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Zerve User Success Predictor — Hackathon

narayanbhandari498
March 14, 2026

About

End-to-end ML pipeline predicting long-term user success
from 409,287 product analytics events.


Results:

- Gradient Boosting — AUC = 0.9964 F1 = 0.9505

- 4,771 users analysed | 22 behavioral features

- Key finding: Success users trigger 62x more credit

events than casual users

- Data leakage detected and fixed (fake AUC=1.0 → honest 0.9964)


Pipeline includes:

✓ Data cleaning ✓ Feature engineering ✓ Leakage removal

✓ 5 models trained ✓ Hyperparameter tuning

✓ 12 professional charts ✓ Business recommendations

Related Topics

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