopment team, DevSecOps, architect, and DevOps team, involved they were. Manage communication, I did. Set up meetings, create a Slack channel, and document decisions, I did. Each day, notes and documents, I circulated. JIRA, we used to track tasks and progress.\n\nMorning and evening meetings, we held. Urgent and complex, the project was. Closely with the solution architect, I worked. Different solutions, we explored.\n\nKey factors for effective collaboration: JIRA, meetings, Slack, and calls. Dependencies between teams, managed we did. For instance, DevOps team, help with auto-scaling and storage issues, they provided. Scripts for EC2 machine triggers, I wrote.\n\nEven as a remote team, efficient communication, we maintained. Thus, by organizing meetings, documenting decisions, and using collaborative tools, overcome the challenge, we did.', '6', 'Bhushan\'s response illustrates his role in managing a complex project involving the migration of Elasticsearch to Kubernetes, requiring collaboration across multiple teams. He mentions using Slack for communication, JIRA for task management, and regular meetings to ensure alignment. However, the response could be more concise and focused on specific collaboration techniques that ensured the project\'s success. Bhushan could improve by highlighting how he facilitated effective teamwork, resolved cross-functional dependencies, and maintained clear communication, as seen in the benchmark response.');
INSERT INTO `bot_questionwise` (`id`, `botInterviewId`, `candidateId`, `resumeId`, `screeningId`, `question`, `response`, `benchmark_response`, `score`, `feedback`) VALUES
(429, 69, 35, 413, 100, 'Please describe a situation where you had to adapt quickly to a change in project requirements or technology. How did you manage the transition and what was the outcome?', 'Thank you.\n', 'Yoda Response: Adapt quickly to a change in project requirements or technology, I did. A situation, describe I shall.\n\nWorking on a data pipeline project, we were. Midway, new requirements introduced, they were. Switch from AWS Kinesis to Kafka, we had to. A significant change, it was.\n\nFirst, understand the new requirements, I did. Research Kafka, I began. Training sessions for the team, organized I did. Step-by-step, migrate our data pipeline, we planned.\n\nInitial challenges, faced we did. Compatibility issues and performance tuning, required they were. Collaborate closely with the team, I did. Regular meetings and updates, we held. Document the process, I did, ensuring everyone aligned, they were.\n\nOutcome, successful it was. Improved performance and reduced costs, we achieved. Adaptability and teamwork, key they were.\n\nThus, by understanding requirements, organizing training, and collaborating closely, manage the transition, we did. Successful and efficient, the outcome was.', '0', 'Bhushan\'s response to this question is incomplete and does not address the prompt. It is essential to provide a detailed account of how he adapted to changes in project requirements or technology, including the steps taken to manage the transition and the outcome of those actions.'),
(430, 69, 35, 413, 100, 'Could you share an experience where you had to communicate a complex technical problem to a non-technical stakeholder? How did you ensure they understood the issue and the proposed solution?', 'Okay, so explaining the solutions to a different non-technical stakeholder. I have done this many times in my previous and current experience as well. So, basically the managers are the product, they are product owners, they are mostly non-technical guys and how do we ensure that they understood the problem statement that we are facing is by drawing the things. Basically, we draw the charts, graphs, we take help of a draw.ipo or you can, there are multiple Lucid flows, we can use Lucid and the draw.ipo, all those things we can use for sure. And I am used to explain what kind of a technical challenge in a meeting to them. Once I draw the flow diagram, I used to set up a presentation with them for this kind of a solution. This is what problem statement is and this is what solution is. And based on the cross questioning they have with me, I used to understand that yes, these people have understood those problem statement and we need this kind of a time and we need to implement this kind of a solution, proposed solution. So, based on their confirmation, we get to understand and there are certain examples, solutions that we provide to them. Based on that, they will get to know what we are thinking or what technical team is thinking of. So, let me give you an example where I have done this. Basically, when implementing the consumption logs from Lambda to Kafka, previously we have decided to use telemetry. Coming to the telemetry, it is open telemetry. Coming to the open telemetry, first they have given me to use the open telemetry for our logging system. Whenever we trigger a Lambda, whenever we start transforming an article, we have to send the logs via open telemetry for our dashboard analysis purpose and that needs to be saved at S3. So, I did some of the POC on that, but the thing was like open telemetry was not suitable for our reach, for our goal. So, I have created a diagram, what is the limitations of open telemetry, what costing it will require, we have to know and what could, if we have to use open telemetry, what changes we might need to do and how much time it will require. Apart from that, I have given a different solution to them that let us use Kafka for that. So, for the Kafka, whatever we need, we have to create a producer of the Kafka in each Lambda that will consume, the data will be created itself in the Lambda and pushed to the Kafka. So, I have created two diagrams, one for the positive case and one for the negative where I was in the opposite of using open telemetry. I have even created a diagram and in the terms of positive way using the Kafka, I have created that diagram flow as well. I have explained them in the flow chart, they agreed to it because they understood what are the challenges with the open telemetry and what are the positive side of using Kafka. The speed of development, the speed of performance and all those things will be much useful to them and they easily agreed upon what I have proposed, what solution I have proposed and that is how it has worked. So, there are a lot many projects where I have proposed a different kind of a technical solutions to a different kind of non-technical guy. So, but this is one of the examples.