Predictive Analytics & Data-driven Decision Making

Customer behavior segmentation and churn prediction using classification, clustering, and lifetime value models to tailor marketing and retention strategies.

Sales and demand forecasting using time series modeling (Prophet, ARIMA, LSTM) and external drivers like seasonality, holidays, and macroeconomic factors.

Real-time risk scoring systems for fraud detection, loan default prediction, and credit scoring using anomaly detection and ensemble models.

Predictive maintenance for manufacturing and industrial equipment using sensor data and early-failure pattern analysis to reduce unplanned downtime.