HI410 Unit 7 Coding Compliance Audit Example

Reviewed by Chester Goodwin, MBA Advanced Reimbursement Methodology Purdue University Global Free custom sample in 24 to 48h

This HI410 Unit 7 coding compliance audit tests the discharge status on forty short inpatient stays in groups covered by the post-acute care transfer rule. Purdue Global HI 410 asks BS in Health Information Management students to audit a claim field against the record, and the sample picks the one coders rarely question. Six of the 40 claims, 15.0 percent, carried the wrong status. Four billed as discharged home actually went to a skilled facility or started home health within three days, overpaid by $9,500.83. Two were underpaid by $4,895.41 because a plan changed in the other direction or home health started late. The report keeps the columns apart, shows a gross error of 5.83 percent against a net of 1.87, traces every error to plans that changed after coding and assigns five fixes to roles.

CourseHI410 Advanced Reimbursement Methodology
UnitUnit 7
Paper typeCoding compliance audit
LengthAbout 1,200 words, 7 pages double-spaced
FormatAPA 7 student paper
SchoolPurdue University Global
ProgramBS in Health Information Management
UpdatedOctober 2026

Free sample paper for HI410 Unit 7

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Discharged Home, Seen by a Home Health Nurse the Next Morning: A Unit 7 Coding Compliance Audit of Forty Short Stays Under the Post-Acute Care Transfer Rule

[Student Name]

Purdue University Global

HI410: Advanced Reimbursement Methodology

Unit 7 Coding Compliance Audit

[Instructor Name]

[Date]

The hospital, the claims, the weights and every dollar figure are composite; the regulations and sources cited are real.

What this part is doingStating both totals in the opening, not only the net, tells the grader that the report will not let underpayments hide overpayments.
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Purpose and Scope

The compliance committee asked health information management to test one field on inpatient claims that coders rarely question: the patient discharge status. For certain groups of diagnoses, Medicare pays a reduced, per diem amount when a stay ends well before the group's typical length and the patient leaves for a skilled nursing facility, or for home with home health care that begins within three days and relates to the hospitalization (42 C.F.R. § 412.4). A status of "discharged home" on such a claim produces a full payment. If the patient actually went to a nursing facility or started home health care, the claim is overpaid. The reverse error also exists, and it costs the hospital money.

Method

The sampling frame was every Medicare inpatient claim in one composite quarter that met three conditions: the group was on the transfer list, the stay, counted with one extra day, still fell short of the group's geometric mean, and the claim was paid. That frame held 212 claims. A random sample of 40 was drawn. For each claim, a credentialed coder who had not coded the original stay compared the claim's discharge status with four sources: the physician's discharge order, the case management discharge note, the nursing discharge summary and the post-acute provider's start-of-care record, where one existed. The audit is a probe, not a statistically valid sample, and its rates should not be projected to all 212 claims without a larger draw. The corrected payment for each changed claim follows the transfer formula: the full group payment divided by the geometric mean length of stay gives a per diem, and the hospital receives twice the per diem for the first day and one per diem for each additional day, up to the full payment. All figures use the hospital's composite adjusted base of $6,313.56.

Findings

Six of the 40 claims, 15.0 percent, carried a discharge status that the record did not support.

1. Claim A, group weight 1.4120, geometric mean 4.6 days, actual stay 2 days. Billed as discharged home. Home health start-of-care visit occurred the morning after discharge for wound care of the surgical site. Full payment $8,914.75; corrected transfer payment $5,813.97; overpaid $3,100.78.

2. Claim B, weight 0.9840, geometric mean 3.4 days, stay 1 day. Billed as home. Case management note: "accepted at skilled facility, transport 15:00." Full payment $6,212.54; corrected $3,654.44; overpaid $2,558.10.

3. Claim C, weight 1.1060, geometric mean 3.9 days, stay 2 days. Billed as home. Home health began two days after discharge for heart failure monitoring. Full $6,982.80; corrected $5,371.38; overpaid $1,611.42.

4. Claim D, weight 1.6380, geometric mean 5.1 days, stay 3 days. Billed as home. Nursing discharge summary: "report called to receiving facility." Full $10,341.61; corrected $8,111.08; overpaid $2,230.53.

