Scoring Format:
1. Roles & Responsibilities: 6/10
2. Years of Experience: 8/10
3. Education Qualification: 0/10
4. Skills/Knowledge: 7/10
5. Domain/Industry: 6/10
6. Key Competencies: 7/10
7. Certifications: 6/10

Overall Summary- Detailed Fitment Analysis
- Roles & Responsibilities: The candidate has experience in business analysis, stakeholder workshops, and strategic planning, which aligns with several of the job requirements. However, there is no direct mention of experience with Lean principles, Kanban, or specific Agile metrics, which slightly reduces the fitment score.
- Years of Experience: The resume shows a progression from a Business Development Manager to a Market Research Analyst, indicating relevant experience over a span likely close to the 4-10 years required, hence the high score.
- Education Qualification: The candidate holds a Bachelor of Business Administration, not the required MBA, resulting in a score of zero.
- Skills/Knowledge: The candidate has demonstrated skills in Agile methodologies (JIRA, workshops), requirement gathering, and stakeholder management. However, there is less evidence of deep expertise in mutual fund fintech knowledge or advanced SQL database management.
- Domain/Industry: The candidate has worked in business strategy and market research within consulting services, which is somewhat relevant to the financial services industry but does not specifically mention mutual funds.
- Key Competencies: The resume highlights competencies in stakeholder engagement, risk management, and Agile practices. The candidate also shows strength in requirement gathering and user story creation, aligning well with the job's key competencies.
- Certifications: The candidate has conducted IIBA-endorsed workshops and is familiar with Agile tools, suggesting a good level of certification and training relevant to the job requirements, though specific certifications are not listed.