Student Dropout Prediction System with CRM Data and Dashboard

Student Dropout Prediction System with CRM Data and DashboardStudent Dropout Prediction System with CRM Data and Dashboard

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manjiri

• Oct 29

End-to-end system that turns CRM tables into dropout predictions, with a 0–100 risk score for every student and a retention dashboard.

Highlights

MySQL feature layer: engagement score, academic score, enrolment tenure

Random Forest model (ROC-AUC 0.74), with predictions written back to the database

Power BI dashboard with risk segments, course-level risk and a priority intervention list

Completed work

Data Analysis Data Science Product Data Analytics Python Microsoft Power BI SQL

Emote Agency

• Oct 29

Esports players generate a lot of performance data. The challenge is making it useful at a glance.

Fragstat is a mobile analytics app concept that brings champion insights, match statistics, seasonal progress, and achievements into one clear experience. Soft blue gradients, translucent cards, bold typography, and character imagery give the data a distinct gaming identity.

The result is a more approachable way to review performance, spot patterns, and follow progress over time.

Completed work