5. Claim E, weight 1.2240, geometric mean 4.3 days, stay 2 days. Billed as discharged to a skilled facility. The facility had no bed; the case management note documents a change of plan, and the patient went home without home health. Paid $5,391.48; correct full payment $7,727.80; underpaid $2,336.32.

6. Claim F, weight 0.9120, geometric mean 3.6 days, stay 1 day. Billed as home with home health. The agency's first visit took place on the fifth day after discharge, outside the three-day window. Paid $3,198.88; correct full payment $5,757.97; underpaid $2,559.09.

Every one of the six errors came from a discharge plan that changed after the claim's status had already been chosen, which makes this a process failure, not a coding knowledge failure.

What this part is doingGrouping the errors by their cause before reporting money directs the corrective plan at the process that produced them.
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Causes

The errors share one cause. Coders select the discharge status from the physician's discharge order, which records the plan at the moment it is signed. Plans change after that moment. In Claims B and D, the order said home, and case management arranged a facility placement the same afternoon. In Claims A and C, the order said home without mentioning home health, and the referral was made by case management afterward. In Claim E, the plan changed in the opposite direction. In Claim F, a home health referral was made but the agency did not start within three days, which no one at the hospital would have known when the claim was coded. Coding accuracy research consistently finds that errors cluster where the information a coder relies on is incomplete or captured early, not where the rule is unclear (O'Malley et al., 2005).

Financial Summary

1. Overpayments, four claims: $9,500.83.

2. Underpayments, two claims: $4,895.41.

3. Gross dollar error: $14,396.24, or 5.83 percent of the $246,912.30 paid on the 40 sampled claims.

4. Net amount owed to the program: $4,605.42, or 1.87 percent.

The report presents the overpayments and underpayments in separate lines on purpose. The net figure is the amount that changes hands, but it understates the size of the problem by two thirds. A committee that saw only 1.87 percent might conclude that the field is accurate enough; the gross rate shows that one claim in seven is wrong in some direction. The two columns also follow different rules. The four overpaid claims fall under the federal overpayment rule, whose 60-day clock starts on the date this report identifies them (42 C.F.R. § 401.305), and underpayments are corrected through the ordinary claim adjustment process within the timely filing limits.

What this part is doingExplaining why the net figure misleads shows the grader an understanding of audit reporting, not just arithmetic.
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Recommendations

1. Hold the discharge status field on every claim in a transfer-list group until a case management discharge disposition is filed or 72 hours have passed, whichever comes first. Owner: revenue cycle director. Target: the start of the next quarter.

2. Add the case management disposition note to the documents a coder must read for these groups. Owner: coding manager. Target: 30 days.

3. Build a monthly report matching discharged-home claims in transfer-list groups against home health and nursing facility admission data available to the hospital through its post-acute partners. Owner: health information management analyst. Target: 60 days.

4. Correct the four overpaid claims and return the $9,500.83 through the voluntary refund process within 60 days of this report, and adjust the two underpaid claims. Owner: compliance officer with patient financial services. Target: 45 days.

5. Expand the review to all 212 claims in the frame and to the two preceding quarters, because the cause is systemic. Owner: compliance officer. Target: 90 days.

Conclusion

Discharge status is one field, and it is easy to treat as clerical. For short stays in transfer-list groups, it decides whether the hospital receives a full payment or a per diem, and it is coded at the moment when the patient's destination is least certain. Reimbursement texts describe the transfer rule as a policy that pays for the part of care a hospital actually provided (Casto & White, 2021). This audit shows that applying it correctly depends less on knowing the rule than on waiting for the plan to settle.

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References

Casto, A. B., & White, S. (2021). Principles of healthcare reimbursement and revenue cycle management (7th ed.). AHIMA Press.

