← All projects

At Affine · Manufacturing

Wastage Root-Cause Analysis Platform

From reactive post-mortems to proactive, data-driven operations.

Anomaly DetectionCausal AnalysisOperations

The problem

A manufacturing major faced significant production wastage with no structured data quality checks or visibility into root causes.

What I did

Led discovery with operations and plant managers, then defined an RCA platform combining ML-based anomaly detection, causal analysis and operational drill-downs designed for non-technical users. Managed delivery across data engineering, modelling and visualisation, and presented findings to CXOs.

Outcome

Wastage reviews shifted from reactive post-mortems to proactive, data-driven operational decisions.

Next projectLoss Ratio Reduction
→