Fraud, waste, and abuse research - From Prediction to Explainable Provider Behavior Profiles for Fraud, Waste, and Abuse Review

A practical framework for turning claims data into interpretable provider behavior profiles that help fraud, waste, and abuse teams understand what changed and where to investigate.

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July 2026PDF25 pages

What you’ll learn

  • Why prediction residuals alone are difficult to operationalize in payment integrity
  • How to separate provider scale, service mix, novelty, and billing context
  • How code lineage and Medicare-to-client comparisons improve interpretation
  • Validation findings from an eight-quarter audit spanning 1.22 million providers

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