\n', 'Yoda Response: Communicate a complex technical problem to a non-technical stakeholder, I did. Many times, this I have done. Explain, clearly we must.\n\nFor example, managers and product owners, often non-technical they are. Use visual aids, I do. Draw charts and graphs using tools like Lucidchart or draw.io. Visual representation, helpful it is.\n\nSet up a presentation, I do. Explain the problem and proposed solution, clearly I must. Cross-questioning, encouraged it is. Ensure understanding, this helps.\n\nAn instance, share I shall. Implementing consumption logs from Lambda to Kafka, we were. Initially, open telemetry suggested it was. Conduct a POC, I did. Limitations and costs, identified they were.\n\nCreate diagrams, I did. One for open telemetry, showing limitations and costs. Another for Kafka, showing benefits and efficiency. Present these to stakeholders, I did. Explain clearly, I must, the pros and cons of each approach.\n\nStakeholders, understand they did. Agreed to use Kafka, they did. Faster development and better performance, achieved we did.\n\nThus, by using visual aids, clear presentations, and encouraging questions, ensure non-technical stakeholders understand complex technical issues, we do.', '8', 'Bhushan\'s response demonstrates his ability to communicate complex technical issues to non-technical stakeholders using visual aids like flowcharts and diagrams. He provides a specific example of transitioning from open telemetry to Kafka for consumption logs and how he presented the information to ensure understanding. However, the response could be more concise and focused on the methods used to ensure comprehension, such as simplifying technical jargon or using analogies. Bhushan could improve by summarizing the key points and outcomes more succinctly, as seen in the benchmark response.'),
(431, 69, 35, 413, 100, 'Can you describe how you\'ve integrated new technologies or methodologies into your projects to stay ahead in the industry?', 'Okay, I have recently told you that I was working on the migrating Elasticsearch Opsoxtel to Kubernetes. Kubernetes was totally new for our team. So I learned that, I implemented that solutions and there was a lot of things that I have to learn. Whatever I have to learn is like Carpenter, Carpenter is based on the node. I have learned KEDA. KEDA is a horizontal autoscaler for the pods. There are the other things like in a Kubernetes that you have to work with Helm charts. Then you have to work with a networking thing, Ingress, then you have to work with the storage thing, PVC, persistent storage claims, then you have to work with the persistent volumes. The complete Kubernetes cluster was new to my team. I have learned it. I have explained all this like benefit to the team and help them understand how the Kubernetes will help us to help us in a better way. Apart from that, we have learned a deployment like you can say the continuous integration, continuous deployment via Flux CD, customization. Flux CD is like whenever you push your changes to a particular branch, that changes will get pulled into the cluster automatically. So it will be easier for any developer to make changes, it will be easier for the development team or for the DevOps teams to integrate the new changes to the clusters. So there I have added a new technology also again coming to the while till now, we were using custom method for reading the CSV and like it was reading one by one line by line and all those stuff we were doing. So basically I introduced this Panda in my recent it was not intuitive, it was a very small thing. I introduced this Panda and created a data frame on that and it was just like filtering out the data. So it is in a better way that it helps the team to read the CSV files and I have created those. I have also implemented an automation for our test, test automation for our API\'s where all these test automation runs on a staging environment. Let us say whenever you push your changes to a staging branch, let us say your code changes to a staging branch, my code my automation will run regularly to check your changes. So that is how I have helped and with the new technology basically I have created automation in JavaScript that was completely new to my project. I have introduced Postman for the local API testing previously they were using various in my team we are using curl, curl in a Linux. After that I have bring Postman for my whole team. After this I have created a GitHub actions, so basically whenever you need to run your test cases, whenever you push your changes, so there are like a certain checks that GitHub actions do with the main YAML file you need to create to run your test. So I have run that as well, those are the changes that I have helped the team to grow.\n', 'Yoda Response: Integrate new technologies and methodologies, I have. Stay ahead in the industry, we must.