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New Claims. New Claims. New Claims. Feature Construction. Scored Claims and Explanations. Model 1. Training Data. Audited Claims Database. Model 2. Ranking & Explanation. Feature Construction. Learning. Model 3. Auditors. Machine Learning Models. Feedback. Health Plan.
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New Claims New Claims New Claims FeatureConstruction Scored Claims and Explanations Model 1 Training Data Audited Claims Database Model 2 Ranking & Explanation FeatureConstruction Learning Model 3 Auditors Machine Learning Models Feedback
Health Plan Claim Submission Prepare Claim Claim Validation Provider(s) Benefit Rules Payer Systems Pre-Enrollment Finalization Enrollment Rework Adjudication Process (TBD) Eligibility Claims Data Post-Enrollment Rework? Pricing New Existing Rework Dashboard Rework Analytics Engine • Score attributes/features • Rank-order Rework claims • Incorporate feedback Rework Analytics Warehouse • Auditor/Adjudicator interaction • Resource allocation • Feedback collection Rework Analytics Store
Claim Submission Automated Claim validation Pricing Rework Prediction Tool Finalized Payment Auditor