1. Roles & Responsibilities: 4/10
2. Years of Experience: 2/10
3. Education Qualification: 6/10
4. Skills/Knowledge: 4/10
5. Domain/Industry: 10/10
6. Key Competencies: 4/10
7. Certifications: 6/10

Descriptive Analysis: 
Overall Summary- MARGINAL FITMENT
- The candidate has 2+ years of hands-on experience in ChatBot Development, which is less than the 5-10 years required.
- The candidate's educational qualification, B.Tech in Electrical, is somewhat relevant but not a direct match to the Bachelor of Engineering (BE) requirement.
- Skills in NodeJS, Microsoft Bot Framework, and JavaScript are mentioned, indicating some knowledge of Azure Bot Service and development skills but lacking explicit mention of most primary skills required such as Azure Machine Learning, Cognitive Services, and .NET Full Stack Development.
- The candidate has certifications in Kore.AI Bot and OpenAI API and CHAT GPT for developers, which shows some alignment with AI integration skills but does not cover the full breadth of required Azure services and technologies.
- The candidate's professional experience includes chatbot development using Microsoft Bot Framework and integration with various systems, which aligns with some of the roles and responsibilities but lacks evidence of leadership, mentoring, and collaboration with cross-functional teams.
- The candidate has received recognition in their current role, indicating some level of competency and achievement.
- The resume does not provide evidence of extensive Azure cloud services expertise, AI integration skills across the breadth of services mentioned, or proficiency in .NET Full Stack Development.
- Given the 'VERY GENEROUS' strictness level, the candidate's marginal fitment is acknowledged with some leniency in scoring, recognizing the potential to grow into the role with their current foundation and willingness to learn.