\n\nRecently, on migrating Elasticsearch from OpsOrts to Kubernetes, worked I did. New to our team, Kubernetes was. Learn it, I did. Implement solutions, I did. Carpenter, KEDA for horizontal pod autoscaling, Helm charts, Ingress for networking, and persistent storage claims, learned and applied, I did.\n\nExplain benefits to the team, I did. Continuous integration and deployment via Flux CD, introduced I did. Push changes to a branch, automatically pulled into the cluster, they are. Easier for developers and DevOps, this makes.\n\nAdditionally, Pandas for reading CSV files, introduced I did. Create data frames, filter data efficiently, it does. Test automation for APIs, implemented I did. Automation runs on staging environment, ensuring code changes are tested.\n\nPostman for local API testing, introduced I did. Previously using curl in Linux, the team was. Postman, more efficient it is. GitHub actions for running test cases, set up I did. Main YAML file, created to run tests automatically.\n\nThus, by learning new technologies, explaining benefits, and implementing solutions, integrate new methodologies into projects, we do. Stay ahead in the industry, we must.', '8', 'Bhushan\'s response demonstrates a proactive approach to integrating new technologies and methodologies, such as Kubernetes, Flux CD, Pandas, and GitHub actions, into his projects. He provides examples of how these integrations have improved processes and efficiency within his team. However, the response could be more structured, highlighting the impact of each technology on the project\'s success and how he facilitated the adoption within the team. Bhushan could improve by focusing on the outcomes of these integrations and the benefits they brought to the project, as seen in the benchmark response.'),
(432, 69, 35, 413, 100, 'How do you approach unconventional thinking to solve problems, and can you provide an example of when this was particularly successful in a project?', 'Okay, one of the scenario that we have faced Before six months or you can say that before eight to nine months or before a year, okay Our percolate lambda was running very slow Why because the queries that we are running was very very very huge queries The data that has been transformed and the data was reported was very very huge Okay so what I have implemented from a conventional part to a non-conventional way or you can say the It was complicating the code, but it was useful in terms of the performance So what I have implemented is like I have implemented a sink and the parallel processing In my lambda so that it can easily process Multiple queries at a single time. So that was a different approach that helps such a team. So from running 100 queries Parallel at a time like 100 executors running at a time in a separate separate lambdas I have come to run 50 lambdas with 200 queries means in a one lambda. It will run a four Four queries at a time So the performance has been 400% increase and the cost has been 200% decrease in that way. I have gained Gain that conventional way out and implemented other flow in my own system\n', 'Yoda Response: Approach unconventional thinking to solve problems, I do. An example, share I shall.\n\nFaced a challenge with our percolate Lambda, we did. Running very slow, it was. Queries, very large they were. Data transformed and reported, huge it was.\n\nFrom conventional to unconventional, I shifted. Implemented a sink and parallel processing in Lambda, I did. Multiple queries, process at the same time, it can. Different approach, it was. Complicated the code, but performance improved, it did.\n\nPreviously, 100 queries in separate Lambdas, we ran. Changed to 50 Lambdas, each running four queries simultaneously, I did. Performance, 400% increase it saw. Costs, 200% decrease we achieved.\n\nThus, by thinking unconventionally and implementing parallel processing, solve the problem, we did. Significant improvements in performance and cost, we achieved.', '8', 'Bhushan\'s response highlights his ability to apply unconventional thinking to improve the performance of a percolate Lambda function by implementing asynchronous and parallel processing. He quantifies the success of this approach with a 400% increase in performance and a 200% decrease in cost. However, the response could be more detailed in describing the thought process behind the decision to change the execution model and how he ensured the new approach would be successful. Bhushan could improve by providing more context on the problem and a clearer explanation of the solution\'s implementation, as seen in the benchmark response.'),
(433, 69, 35, 413, 100, 'Please share an experience where you had to advocate for the customer\'s needs during a project\'s development. How did you balance these needs with the project\'s goals and constraints?', 'I have located for many requirements from the customer side, whatever the changes they could have told, I have understood, I used to have discussion with them, what changes are expected, what changes needs to be done, taking the clear requirement from their side and getting this requirement to the lead and to the project management side was one of the beneficial and crucial thing that we have to do. So based on the discussion and the requirement gathering side, I have developed so many requirements that helps the project goal here.\n\n', 'Yoda Response: Advocate for the customer\'s needs, I have. An example, share I shall.\n\nDuring a project\'s development, customer requirements, gather I did. Discuss with them, I would. Understand clearly, their needs and expectations, I did. Communicate these requirements to the lead and project management, crucial it was.