Provider Scorecard Generator

Learns from historical physician-level revenue-capture and operational-quality patterns — RVU productivity, wRVU per encounter, query response rate, denial rate by provider, RAF (Risk Adjustment Factor) accuracy, documentation completeness — and proposes per-(provider_class, specialty, panel_type) scorecard rules that surface comparable, fair, leadership-actionable provider-level metrics with appropriate cohort-normalization.