42 C.F.R. § 401.305 (2024). https://www.ecfr.gov/current/title-42/section-401.305

42 C.F.R. § 412.4 (2024). https://www.ecfr.gov/current/title-42/section-412.4

O'Malley, K. J., Cook, K. F., Price, M. D., Wildes, K. R., Hurdle, J. F., & Ashton, C. M. (2005). Measuring diagnoses: ICD code accuracy. Health Services Research, 40(5p2), 1620-1639. https://doi.org/10.1111/j.1475-6773.2005.00444.x

HI410 Unit 7 instructions, in plain terms

The seventh unit often asks you to design and report a small coding audit, either from supplied claims or from a scenario. Expect to state the sampling frame and how the sample was drawn, who reviewed the records and against which documents, and how corrected payments were calculated. Findings should be reported claim by claim, with the reason for each change and its dollar effect. Most prompts want overpayments and underpayments shown separately, along with gross and net error rates. Causes and recommendations follow, each recommendation assigned to a role with a date. Instructors expect you to say plainly whether the sample supports projection to the whole population. Cite the regulation behind the payment rule you audited, the federal overpayment rule if repayment arises and a source on coding accuracy. Tables or numbered findings both work well.

Inside the HI410 Unit 7 example

The report opens with purpose and scope, explaining how the transfer rule turns a full payment into a per diem when a short stay ends in post-acute care. A methods section defines the frame of 212 claims, the random draw of 40, the four documents each claim was checked against and the transfer formula. Findings list the six changed claims with weight, mean stay, actual stay, the record entry that settles the status and the payment change. The highlighted sentence identifies the shared cause: a discharge plan that changed after the status was chosen. A causes section walks through each claim's version of that problem. The financial summary reports overpayments, underpayments, gross and net separately and explains why the net figure misleads. Five recommendations follow, each with an owner and target, and a short conclusion ties the rule to timing.

HI410 Unit 7 rubric: what earns full points

Audit reports are usually marked on methodology, accuracy of findings, financial reporting, recommendations and professional presentation. Methodology points reward a defined frame, a stated sampling method, an independent reviewer and an honest statement about projection. Accuracy points depend on correct per-claim calculations and a cited record entry for each change. Financial reporting is where many students lose marks, by netting underpayments against overpayments or by omitting the gross error rate. Recommendations earn credit when they target the cause the findings revealed and name an owner and date; generic calls for more training score low. Some rubrics award separate points for addressing repayment obligations correctly. A report a compliance committee could act on, with clear headings and consistent figures, collects the presentation share, and APA citations of the governing regulation finish it.

Common HI410 Unit 7 mistakes, and how to avoid them

The most common Unit 7 error is reporting only the net amount owed, which hides the true error rate. Another is projecting a probe sample's rate to every claim without a statistically valid draw. Students also calculate transfer payments by dividing by actual length of stay instead of the geometric mean, or forget the double per diem for the first day. Findings that state a corrected status without quoting the document behind it rarely earn full credit. Recommendations that blame coders, when the cause is a process that captures the plan too early, miss the point of the audit. Leaving repayment timing vague is another frequent deduction. If you are auditing a different field or claim set, send the claims or scenario, the payment inputs and any report template, and we can build the audit with each finding sourced and both money columns kept separate.

Get an HI410 Unit 7 example written to your instructions

Some sections hand out a finished audit sample; others ask for one to be drawn from a larger set. Either version of the Unit 7 prompt works, along with any weights, base rate and rubric that come with it. A priced findings table and report follow within 24-48h, without charge for a first custom sample. 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 HI410 papers and BS in Health Information Management samples

HI410 Unit 7 questions, answered

Where can I find a free HI410 Unit 7 sample paper?

The Unit 7 audit is printed in full here, testing discharge status on 40 short stays under the post-acute care transfer rule.

How is a post-acute care transfer payment calculated?

Divide the full group payment by the geometric mean length of stay, then pay twice that per diem for the first day and one per diem for each later day, up to the full amount.

Why report overpayments and underpayments separately?

Netting hides the size of the problem. In the sample, the net error is 1.87 percent but the gross error is 5.83 percent.

Can a 40-claim audit be projected to all claims?

Not unless the sample is statistically valid. The sample calls itself a probe and recommends expanding the review to all 212 claims.

What caused the discharge status errors in the sample?

Coders took the status from the physician's discharge order, and every one of the six plans changed after that order was signed.