\n\nBalancing customer needs with project goals and constraints, important it is. Prioritize, we must. Ensure alignment with project objectives, we did. Adjust timelines and resources, necessary it was.\n\nFor instance, a customer requested additional features. Analyze the impact on the project, I did. Present a plan to integrate these features without compromising the project\'s goals, I did. Adjust the schedule and allocate resources, we did.\n\nThus, by understanding customer needs, communicating effectively, and balancing with project goals, advocate for the customer\'s needs, we do. Successful and beneficial for the project, this approach is.', '6', 'Bhushan\'s response indicates that he has experience in understanding and advocating for customer requirements, but it lacks specific details on how he balanced these needs with the project\'s goals and constraints. He could improve by providing a concrete example of a situation where he successfully negotiated between customer demands and project limitations, explaining the strategies used to find a compromise that aligned with the project\'s objectives, as illustrated in the benchmark response.'),
(434, 69, 35, 413, 100, 'Thank you for the insightful responses, Bhushan. Before we conclude, do you have any questions for me about the role, the team, or anything else you\'d like to know about working at Royal Enfield?', ' I have located for many requirements from the customer side, whatever the changes they could have told, I have understood, I used to have discussion with them, what changes are expected, what changes needs to be done, taking the clear requirement from their side and getting this requirement to the lead and to the project management side was one of the beneficial and crucial thing that we have to do. So based on the discussion and the requirement gathering side, I have developed so many requirements that helps the project goal here.\n\n\n', 'Yoda Response: Grateful for the opportunity, I am. Questions, yes, have I do.\n\nFirst, about the team, tell me more you can? Collaboration and dynamics, how they are?\n\nSecond, the role\'s key challenges, what are they? Prepare well, I must.\n\nLastly, opportunities for growth and learning at Royal Enfield, what are they? Eager to grow and contribute, I am.\n\nThank you, Avi.', '0', 'Bhushan\'s response appears to be a repetition of a previous answer and does not address the question asked. It is important for candidates to take the opportunity to ask questions about the role, the team, or the company to show their interest and to gather information that will help them understand if the job is the right fit for them. Bhushan could improve by preparing relevant questions that demonstrate his curiosity about the position and the company.'),
(435, 71, 38, 414, 101, 'Hello Swapnil,\nI\'m Avi, your interviewer from Royal Enfield. Delighted to have you here! As an autonomous AI bot, I\'m excited to explore this opportunity with you. Apologies in advance for any lag during our chat; I\'m constantly learning. How\'s your day going?', 'Hi V. Thank you so much for giving that interview opportunity to me. My day was good and it was spent well good today\'s weekend. So I enjoyed my morning walk and I had my lunch as well and I am giving my interview. Thank you so much.\n\n', 'Yoda Response: Hello Avi, thank you for having me. My day is going well, and I\'m excited to be here. I had a refreshing morning walk and a nice lunch, so I\'m all set for our conversation. Looking forward to discussing the opportunity at Royal Enfield.', '6', 'Swapnil\'s response is cordial and provides a personal touch by mentioning his morning walk and lunch, which is a good way to establish rapport. However, the response could be more professional by expressing enthusiasm for the interview and the opportunity at Royal Enfield. Additionally, there is a minor error in addressing the interviewer as \"V\" instead of \"Avi.\"'),
(436, 71, 38, 414, 101, 'I\'m glad to hear you\'ve had a good day, Swapnil. Since we have our interview scheduled now, is this still a convenient time for you to talk?', 'yeah sure definitely it is convenient time for me I don\'t have any problem we can continue thank you\n\n', 'Yoda Response: Yes, absolutely, Avi. This is a perfect time for me. I\'m ready to dive into our discussion. Thank you for checking!', '4', 'Swapnil\'s response is affirmative and indicates readiness to proceed with the interview, which is good. However, the response lacks professionalism due to the casual language (\"yeah sure\") and absence of punctuation, which affects readability. A more polished and professional response would enhance the impression.'),
(437, 71, 38, 414, 101, 'Welcome Swapnil, I\'m an interviewer with nearly two decades of experience, currently with Royal Enfield, the oldest motorcycle brand in continuous production since 1901. Today, we\'re looking for a skilled HMI Developer to join our Digital & IT team in Chennai. The role involves owning the development of Android platform components, integrating third-party libraries, designing user interfaces, and optimizing system performance. With your background in Java and Kotlin for Android development, we\'ll discuss how you can fit into this role. Are you ready to proceed with the interview?', 'yeah so yeah so my in I in my background I worked on the Android Kotlin and Java so both these and also work on the AOSP project as well so I\'m confident on that my skills my skill sets are matching with that profile as well yeah so yeah I\'m ready for the interview thank you so much\n', 'Yoda Response: Absolutely, Avi. With my experience in Java and Kotlin for Android development, as well as my work on AOSP projects, I feel well-prepared for this role. I\'m eager to discuss how my skills and experiences align with the responsibilities at Royal Enfield. Let\'s proceed with the interview. Thank you!', '4', 'Swapnil\'s response confirms readiness for the interview and mentions relevant experience with Android, Kotlin, Java, and AOSP, which aligns with the job requirements. However, the response is repetitive (\"yeah so yeah so\") and lacks structure and professionalism. It could be improved by being more concise and eliminating unnecessary repetition to communicate more effectively.'),
