Root cause
Denial Reason Pareto
Denied amount concentration by denial category.
Operating snapshot
Revenue Cycle Performance
Denial, appeal, recovery, underpayment, and quality signals.
Claims Received12,000Submitted claim volume
Denied Claims1,972Claims requiring follow-up
Denial Rate16.4%Denied claims over received
Denied Amount$4,309,589Total revenue at risk
Expected Recovery$1,485,675Modeled recovery value
Appeal Success34.8%Overturned or partial wins
Recovered Amount$607,372Appeal dollars recovered
Underpayment$1,505,948Contract review exposure
Work Queue1,346Open actionable items
Quality Failures0Pipeline validation status
Analytics studio
Signals, Drivers, and Opportunity
Interactive charts are embedded with the standalone dashboard.
Payer strategy
Payer Friction Matrix
Denial rate, upheld rate, and dollar exposure.
Recovery
Service-Line Recovery Opportunity
Expected recovery value by operational service line.
Appeals
Appeal Outcome Mix
Closed and pending appeal distribution.
Predictive model
Denial Risk Score Distribution
Pre-bill risk tiers generated by the scoring model.
Operations
Priority Denial Work Queue
Open denials ranked by recovery value and operational urgency.
Loading queue...
| Claim | Payer | Service Line | Reason | Denied | Expected Recovery | Priority | Action | Triage |
|---|---|---|---|---|---|---|---|---|
| Loading work queue... | ||||||||
Contracting
Underpayment Opportunities
Claims with paid amount below expected or matched contract rate.
Loading opportunities...
| Claim | Payer | Service | Underpaid | Review |
|---|---|---|---|---|
| Loading underpayment opportunities... | ||||
ML explainability
Top Model Drivers
Highest feature importance values across scoring models.
| Model | Feature | Importance |
|---|---|---|
| denial_risk_model | network_status_In-network | 0.142 |
| denial_risk_model | network_status_Out-of-network | 0.132 |
| denial_risk_model | documentation_present_flag | 0.119 |
| denial_risk_model | expected_payment_amount | 0.082 |
| denial_risk_model | submitted_amount | 0.077 |
| denial_risk_model | allowed_amount | 0.075 |
| denial_risk_model | timely_filing_flag | 0.049 |
| denial_risk_model | prior_auth_present_flag | 0.037 |
| denial_risk_model | duplicate_claim_flag | 0.032 |
| denial_risk_model | benchmark_denial_rate | 0.030 |
| denial_risk_model | prior_auth_required_flag | 0.025 |
| denial_risk_model | documentation_required_flag | 0.022 |
| denial_risk_model | service_line_Professional E/M | 0.017 |
| denial_risk_model | service_line_Lab | 0.014 |
Governance
Data Quality Gate
Automated validation for benchmark, simulation, mart, and model outputs.
| Status | Check | Detail |
|---|---|---|
| PASS | benchmark_claims_denied_not_above_received | CMS-style benchmark rows are internally consistent. |
| PASS | benchmark_denial_rate_between_zero_and_one | Benchmark denial rates stay in valid probability range. |
| PASS | benchmark_appeals_not_above_denials | Benchmark appeal counts do not exceed denied claims. |
| PASS | every_claim_has_plan_and_issuer | All simulated claims have plan and issuer keys. |
| PASS | every_denial_has_reason | Every denied claim maps to a denial reason. |
| PASS | appeals_map_to_denials | Appeal records all map to known denials. |
| PASS | paid_plus_denied_not_above_submitted | Paid plus denied amount does not exceed submitted amount. |
| PASS | revenue_leakage_non_negative | Revenue leakage fields are non-negative. |
| PASS | work_queue_has_actions | Open denials have recommended actions. |
| PASS | work_queue_has_priority_scores | Open denials have priority scores. |
| PASS | underpayment_non_negative | Underpayment mart does not contain negative opportunities. |
| PASS | simulation_calibration_within_tolerance | Max plan-level denial-rate calibration error is 0.001; target tolerance is 0.080. |
| PASS | model_metrics_available | Model metrics were produced and probability metrics are finite when applicable. |