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At Affine · Manufacturing
Wastage Root-Cause Analysis Platform
From reactive post-mortems to proactive, data-driven operations.
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.
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