(438, 71, 38, 414, 101, 'Can you briefly introduce yourself and a bit about your professional experience? Also would be great to know what is not already in your CV or LinkedIn profile.', 'Yeah, sure, definitely. So, my name is Sobhjeet Thonke. I have completed my MCA from Shivaji University, Kuala Lumpur. Currently, I am working with Tech Mahindra and my client is the Ford Motor. So, I am working with Ford Motor since last more than two years. Currently, my project is on Ford credit mobile application. So, it is based on the account management system. So, whatever the cars a user buy from the Ford, if it is on loan or lease, that we are maintaining, every balance sheet of that user as well and that car maintenance and all those as well. So, these things we are managing in our application currently. I also experience, I have worked with the Capgemini. So, there I worked with the HSBC bank and my previous two organization was the Roanjneri and Genital Services. So, over that I also worked on different mobile applications. Total, I have 88 plus of years of experience and my skill sets are Android, Kotlin, Java, Jetpack, Compose and many more. The new technologies comes in the mobile that also I have the exposure on that. So, that\'s from my career overview. Thank you so much.\n', 'Yoda Response: Certainly, Avi. My name is Yoda, and I have over four years of experience in Android development using Java and Kotlin. I hold a Master\'s degree in Computer Applications from KIT\'s IMER in Kolhapur. Currently, I work at Tech Mahindra, where I lead a team on the Ford Credit mobile application, focusing on account management and financial services. Prior to this, I was with Capgemini, working on banking applications for HSBC. I\'ve also worked with Raw Engineering and G.N. Retail Services, where I developed various mobile applications in different domains like sports and e-commerce.\n\nBeyond what\'s on my CV, I have a keen interest in exploring new technologies and frameworks in mobile development. I also enjoy mentoring junior developers and participating in tech meetups to stay updated with the latest industry trends. In my free time, I love photography and playing cricket. Thank you for giving me this opportunity to introduce myself.', '4', 'Swapnil\'s response provides an overview of his professional experience, which is relevant to the job description. However, there is a discrepancy in the name provided, which could be a mistake, and the response includes a repetition of the word \"so.\" Additionally, Swapnil mentions having \"88 plus of years of experience,\" which is likely a typographical error and should be corrected for clarity. The response could be improved by providing unique personal insights or interests that are not found on the CV or LinkedIn profile, as requested in the question.'),
(439, 71, 38, 414, 101, 'Can you please describe a project where you were responsible for Android Platform Development, particularly focusing on frameworks and system services?', 'yeah sure so I work on the more than 16 plus applications and projects so yeah so as you say that on the android platform projects most of the projects I develop on the android as well two of the projects I develop in the react native as well so yeah so I have experience in mobile application that much and about that Android you say you if you consider so most of the projects I use the follow the framework of that whatever that provided by in that Android components that I follow use for that applications yeah and as you said the services and challenges are yeah so in the related to Android framework project yes so I work on that one of the applications to be provided to GD power so these application is basically is for the multimedia applications over that I we have used that services also that services are basically running on the background as we know so that like that services are work on the system services so whatever the we accessing that system services we require some specific permissions as well so it may be not restricted to for security reasons as well so we follow the approach for request permission and handling exceptions as well so these every time we ensure that necessary permissions and the run time it is required that is should be permittable handling some exceptions suppose proper time it is not run then it will need some exceptions in some scenarios so if it is permission is not granted so that also we followed another is a performance and resource management we considering so then in the resource whatever the resource are there in that resources we are keeping to the whole project so that also we managing it is a significant way we are managing and efficient way we are using that resources so we not that much sizes or we pick that we actually we in the victimages of that sometimes we create our own conference as before that using and we focus the use for that optimization of that resources uses background processing also we keep that because so as the service is running on the main thread we also use some threads in that service so it should be that work is different or work will be done on different parallel process so it won\'t affect on the main services that also we I also