A denial report should show follow-up effort, amounts under review and payment outcomes separately. Use a cost model for planning assumptions, and payment records for reporting what actually happened. Adding those measures together creates a misleading loss total.
Keep three ledgers in your explanation
Track workload in staff time or cost, associated amounts in dollars with a clear allowance basis, and delay in time. Each can be useful without being called a loss. Denied charges can be much larger than an established allowance, so state the amount basis.
If the expected allowance is not known for a group, do not fill it from charges and call it expected revenue. Use an explicit estimate or an unresolved status.
Count recovery and unresolved cases distinctly
For a defined cohort, report what happened by an observation date: corrected and paid, decided but awaiting payment, still under review, or closed under an approved process. A closed work item does not itself establish a financial loss.
The payment and remittance roles described by CMS are useful here. Keep actual payment evidence separate from status changes and intended adjustments.
Treat cost assumptions as assumptions
A per-case rework estimate is a model input, not a measured wage saving. If you later measure actual effort, use a consistent time-recording method and explain what overhead is included.
Payment delay has a cash-flow effect, but a cost-of-capital calculation requires separate assumptions. The public Denial Cost calculator does not quietly turn days of delay into a guaranteed dollar loss.
Keep the monthly figures separate
Illustrative example.
| Illustrative monthly cohort | Result |
|---|---|
| 1,000 claims × 8% initially denied | 80 claims |
| 80 × $200 average assumed allowance | $16,000 associated allowance |
| 80 × $20 assumed rework cost | $1,600 administrative estimate |
| 60% modeled resolution | 48 resolved; 32 unresolved in model |
| 32 × $200 | $6,400 associated with unresolved modeled cases |
Do not label $16,000 + $1,600 + $6,400 as $24,000 lost revenue. The $6,400 is part of the $16,000 allowance assumption; unresolved does not necessarily mean permanently lost.
Avoid overlapping amounts
- Adding overlapping allowance groups.
- Multiplying denied charges and calling the result a collectable amount.
- Treating staff hours released as an immediate cash saving.
- Treating a modeled resolution rate as a measured appeal outcome.
Before sharing the report
- Define the cohort and allowance basis.
- Separate administrative cost from associated amounts.
- Show timing and pending outcomes.
- Measure net cash only after reconciling payments and reversals.
Keep reading
Sources
Apply the agreement and records relevant to your review. Examples explain the method; they do not determine a payment obligation.
- Health Care Payment and Remittance Advice
- Payment, remittance advice and EFT transactions
- Allowed amount
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