21. - **excel proficiency**:
Score: 4
Qualitative Assessment: Needs Improvement
Description: Tanmay did not mention Excel proficiency. He should discuss his experience with Excel functions and data analysis to demonstrate this skill.

22. - **data pipeline development**:
Score: 4
Qualitative Assessment: Needs Improvement
Description: Tanmay did not mention data pipeline development. He should discuss his experience with designing and maintaining data pipelines to align with job requirements.

23. - **communication and collaboration**:
Score: 4
Qualitative Assessment: Needs Improvement
Description: Tanmay's communication and collaboration skills were lacking. He should provide examples of working with cross-functional teams and effectively communicating technical concepts.

24. - **problem-solving**:
Score: 4
Qualitative Assessment: Needs Improvement
Description: Tanmay did not effectively demonstrate problem-solving skills. He should provide examples of addressing data-related challenges and finding solutions.

25. ### Notes:
Score: 4
Qualitative Assessment: Needs Improvement
Description: Tanmay's responses were often vague and lacked detail. He should focus on providing specific examples and context to strengthen his interview performance.