done that as well then security also I have followed some data where we required that so the data encrypted we do that we follow the best practices of that SSL pinning also I have done that somewhere some we restricted to service used there what we can do and miss solutions so that also have perform and use that somewhere in the normal application we see so we can require the work manager as well so that I also use and most probably as in our AOSP application one of that I did that I did the inter-process communication so in that I do what we do we created our own services and there is have already one services so then that time we need to communicate between the two services so I created one AIDL and same AIDL will be integrated into the another services that make sure it is integrated and be able to do the good communication so these things yeah thank you\n', 'Yoda Response: Certainly, Avi. One of the notable projects I worked on was the Ford Credit mobile application at Tech Mahindra. This project involved extensive Android platform development, where I was responsible for integrating various frameworks and system services.\n\nIn this project, we utilized Android components extensively, adhering to best practices for framework usage. One of the key aspects was handling background services efficiently. For instance, we implemented services that ran in the background to manage account updates and notifications. To ensure these services performed optimally, we used threading to offload heavy tasks from the main thread, thus maintaining a smooth user experience.\n\nWe also focused heavily on security. We implemented SSL pinning to ensure secure communication and followed best practices for data encryption. Permissions were handled meticulously, requesting only what was necessary and managing them at runtime to enhance security.\n\nAnother challenging aspect was resource optimization. We managed resources efficiently by using custom configurations and optimizing memory usage. This involved careful management of background processes to ensure they did not drain the device\'s battery or impact performance negatively.\n\nAdditionally, in one of our AOSP projects, we needed to implement inter-process communication. We created our own services and used AIDL (Android Interface Definition Language) to facilitate communication between different services. This ensured seamless integration and efficient data exchange between components.\n\nOverall, these experiences have equipped me with a deep understanding of Android platform development, from frameworks and system services to security and performance optimization. Thank you.', '4', 'Swapnil\'s response is extensive and touches on various aspects of Android platform development, including framework usage, background services, security, and resource management. However, the response is unstructured, lacks clarity, and is difficult to follow due to the absence of punctuation and the stream-of-consciousness delivery. Swapnil could improve by organizing his thoughts more coherently, using concise sentences, and focusing on specific examples that highlight his expertise in Android platform development.'),
(440, 71, 38, 414, 101, 'Please share your experience in customizing Android for specific hardware configurations. How did you approach the integration of third-party libraries or proprietary software?', 'okay so yeah so third part is first of all the customization of that Android as well as for the specific hardware configuration means we can say suppose we are using Android 8 and that AIDL is not supported it is HIDL okay so that time so we go through that okay and we work on that on that project so once it is come to into the Android 10 it is AIDL that time for specific requirement purpose we migrated from HIDL to AIDL that is a specific required change we followed and we done that okay and another if we integrating the third-party libraries okay so as we required so what we do we check how it is feasible first of all and what the functionality we required for that like suppose logging means wherever we get the issue and get the problems we capture the logs so for that logging as well we use that library third-party library so that way we actually find out the root cause whenever application gets some because when we not directly check that logs we capturing one file using that some library so that is also another then I also use the ROR so it is a resource management okay so what is that using that whatever the resources we have created so that resources whenever UI has been changed or anything has been changed so it is a common for everywhere everywhere that is also one of the major things okay and also we consider the so third-party library also another we think okay so another if anything we Bluetooth that thing we already needed from our self okay but any yeah any animation if you required okay so that also we use the another third-party library like in current my android project also I use some third-party libraries as well as like because who are glad we required to show the images so that also I add but yeah version controlling for that we use the Jira so that is also another third-party term we can use for that okay with the Jira as well so another so if you required yeah so this is the used actually and as for the difficult approach to use for that so actually using that the third-party libraries whatever the difficulties we are facing in that our project that we overcome suppose currently we are not version controlling and not version controlling so it will affect to that our next release so better way we use that version control so it will be get easy to the keep track over projects and managing easy way so suppose we handling some issues using the logs library so it is tracking that issues and we can easily solve that okay suppose some lysine terms are there and if you using that lysine terms library so we can handle that like whatever the OSP library suppose we using we follow that some approaches for that security these kind of way we can thank you so much\n', 'Yoda Response: Certainly, Avi. Customizing Android for specific hardware configurations has been an interesting part of my work. For instance, when we needed to migrate from HIDL to AIDL due to hardware requirements, we carefully planned and executed the migration to ensure compatibility and performance improvements. This involved updating the interface definitions and ensuring seamless communication between hardware and software components.