| Course | HI555 Revenue Cycle Management |
|---|---|
| Unit | Unit 5 |
| Paper type | Denial analysis |
| Length | About 1,140 words, 7 pages double-spaced |
| Format | APA 7 student paper |
| School | Purdue University Global |
| Program | MS in Health Informatics |
| Updated | October 2026 |
Free sample paper for HI555 Unit 5
From the Payer's Words to the Hospital's Doors: A Unit 5 Denial Analysis That Re-Sorts 3,970 Claims by Where Each Problem Began
[Student Name]
Purdue University Global
HI555: Revenue Cycle Management
Unit 5 Denial Analysis
[Instructor Name]
[Date]
Bellcourt Health, its claims, denials and every amount are composite; the sources cited are real.
Two Denial Rates, Defined
Denial rates are reported several ways, and the choice changes the story. This analysis uses two for one quarter, both initial rates, meaning denials on first submission before any appeal.
1. Claim denial rate: the count of claims denied at least in part when first sent, over the count of every claim sent that quarter. For the quarter, 3,970 of 41,800 claims, or 9.5 percent.
2. Dollar denial rate: billed charges on those denied claims divided by all billed charges. For the quarter, $38.6 million of $312 million, or 12.4 percent.
The dollar rate is higher because inpatient claims, which are large, are denied more often than clinic claims. Every figure below states whether it counts claims or dollars.
Table One: Denials by the Payer's Reason Family
Payers report denials with reason codes, which group into families. By count of claims:
1. Medical necessity: 1,050.
2. Coding and bundling: 870.
3. Eligibility and registration: 760.
4. Authorization and precertification: 610.
5. Missing information or records requested: 330.
6. Duplicate claim: 150.
7. Timely filing: 110.
8. Other: 90.
Most denial reports stop here. On this table, patient access appears to own the third-largest family and coding the second.
Why Reason Codes Mislead
A reason code describes the payer's objection, not the provider's failure. The authorization family shows the problem clearly. Of its 610 denials, a review of accounts found that 52 percent traced to scheduling and authorization work, where an authorization was never requested or did not match the service; 31 percent to emergency admissions never reported to the payer within the notice window; and 17 percent to payer error, in which a valid authorization existed and the payer failed to match it. One family, three origins, and only one of them in the authorization team.
The same is true of medical necessity denials, which often reflect documentation that did not show what a physician knew, and of coding denials, some of which are payer edits applied in error. Payer review practices, especially in Medicare Advantage, can produce denials for services that meet coverage rules (Office of Inspector General [OIG], 2022), so a share of every family belongs to the payer. Each insurer also writes its own edits and documentation rules, which means the same service can draw different reason codes from different plans (Gottlieb et al., 2018).
A reason code tells you what the payer said; only the account tells you where the problem was made.
Method for Assigning Origin
A random sample of 400 denied claims was read account by account. For each, a reviewer asked at which step the problem was created and assigned one of six origins: patient access and case management, clinical documentation, coding, charge capture and billing, payer processing, or unknown. The share of each origin within each reason family was then applied to that family's full count to estimate origins for all 3,970 denials. Unknown was capped as a design goal at 8 percent and came in at 7.3 percent.
Table Two: Denials by Origin
By estimated count of claims:
1. Patient access and case management: 1,390.
2. Payer processing: 690.
3. Charge capture and billing: 610.
4. Clinical documentation: 520.
5. Coding: 470.
6. Unknown: 290.
Re-sorted by origin, patient access moves from third place to first, with more than a third of all denials. Coding, which the reason families placed second, falls to fifth.
Table Three: What Each Origin Costs
Counts alone do not show what is lost, because some denials are overturned and others are written off. For each origin, the table gives the overturn rate on appeal, average rework cost per denied claim and final write-off for the quarter.
