Job Change Prediction (HR Analytics)
Cost-optimized HR analytics with 79.7% ROC-AUC and 20% cost reduction through business-aligned ML
Technology Stack
LightGBMCatBoostXGBoostSHAPStreamlitFastAPICost-Sensitive Learning
ML Frameworks
Deep Learning
NLP
Deployment
ROI
Retention program optimization
Accuracy
79.7% ROC-AUC
Key Performance Indicators
Recall
77% (optimized threshold)Business Cost
0.483 (lowest)Employees Analyzed
19,158Business Impact Summary
| Return on Investment | Retention program optimization |
| Model Accuracy | 79.7% ROC-AUC |
| Recall | 77% (optimized threshold) |
| Business Cost | 0.483 (lowest) |
| Employees Analyzed | 19,158 |
Overview
Production-ready HR analytics platform with 6 ensemble models predicting employee job changes using cost-sensitive learning. Custom threshold optimization (0.40 vs 0.5) reduces business costs by 20% with 77% recall.
Live Demo
Live Demo
Interactive Streamlit application
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Job Change Prediction (HR Analytics) Demo
Click below to load the interactive demo
This is a live, interactive demo deployed on Streamlit Cloud. You can:
- •Upload your own data for predictions
- •Explore model performance metrics
- •View interactive visualizations
- •Understand model predictions with explainability