METRICFORGEHQ · MEASUREMENT GUIDE
How to calculate denial recovery rate
Keep recovered cash, appeal decisions and unresolved balances separate.
The formula used in this guide
Denied-dollar recovery rate = recovered cash attributed to a defined denied-dollar group ÷ original denied dollars in that group × 100.
Write down the group's inclusion dates, valuation basis and reporting cutoff before calculating. This is one explicit operational definition, not a universal payer or industry standard.
A fictional worked example
A defined group starts with $50,000 of denied dollars. By the review cutoff, $15,000 of cash has been received, reconciled and attributed to that group.
$15,000 ÷ $50,000 × 100 = 30% recovery.
The $35,000 difference may include unresolved amounts, adjustments and write-offs. It is not automatically an open collectible balance. Reconcile those categories against source records.
Try the free calculatorThree measures that answer different questions
Claim-count denial rate
How many initially adjudicated claims had at least one initial denial? For the calculator's definition, 80 unique denied claims out of 1,000 initially adjudicated claims gives 8%. Do not substitute submitted claims, rejected claims or service lines without redefining the measure.
Appeal decision success
What share of completed appeal decisions were favorable? If 20 of 25 decided appeals were favorable, that measure is 80%. It excludes pending appeals and does not establish that 80% of all original denied dollars was collected.
Denied-dollar recovery
How much cash has actually been recovered against the defined original denied-dollar group? This is a financial measure. Partial payments count only for recovered cash attributable to the group; a decision letter alone is not payment.
Before comparing two periods
- Use the same claim-versus-line grain and inclusion rules.
- Preserve the original denominator and document any correction.
- Compare groups at similar maturity; a newly denied group has had less recovery time.
- Separate payer and work mix before attributing the difference to team performance.
- Reconcile cash, adjustments, write-offs and open balances independently.
Take the number into a weekly review
Start with the definition and source tie-out. Then review the largest unresolved exposure, the next verified deadline, missing evidence, responsible owner and follow-up date. A percentage should lead to a specific review question.
Read the denial work-queue guide or inspect the actual Denial Recovery PRO workbook previews.
This is an educational operational example, not a payer-rule determination, performance benchmark or promise of recovery. No patient-level information is required.