Data Analyst with less than a year in Operations and Data Science Skills
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Assessing your cultural and operational fit
B.Tech (Electronics) graduate with Data Science training in Python, SQL, and Machine Learning, building and deploying end-to-end ML projects. 6 months of professional experience in operations, with strong analytical thinking and attention to detail. Seeking an entry-level Data Analyst / Business Analyst / IT Support role to apply data skills in a technology-driven environment.
Yeshwantrao Chavan College Of Engineering Nagpur
B.Tech · Electronics Engineering
N/A – June 30, 2024
MIT School of Distance Education
Enrollment Executive
January 1, 2026 – Present
Pune, Maharashtra, India
Student Performance Predictor - End-to-End ML Pipeline
June 21, 2026 – Present
Built a modular, production-style ML pipeline (data ingestion → transformation model training) to predict student exam scores from demographic and academic features, following industry project structure with setup.py packaging Implemented custom exception handling and logging modules to capture errors with file name and line number for easier debugging a practice used in real ML codebases Trained and compared 7+ regression models (Linear Regression, Random Forest, XGBoost, CatBoost) using scikit-learn's RandomizedSearchCV for hyperparameter tuning
View ProjectRFID-Based Attendance System with Mobile Integration
June 21, 2026 – Present
Designed and developed an RFID-based attendance system allowing students to mark attendance via a mobile application, eliminating manual register-based tracking Built automated attendance data pipeline in Excel with percentage calculation, proxy detection logic, and report generation - reducing manual effort in attendance administration Integrated RFID hardware with Python backend to capture, validate, and store real-time attendance records with error handling for duplicate or invalid scans
Python
Unknown
June 1, 2026 – Present
Machine Learning [ML]
Unknown
June 1, 2026 – Present
Power BI
Unknown
June 1, 2026 – Present
My SQL
Unknown
June 1, 2026 – Present
Artificial Intelligence
Unknown
June 1, 2026 – Present
Google Data Analytics
Unknown
June 1, 2026 – Present
Cultural Fit Analysis
The candidate's academic projects show initiative in applying technical skills to solve real-world problems (student performance prediction, attendance system). Their current role as an Enrollment Executive, while not directly technical, involves data management and reporting, indicating a comfort with data-centric tasks. The breadth of certifications (Python, ML, Power BI, MySQL, AI, Google Data Analytics) suggests a strong drive for continuous learning and skill development, which aligns well with a growth-oriented culture. The target role of Data Analyst aligns with their stated career objective and acquired skills.
Soft Skills & Operational Fit
The candidate demonstrates attention to detail, process discipline, and adaptability, which are valuable for operational roles. Their experience in managing student enrollment data and generating MIS reports indicates a capacity for structured data handling and reporting. The project work also highlights problem-solving skills and an ability to implement practical solutions.