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Propensity-to-Pay Scoring Agent

Calculates patient propensity-to-pay scores using ML models with feature contributions from income, employment, payment history, and engagement metrics. Provides SHAP value explanations, confidence intervals, and counterfactual suggestions for score improvement.

Agent ID
propensity-scoring
Sector Healthcare Technology & Revenue Cycle Management
Status
Operational

Problem Statement

The challenge addressed

Treating all patients with the same collection approach wastes resources on unlikely-to-pay accounts and alienates patients who would pay with appropriate engagement.

Core Logic

How the agent solves it

Calculates patient propensity-to-pay scores using ML models with feature contributions from income, employment, payment history, and engagement metrics. Provides SHAP value explanations, confidence in...

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