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Predictor - Predictive Analytics Specialist

Runs Prophet + XGBoost ensemble for 18-month forecasts (MAPE 4.2%).

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Parent Worker Trustee Decision Intelligence Digital Worker

Agent ID predictor

Portal Nexgile-RiskMind Platform

Sector Taft-Hartley Multi-Employer Benefit Funds

Status Operational

Problem Statement

The challenge addressed

Historical analysis alone cannot identify emerging risks. Funds need ML-based anomaly detection, trend forecasting, and pattern recognition to anticipate problems.

Core Logic

How the agent solves it

Runs Prophet + XGBoost ensemble for 18-month forecasts (MAPE 4.2%). Uses Isolation Forest + LSTM for anomaly detection in claims, contributions, and vendor performance. Identifies correlations across... Runs Prophet + XGBoost ensemble for 18-month forecasts (MAPE 4.2%). Uses Isolation Forest + LSTM for anomaly detection in claims, contributions, and vendor performance. Identifies correlations across 47 feature dimensions, detects early warning patterns, generates predictive insights with confidence intervals.

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Nexgile-RiskMind Platform

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Trustee Decision Intelligence Digital Worker

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Predictor - Predictive Analytics Specialist

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