A/B test analyzer that returns ship/hold/iterate/kill, not a p-value. Power vs a pre-specified MDE, CIs, effect size, and SRM checks on every result. 37 tests.
ab-testing experimentation hypothesis-testing product-analytics pythonEvent-log churn scoring turned into a retention-budget decision: leakage-safe time-windowed labeling, calibrated LightGBM vs a logistic baseline, ROI simulator on 2.76M RetailRocket events. Honest result: baseline wins the holdout; CV 0.88 ± 0.06.
churn-prediction lightgbm machine-learning mlflow pydantic
Churn, LTV segmentation, and win-back ROI on the KKBox/WSDM dataset: calibrated XGBoost (ROC-AUC 0.788 on a fixed-seed 50K-user sample), K-Means LTV segments, retention-budget simulator with synthetic cold-start mode.
churn-prediction customer-segmentation kkbox machine-learning mkdocs
Healthcare operations BI on NY SPARCS inpatient data: DuckDB + SQL marts + Streamlit, case-mix adjusted facility benchmarks and XmR process control
Production churn prediction with statistical rigor — Optuna-tuned models, bootstrap 95% CIs, paired t-tests, calibration analysis on IBM Telco data. Live Streamlit dashboard.
bootstrap calibration churn-prediction confidence-intervals machine-learning
About Business Intelligence Analyst | Executive Dashboards for VPs & C-Suite | KPI Governance | Founder, CGC Labs
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