1. Patient access and case management: 38 percent overturned, $42 rework, $4.1 million written off.
2. Payer processing: 81 percent overturned, $35 rework, $0.6 million written off.
3. Charge capture and billing: 70 percent overturned, $30 rework, $0.9 million written off.
4. Clinical documentation: 29 percent overturned, $118 rework, $5.3 million written off.
5. Coding: 64 percent overturned, $55 rework, $1.2 million written off.
6. Unknown: 45 percent overturned, $40 rework, $0.7 million written off.
Net cost, write-off plus total rework, ranks the origins differently again. Clinical documentation comes first, at about $5.4 million, or roughly $10,300 per denied claim, because these denials fall on large inpatient claims and are rarely overturned. Patient access is second in total, at about $4.2 million, but costs about $3,000 per claim. Payer processing generates many denials but loses little, since most are overturned.
Why Dollars and Counts Disagree
Patient access denials are numerous because they arise on every kind of visit, including small clinic claims. Clinical documentation denials are fewer but concentrate on inpatient stays where a missing piece of documentation can cost the whole claim. A department judged by count will focus on registration; one judged by dollars will focus on documentation. The analysis reports both so that each department can see its share honestly.
The Preventable Share
Denials originating in patient access, clinical documentation, coding and charge capture are preventable in principle by the hospital's own processes. Together they make up about 75 percent of denials by count. Payer processing denials are not preventable but are recoverable, and the high overturn rate suggests the appeals team is handling them well. Administrative work of this kind is costly in itself (Tseng et al., 2018), so prevention saves rework as well as write-offs.
Handing Each Origin to an Owner
1. Patient access and case management: eligibility checks on every admission and an emergency admission notice worklist built from eligibility responses.
2. Clinical documentation: concurrent review for the diagnoses most often denied for medical necessity.
3. Coding: a review of the bundling edits that produced most coding denials.
4. Charge capture and billing: the charge reconciliation recommended in the previous unit.
5. Payer processing: a monthly list of payer errors sent to each payer's provider representative.
Reading the Two Rates Together
The gap between the two rates is itself a finding. When the dollar rate runs well above the claim rate, as it does here, denials are landing on large accounts, and the revenue at risk is higher than the claim count suggests. A quarter in which the two rates converged would mean the opposite.
Limits
Origin estimates rest on a sample of 400 extended by reason family, and reviewers sometimes disagreed on origin. The quarter may not reflect seasonal changes in enrollment, which affect eligibility denials in January more than in other months.
References
Gottlieb, J. D., Shapiro, A. H., & Dunn, A. (2018). The complexity of billing and paying for physician care. Health Affairs, 37(4), 619-626. https://doi.org/10.1377/hlthaff.2017.1325
Office of Inspector General. (2022). Some Medicare Advantage organization denials of prior authorization requests raise concerns about beneficiary access to medically necessary care (OEI-09-18-00260). U.S. Department of Health and Human Services.
Tseng, P., Kaplan, R. S., Richman, B. D., Shah, M. A., & Schulman, K. A. (2018). Administrative costs associated with physician billing and insurance-related activities at an academic health care system. JAMA, 319(7), 691-697. https://doi.org/10.1001/jama.2017.19148
Reading the HI 555 Unit 5 instructions
The fifth unit commonly asks you to analyze an organization's claim denials and recommend where to focus prevention. Expect to define your denial measures, present denials by category, analyze causes and estimate financial impact. Many prompts provide a denial dataset or ask you to build a composite one. Nine pages with several tables is a typical scope. Define each rate with its numerator and denominator before using it. Go beyond the payer's reason codes to the step where each problem began, and explain your method for assigning origin. Rank problems by what they actually cost after appeals, not only by count. Separate preventable denials from those caused by payer error. End by assigning each origin to an owner who can act on it.
