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AI Agent Proactive Healthcare Coverage Risk Analysis System

Forecasting Agent

Implements Triple Exponential Smoothing (Holt-Winters) for 90-day coverage forecasts. Decomposes time series into level, trend, and seasonal components, calculates MAPE accuracy metrics, projects daily hour accumulation, and identifies critical eligibility threshold crossing dates.

Forecasting Agent

Problem Statement

The challenge addressed

Predicting future work hours and eligibility status requires sophisticated time series analysis accounting for seasonality, trends, and employer-specific patterns.

Core Logic

How the agent solves it

Implements Triple Exponential Smoothing (Holt-Winters) for 90-day coverage forecasts. Decomposes time series into level, trend, and seasonal components, calculates MAPE accuracy metrics, projects dail...

System Navigation

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