RCM benchmarks, and the definitions that make them comparable
A KPI without a denominator is a slogan. This page states formulas, exclusions, and sources so a vendor dashboard cannot quietly redefine the metric mid-pitch.
Last reviewed against published HFMA, CMS, MGMA, Premier, and related primary sources linked on this page on .
How to use this page
Prefer named definitions (HFMA MAP Keys where possible) over peer brag sheets. Prefer your own year-over-year trend when public percentile tables are paywalled or thin. Every band below is a reference frame, not a promise that your specialty must hit it.
KPI definitions (formulas first)
Days in A/R
Common formula: total accounts receivable ÷ average daily charges, often on a rolling period, with credit balances handled explicitly. Why it drifts: including or excluding credits, using gross vs net, and mixing patient A/R with insurance A/R all move the number without changing operations. MGMA has reported periods where many practices saw days in A/R increase (MGMA Stat context (opens in a new tab)). Practice literature often discusses a 30–40 day overall band as a management target — treat that as a commonly cited target, not a single DataDive percentile reproduced here (KPI materials (opens in a new tab)).
Cost to collect
HFMA-aware formula: RCM expense ÷ cash collections, with inclusions listed (HFMA guide (opens in a new tab), MAP Keys (opens in a new tab)). Why it drifts: leaving out statement vendors, agency fees, or front-desk time makes the rate look better. Hospital discussion often centres near ~2–3% of net collections under disciplined inclusion; independent clinics with heavy patient-responsibility work commonly sit higher once that stack is counted. Run your own estimate.
First-pass clean claim rate
Formula: claims accepted on first submission ÷ claims submitted (define whether secondary claims and voids count). Why it drifts: “accepted” can mean clearinghouse accepted, payer accepted, or paid without edit — three different bars. Better performers are widely discussed in the mid-to-high 90%s; many practices discover they sit lower once they measure. Publish the definition next to the number.
Initial vs final denial rate
Initial: denials on first adjudication ÷ claims. Final: claims never paid after appeals ÷ claims (or as % of net patient revenue — state which). Kodiak Solutions data reported via Fierce Healthcare put median final denial rate for hospitals at 2.5% in 2024 → 2.7% in 2025, with rising revenue leakage (report (opens in a new tab)). Coding-related denials have been cited as up 126% over three years in MDaudit data discussed in an HFMA roundtable (opens in a new tab).
Net collection rate
Formula: payments ÷ (charges − contractual adjustments), or a close variant — name the contractual-adjustment source. Why it drifts: using gross charges in the denominator turns a healthy collection rate into a horror story, and the reverse hides underpayments.
Reference bands (not trophies)
Days in A/R (overall)
- Better-performer discussion
- Often discussed near ~30 days
- Common / median discussion
- Often discussed ~30–40 days
- Needs attention
- Sustained >50 without a definition change
- Source framing
- MGMA-oriented practice KPI literature; verify definition
Cost to collect
- Better-performer discussion
- Low single-digit % of collections (hospital-style MAP)
- Common / median discussion
- Mid single-digit % when patient AR is heavy
- Needs attention
- Double-digit % of collections
- Source framing
- HFMA cost-to-collect method; model on /cost-to-collect
First-pass clean claim
- Better-performer discussion
- Mid–high 90%s (definition-dependent)
- Common / median discussion
- Upper 80%s to low 90%s common when unmeasured
- Needs attention
- Persistently <~85% with a clear definition
- Source framing
- Industry KPI practice literature; measure before ranking
Final denial rate (hospital median example)
- Better-performer discussion
- Below peer median with stable coding/auth
- Common / median discussion
- 2.5–2.7% final denial (Kodiak 2024–2025 hospital sample)
- Needs attention
- Rising final denials + rising adjudication cost
- Source framing
- Kodiak via Fierce Healthcare; Premier adjudication $
Bands are discussion ranges with sources, not a sold MGMA DataDive table. If your specialty association publishes a tighter table, prefer that — and keep the same definition year over year.
Why definitions drift on purpose
Two worked patterns show up in vendor demos:
1. The shrinking denominator. A dashboard shows “denial rate” on adjudicated clean claims only, excluding claims rejected at the clearinghouse. The rate looks excellent; the worklist is still full. Ask: “What is excluded from the denominator?”
2. The missing numerator. “Cost to collect is under 3%” while statement vendor fees, patient-statement postage, and half the front desk live in other cost centres. Ask: “List every GL account in the numerator.”
HFMA MAP Keys (opens in a new tab) exist to make those games harder. You do not need to buy a peer survey to insist on a written definition.
How to measure yours this month
From your practice management system, pull:
- Total A/R and average daily charges for the same rolling window (often 90 days) — compute days in A/R yourself.
- Patient-responsibility charges last 90 days (not gross charges) and open self-pay balances.
- Claims submitted vs accepted on first submission for one calendar month — write the acceptance rule you used.
- Initial denials and final write-offs to bad debt / denial — separately.
- RCM expense for the quarter: billing wages (loaded), clearinghouse, statements, collection agency, eligibility tools.
Then run the cost-to-collect calculator on the patient slice. If a vendor’s dashboard cannot reproduce these five pulls, it is not your system of record for the argument.
Common questions
- Are these official MGMA percentiles?
- No. Where MGMA or HFMA publish methods or survey context we cite them. We do not reproduce paywalled DataDive percentile tables we cannot show you.
- Should I use hospital MAP Keys for a five-provider clinic?
- Use the definitions; be careful with the peer set. Hospital inclusion sets and volumes differ. Year-over-year self-comparison is often more honest than a hospital percentile.
- Where do I get the calculator constants?
- On /cost-to-collect — every constant is listed with source, publisher, and as-of date in the model notes and assumptions.
Sources
- HFMA Guide to Better Practices in Measuring Cost-to-Collect (opens in a new tab) — HFMA
- HFMA MAP Keys — industry-standard revenue cycle KPIs (opens in a new tab) — HFMA
- The KPIs that define revenue cycle excellence (opens in a new tab) — HFMA
- Reshaping revenue cycle strategy (HFMA roundtable; MDaudit-sponsored) (opens in a new tab) — HFMA / MDaudit-cited data
- Despite better cash flow, providers missed out on more revenue in 2025 due to increased payer denials (opens in a new tab) — Fierce Healthcare (reporting Kodiak Solutions data)
- Premier: claims adjudication costs providers $25.7 billion (opens in a new tab) — Premier Inc.
- MGMA Stat: half of practices saw days in A/R increase (2021 poll context) (opens in a new tab) — MGMA
- Practice RCM KPI white paper (MGMA-oriented materials) (opens in a new tab) — MGMA / practice RCM KPI white paper
Last reviewed against published HFMA, CMS, MGMA, Premier, and related primary sources linked on this page on .
Every benchmark and formula on this page is sourced and dated above. Where a figure is a range, the range is the honest answer, not a hedge. If you think something here is wrong or out of date, tell us — corrections are logged and dated.