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

Descriptive Analysis:
Overall Summary:
- The candidate's resume shows a good fit for the roles and responsibilities of the job, with a score of 8/10.
- The candidate has 3-5 years of experience as a Senior Analyst and Manager, which aligns with the requirement for 3-5 years of experience. However, the resume does not explicitly mention the years of experience, resulting in a score of 4/10.
- The candidate holds an MBA degree and a CFA Level-1 certification, which aligns with the requirement for a Bachelor's or Master's degree. However, the resume does not mention a specific degree in Computer Science, Information Systems, Finance, Business, Data Science, or a related field, resulting in a score of 6/10.
- The candidate possesses skills in SQL, data analysis, reporting, and Microsoft Excel, which align with the required skills. However, the resume does not mention skills in data modeling, metadata organization, data cleaning, large SQL databases, queries, report writing, presentation skills, familiarity with AI techniques, compliance data experience, attention to detail, or data warehousing, resulting in a score of 6/10.
- The resume does not explicitly mention experience in the finance or investment domain, resulting in a score of 4/10 for domain/industry fit.
- The candidate demonstrates strong analytical skills, attention to detail, and teamwork, which align with the key competencies required. However, the resume does not mention knowledge of relevant technology toolsets, familiarity with AI techniques, or compliance data experience, resulting in a score of 6/10.

In summary, the candidate's resume aligns well with the roles and responsibilities of the job, but falls short in terms of years of experience, specific educational qualification, skills/knowledge, domain/industry fit, and key competencies. The candidate's experience as a Senior Analyst and Manager, along with their MBA degree and CFA Level-1 certification, provide a strong foundation for the role. However, additional experience and skills in data modeling, metadata organization, data cleaning, large SQL databases, queries, report writing, presentation skills, familiarity with AI techniques, compliance data experience, attention to detail, and data warehousing would enhance their fitment for the job requirements.