On-Time Delivery Early Warning System

Detected KPI degradation before it surfaced in reports, enabling faster intervention.

XGBoostFastAPIPower BIMonitoring

Problem

Working with shipment, lead-time, and fulfillment metrics across the network, the challenge was to build a system that could detected kpi degradation before it surfaced in reports, enabling faster intervention while maintaining reliability and actionable insights for the team.

Approach

Model: Gradient-boosted early-warning classifier

System: FastAPI service + Power BI alerts

Results

Reduced surprise KPI drops and firefighting