AC312 Unit 10 Analytics Summary Report Example

Course	AC312 Fundamentals of Accounting Analytics
Unit	Unit 10
Paper type	Analytics summary report
Length	About 770 words, 5 pages double-spaced
Format	APA 7 student paper
School	Purdue University Global
Program	BS in Accounting
Updated	October 2026

Free sample paper for AC312 Unit 10

Three Findings With Dollar Amounts: A Unit 10 Analytics Summary Report for a Grain Cooperative's Audit Committee

[Student Name]

Purdue University Global

AC312: Fundamentals of Accounting Analytics

Unit 10 Analytics Summary Report

[Instructor Name]

[Date]

Plainsmark Cooperative, its committee, operators and every figure are composite; the guide, framework, study and textbook cited are real.

What this part is doingStating the three findings with amounts in the lead gives the committee the report's substance in one paragraph.

Header

To: Audit Committee, Plainsmark Cooperative From: Accounting analytics team Date: September 26, 2025 Subject: Full-population tests of 2024-2025 settlements, findings and limits

Summary

We tested all 28,640 settlement rows for the marketing year ended August 31, 2025, after cleaning and reconciling them to the general ledger to the cent. Three findings follow, in order of their effect on the accounts. None is material to total grain purchases of $186.4 million, but each points to a control that needs repair.

Finding 1: Drying Charges Not Billed at North, $159,700

Drying revenue at the north elevator fell well below the rate card in October and November 2024 while the other five elevators billed within one percent of it. Most of the readings sitting precisely on the no-charge line of 15.5 percent came from a single scale operator. After the tests, we obtained the moisture probe's own logs: for 1,642 of that operator's 1,806 loads at 15.5 percent, the probe had read higher, on average 18.1 percent.

Recomputing those loads from the probe's own readings shows $159,700 of drying that members should have been charged, so drying revenue was understated and the cost of grain purchased overstated by that amount.

What this part is doingThe highlighted sentence gives the confirmed amount and both accounts, the core of the first finding.

Management has placed the operator on leave and referred the matter to counsel. Whether to recover the amount from members is a board decision; if recovery is pursued, a receivable would be recorded with an allowance for amounts members dispute.

Finding 2: Duplicate Settlements, $112,880.20 Paid Twice

Nineteen pairs of settlements were backed by a single scale ticket. Members confirmed fifteen as duplicates, and $91,420.60 was recovered by offset against their summer settlements. Four pairs, $21,459.60, remain unresolved and are recorded as a receivable with a full allowance until the members respond. The cause was a reissue procedure that did not void the original check; it has been changed.

Finding 3: Checks Split Under the $25,000 Approval Limit

There were 412 checks between $24,000 and $24,999.99, nearly three times the number in each neighboring band, and 268 of them went to members who received another check from the same elevator that day. A review of the 14 largest such members found the splits were made to pay members faster during harvest, not to divert money, and no loss was found. Still, the practice defeats a control meant to put a second person on large payments (Committee of Sponsoring Organizations of the Treadway Commission, 2013). We recommend applying the limit to each member's daily total.

Recommendations

1. Lock moisture readings so the probe value passes to the ledger without manual entry, and log any override with the reason and a supervisor's approval.

2. Add the drying tile on the monthly dashboard to the controller's close checklist, so a shortfall is investigated within the month.

3. Require that reissued settlement checks void the original in the same transaction.

4. Apply the approval limit to each member's total for the day, and report same-day splits to the elevator manager weekly.

5. Repeat the full-population tests each year, using the logged cleaning rules so results can be compared from one year to the next (Richardson et al., 2021).

What the Analysis Could Not See

1. The tests cover the settlement ledger, not the grain. They cannot confirm that bushels recorded were bushels received.

2. Probe logs are kept only 90 days at four elevators, so the first finding could be confirmed only for the period those logs covered.

