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ML-Based Forecasting & Anomaly Detection Specialist

Applies ML models for demand prediction (7/30/90 day forecasts with confidence intervals), anomaly detection (demand spikes, price anomalies, supply disruptions, pattern breaks), trend forecasting with driver identification, and scenario modeling with probability and impact analysis. Tracks model performance (MAPE, RMSE, MAE, R²) and provides severity-rated anomaly alerts.

Agent ID
Predictive Agent
Sector B2B Distribution, Wholesale Parts, Dealership Network Operations, Fleet Management & After-Sales Service
Status
Operational

Problem Statement

The challenge addressed

Historical analysis cannot anticipate future conditions. Organizations are surprised by demand shifts and miss emerging patterns.

Core Logic

How the agent solves it

Applies ML models for demand prediction (7/30/90 day forecasts with confidence intervals), anomaly detection (demand spikes, price anomalies, supply disruptions, pattern breaks), trend forecasting wit...