\n\nRegarding the integration of third-party libraries, we always start by evaluating the library\'s feasibility and compatibility with our project requirements. For example, in one of my projects, we needed robust logging capabilities. We integrated a third-party logging library that allowed us to capture and manage logs efficiently, helping us diagnose and resolve issues promptly.\n\nWe also used libraries for resource management to ensure that UI changes and other resources were handled consistently across the application. This approach helped us maintain a uniform user experience and optimize resource usage.\n\nIn another instance, we integrated libraries for image loading and animations to enhance the visual appeal of our application. For example, we used Glide for efficient image loading and caching, which significantly improved the app\'s performance and user experience.\n\nVersion control and project management tools like Jira were also integral to our workflow. They helped us keep track of changes, manage releases, and ensure smooth collaboration among team members.\n\nOverall, the key to successful customization and integration lies in thorough evaluation, careful planning, and continuous monitoring to ensure that the integrated components work harmoniously with the existing system. Thank you.', '4', 'Swapnil\'s response touches on relevant topics such as Android customization for specific hardware and the integration of third-party libraries. However, the response is convoluted and lacks clarity due to the absence of structure and punctuation. Swapnil could improve by providing clear examples of projects where he customized Android for specific hardware, explaining the process and challenges faced. Additionally, focusing on how he evaluated and integrated third-party libraries would demonstrate his problem-solving skills and attention to detail.'),
(441, 71, 38, 414, 101, 'Could you please elaborate on a time when you designed and implemented user interface components for the Android platform? What were the key considerations for automotive or consumer applications?', 'yeah for the automotive and consumer applications if you said so as a consumer of normal application if you say so for the key constraint we what we what I had to do actually for that so whenever I do the application development first of all check so what the way we can reusability of that component so actually we have design library so in that we create that component and we use that component on all over the project so it is it is reusable okay another it we it will be the prevention of it means repeated the code so it is a restriction on that okay then we use for that the whatever the yeah these things we do then currently using the jpeg compose as well so it is reduced to the multiple files actually we keep both places of the files that is reduced in the current project okay and if you consider into the automotive project so that is a difference in that how we can do that so we in the automotive we can follow some steps or to do things so somewhere if you required so we create our custom component as well wherever we required so it is you it will be the usability because the components we create one button and it will be customized and it whenever some time required same button so it will be usable that then usability and suppose we accessibility is a simple suppose we navigation specifically would be the simple navigation because customer directly interact with that system so it should be the easy to use for that we reduce to any large fonts and colors contrast that won\'t be affected to the that also some provide the accessibility features suppose some customers are disability so that can be easy to handle in future as well so they can use as well yeah we keep under everything to everything should be smooth as a performance because performance it will be take some time to that load the UI and that not responsive to the user that much so it will be too much difficult so it will be fast response it should be good way whatever the resources we are used that should be minimized sizes which will be do not take some time to CPU or memory for that processing yeah and another thing we follow some design principles and guidelines for that provided by that documentation on the UI UX so it will be ensure that we are in that correct direction and whatever that whenever we using that suppose yeah suppose we are using some services so we make sure always we updated the data UI on the after the service work has been done on directly because it won\'t take time to that update the UI as well and as per the layer of the every so we decide in what time we have to update the UI follow some UX as well so before that design to UI we go through that wire framework and we think on that and we do they do that also on that notification purpose suppose of the notification is shows to UI user so where it exactly show it won\'t affect into other places as well the it should be precise and it should be visible to user that we also make sure so that also these are the practices actually most of the time follow yeah thank you\n', 'Yoda Response: Certainly, Avi. Designing and implementing user interface components for Android, especially for automotive and consumer applications, involves several key considerations.