How the HI 555 Unit 5 example is put together
The analysis opens by defining claim and dollar denial rates with their numerators and denominators. Table one lists eight reason families by count. A section on why reason codes mislead breaks the authorization family into three origins, and the highlighted sentence makes the point that only the account shows where a problem began. The method section explains the 400-claim sample and the cap on unknown origin. Table two re-sorts all denials into six origins, moving patient access to first and coding to fifth. Table three adds overturn rates, rework cost and write-offs, and net cost puts clinical documentation first at about 10,300 dollars per claim. Sections follow on why dollars and counts disagree, the preventable share of about 75 percent, owners for each origin, and a closing note on reading the two rates together.
HI555 Unit 5 rubric: what earns full points
Denial analyses are usually graded on measurement, analysis of causes, financial impact, recommendations and presentation. The analysis of causes typically carries the largest share and is rewarded when the paper moves past payer reason codes to the process that produced each denial. Measurement earns credit when rates are defined clearly and used consistently. Financial impact is judged on whether it accounts for overturns and rework instead of treating every denial as lost revenue. Recommendations score when each is tied to an origin and an owner. Tables must be readable and labeled. Organization and APA format complete the rubric. Analyses that stop at the reason-code table, or that mix claim and dollar rates without saying which is which, lose substantial points.
HI555 Unit 5 help from the desk
The most common mistake in denial analyses is treating payer reason codes as causes. Another is reporting a denial rate without saying what it counts. Some students rank problems by count alone, which can send effort to frequent but cheap denials. Overturned denials are often counted as losses. Payer errors are frequently left out of the analysis, which makes the hospital look worse than it is. Recommendations sometimes name no owner. If your dataset is a physician practice or a single payer, share the denial data and the prompt, and an analysis can be built that sorts your denials by where they started.
Get an HI555 Unit 5 example written to your instructions
Denial data is the heart of this unit, so share whatever the assignment supplies: remittance extracts, a summary table or a written scenario. Add the rubric. If nothing numeric is provided, clearly marked illustrative figures stand in. The first one costs nothing; allow 24-48h, and both rates will be defined and each denial assigned an origin. The paper above is an original model document written by our desk, not a submitted student paper and not an official Purdue University Global document.
More HI555 papers and MS in Health Informatics samples
- HI555 Unit 1: Discussion Board Post
- HI555 Unit 2: Account Trace
- HI555 Unit 3: Front-End Process Map
- HI555 Unit 4: Charge Capture Review
- HI555 Unit 6: Appeal Letter
- HI555 Unit 7: Accounts Receivable Report
- HI555 Unit 8: Seminar Reflection
- HI555 Unit 9: Revenue Integrity Plan
- HI555 Unit 10: Cycle Improvement Proposal
- HI550 Unit 5: Change Readiness Analysis
- HI545 Unit 5: Billing Risk Assessment
- HI540 Unit 5: Schedule and Critical Path
- HI530 Unit 5: Interoperability Brief
HI555 Unit 5 questions, answered
What is the difference between an initial and a final denial rate?
The initial rate counts claims denied on first submission, whether or not they are later overturned. A final rate counts what remains unpaid after appeals, usually expressed as write-offs. The example reports the initial rate because it measures process failure and uses final write-offs in the cost column. Both are legitimate; the paper must say which one each figure represents.
How is a denial assigned to an origin if the remittance does not say?
By reading the account: registration history, authorization records, documentation and coding. The example assigns origin for a sample of four hundred denials that way and extends the proportions by reason family, stating the method and its limits. If your data set already includes origin, check how it was assigned, since automated assignments often copy the reason code.
Where can I find a free HI555 Unit 5 sample paper?
The complete Unit 5 analysis appears here, from two defined denial rates to a net cost ranking and an owner for each origin.
Why does the dollar denial rate run higher than the claim rate?
Large inpatient claims are denied more often than small clinic claims, so denials weigh more in dollars than in counts. The gap between the two rates shows how much revenue is at stake.
Is a denial by reason code the same as a denial by origin?
No. A reason code is the payer's description of its objection; the origin is the step inside the hospital where the problem was created, found only by reading the account.