Module / Topic: Predictive Analytics

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The Manufacturing Reference Architecture — Industry 4.0 in Practice
A 32-page reference architecture for Industry 4.0 manufacturing programmes — IoT, predictive maintenance, quality 4.0, and the operating model.
Regional Utility: Predictive Energy-Demand Forecasting
A regional utility built ML-based demand forecasting per substation. Forecast accuracy improved 28%; grid-balancing operations now data-driven.
Tier-1 Bank: Predictive Analytics for Real-Time Fraud Detection
A tier-1 bank built real-time fraud-detection ML models scoring 4M transactions per hour. Fraud losses reduced 41%; false-positive rate dropped from 11:1 to 4:1.
3PL Logistics Co: Predictive Demand Models Cut Stockouts 41%
A 3PL logistics company built ML-based demand forecasting across 12,000 SKUs. Stockouts dropped 41%; carrying-cost optimization saved $14M annually.