\n\nFor consumer applications, reusability and consistency are paramount. We often create a design library where components are developed once and reused across the project to maintain uniformity and reduce redundancy. For instance, in one of my projects, we used Jetpack Compose, which streamlined the UI development process by reducing the need for multiple files and enabling more efficient component reuse.\n\nIn automotive applications, user experience and accessibility are critical. We design custom components tailored to the specific needs of the application. For example, we create custom buttons and navigation elements that are easy to use and visually accessible. This involves ensuring that the UI is intuitive, with simple navigation and large, easily readable fonts and high-contrast colors to accommodate users with visual impairments.\n\nPerformance is another crucial factor. We optimize UI components to ensure they load quickly and respond promptly to user interactions. This involves minimizing resource usage and ensuring that background processes do not interfere with the UI\'s responsiveness.\n\nWe also adhere to design principles and guidelines provided by the Android documentation to ensure that our UI components are in line with best practices. This includes following proper UX design processes, such as creating wireframes and prototypes before final implementation.\n\nAdditionally, for features like notifications, we ensure they are displayed prominently without disrupting the overall user experience. Notifications are designed to be precise and visible, providing users with essential information without cluttering the interface.\n\nOverall, the goal is to create a seamless, efficient, and accessible user experience that meets the specific needs of both automotive and consumer applications. Thank you.', '4', 'Swapnil\'s response includes relevant considerations for designing user interface components, such as reusability, performance, and accessibility. However, the response is again unstructured and difficult to follow due to the lack of clear organization and punctuation. Swapnil could improve by providing a more structured response with clear examples of specific projects, outlining the design process, and highlighting the key considerations for automotive or consumer applications in a more concise manner.'),
(442, 71, 38, 414, 101, 'Performance optimization is crucial. Can you discuss a scenario where you had to optimize system performance for an Android application? What tools and techniques did you use?', '\n', 'Yoda Response: Certainly, Avi. Performance optimization is indeed a critical aspect of Android development. One notable scenario where I had to optimize system performance was during my work on the Ford Credit mobile application.\n\nThe application initially faced issues with slow load times and lag during user interactions. To address these performance bottlenecks, we employed several tools and techniques:\n\n1. **Profiling Tools**: We used Android Studio\'s built-in profiling tools to monitor CPU, memory, and network usage. This helped us identify which parts of the application were consuming the most resources.\n\n2. **Code Optimization**: We reviewed and refactored the code to eliminate inefficiencies. For instance, we optimized loops and removed unnecessary computations. We also made extensive use of Kotlin\'s coroutines to manage background tasks more efficiently.\n\n3. **Memory Management**: We identified memory leaks using tools like LeakCanary and addressed them to ensure that the application used memory efficiently. This involved proper management of lifecycle-aware components and ensuring that resources were released when no longer needed.\n\n4. **Image Loading**: We optimized image loading and caching using libraries like Glide. This reduced the time taken to load images and improved the overall responsiveness of the application.\n\n5. **Database Optimization**: We optimized database queries and used indexing to speed up data retrieval. We also implemented pagination to load data in chunks rather than all at once, reducing the initial load time.\n\n6. **Network Optimization**: We used Retrofit for efficient network calls and implemented caching strategies to minimize redundant network requests. This not only improved performance but also reduced data usage.\n\n7. **UI Optimization**: We ensured that the UI components were lightweight and avoided complex layouts that could slow down rendering. We also used RecyclerView for efficiently displaying large lists of data.\n\nBy employing these tools and techniques, we were able to significantly improve the application\'s performance, resulting in faster load times and a smoother user experience. This not only enhanced user satisfaction but also reduced the application\'s resource consumption, making it more efficient overall.\n\nThank you.', '0', 'Swapnil did not provide a response to this question, which means there is no content to evaluate. It is crucial for a candidate to address all interview questions to demonstrate their knowledge and experience effectively. Swapnil should ensure to provide a detailed answer that showcases his understanding of performance optimization in Android applications, including specific tools and techniques he has used in past projects.');
