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

Descriptive Analysis: 
Overall Summary- Candidate's Fitment to Job Requirements
- The candidate's resume indicates a strong alignment with the roles and responsibilities, particularly in writing efficient code, ensuring application performance, and demonstrating problem-solving skills. The project descriptions showcase the candidate's ability to collaborate on complex projects, which is a positive indicator of their ability to work with cross-functional teams.
- With a Bachelor of Technology in Computer Science and a GPA of 8.01, the candidate meets the education qualification requirement. The CGPA is slightly above the minimum requirement of 7.5.
- The candidate's skills in Python, machine learning, data preprocessing and analysis, statistical analysis, and data visualization are relevant to the job's primary skills. However, there is no explicit mention of experience with Excel, Tableau, R, SAS, scikit-learn, pandas, Matplotlib, Seaborn, Flask, NumPy, Git, venv, or conda, which are critical for the role.
- The candidate's key competencies such as problem-solving, effective communication, and teamwork are demonstrated through their project work and achievements. The proactive attitude is evident in the ongoing project and hackathon wins.
- There is no direct evidence of certifications related to the primary skills required for the job, which results in a lower score in this category.
- The candidate's experience is within the 0 to 1-year range, which perfectly fits the job's experience requirement.
- Since the Domain/Industry knowledge is not specified in the job requirements, it is not applicable in this analysis.
- The resume does not mention any travel requirements or location preferences, but the candidate's current location in New Delhi and the fully remote work flexibility align with the job's location and travel requirements.