3. Data can show a pattern but not a motive. Finding 1 needs the investigation now under way.

4. Thresholds such as the 5 percent drying tolerance are judgments; a different threshold would change which months were flagged.

These limits matter because analytics over a full population can still miss what the data does not record (Appelbaum et al., 2017).

Method Appendix

The population was the settlement extract for September 1, 2024, through August 31, 2025, cleaned under eight logged rules and reconciled to $186,402,118.55. Tests were a regression of drying charges on point-bushels, a threshold-cluster test of moisture readings, a duplicate test on member, bushels, amount and date, and a band count around the approval limit. Criteria were fixed before testing, and every exception was followed to evidence outside the ledger (American Institute of Certified Public Accountants, 2017).

What this part is doingEnding with a brief method appendix lets the committee trust the findings without reading the workpapers.

References

American Institute of Certified Public Accountants. (2017). Guide to audit data analytics. AICPA.

Appelbaum, D., Kogan, A., & Vasarhelyi, M. A. (2017). Big data and analytics in the modern audit engagement: Research needs. Auditing: A Journal of Practice & Theory, 36(4), 1-27. https://doi.org/10.2308/ajpt-51684

Committee of Sponsoring Organizations of the Treadway Commission. (2013). Internal control: Integrated framework. https://www.coso.org

Richardson, V. J., Teeter, R. A., & Terrell, K. L. (2021). Data analytics for accounting (2nd ed.). McGraw Hill.

The Purdue Global AC312 Unit 10 instructions

The final AC312 unit asks for a report summarizing the term's analytics for a named, non-technical reader. Put a To, From, Date and Subject block first, then a summary paragraph giving the findings and saying whether any is material. Order the findings by their effect on the accounts. For each, state what was found, the evidence that confirmed it, the dollar amount, the accounts affected and what has been done. Keep statistics out of the finding sections and explain results in accounting terms. Add recommendations tied to each finding. Include a section on limitations: what the data could not establish, where evidence was incomplete and which thresholds were judgments. Finish with a method appendix brief enough to read and complete enough to reproduce: population, cleaning, reconciliation and tests. Cite the AICPA guide, COSO and research on audit analytics in APA 7.

How this AC312 Unit 10 example is built

The sample's header addresses the audit committee and states the subject. The summary reports that all 28,640 rows were tested and reconciled and that no finding is material but each needs a control fix. Finding 1 explains the drying shortfall, the operator pattern and the probe logs that confirmed higher readings for 1,642 loads; the highlighted sentence gives $159,700 and both accounts, and a paragraph covers the board's recovery decision. Finding 2 reports recovery of $91,420.60 by offset and a full allowance on the rest. Finding 3 explains split checks and cites COSO. Five numbered recommendations follow, from locking moisture readings to repeating the tests yearly. Four limitations note ledger-only scope, short probe log retention, the gap between pattern and motive, and judgment in thresholds, citing Appelbaum and colleagues. A method appendix closes.

AC312 Unit 10 rubric: what earns full points

AC312's final report is graded heavily on audience fit: findings in accounting terms, statistics kept to the appendix, and a summary a committee member can read in a minute. Each finding must carry an amount, the accounts affected and the evidence behind it. Ordering findings by accounting effect shows judgment. Recommendations should follow from specific findings. The limitations section earns marks in its own right, because a report that overstates what the tests proved is less credible. A method appendix that lets an auditor reproduce the work satisfies the reproducibility criterion. Accuracy across the report matters, since figures should agree with earlier units. Memo format with a clear header is expected. Purdue Global's AC312 instructors look for the AICPA guide, COSO and audit analytics research cited in APA 7.

AC312 Unit 10 help from the desk

Many AC312 final reports walk through the tests unit by unit instead of leading with what matters most. Findings lack dollar amounts or accounts, so the committee cannot judge their weight. Technical language fills the summary. Patterns are presented as proven wrongdoing. Recommendations are generic, such as improving controls, without saying which. Limitations are left out because they seem to weaken the work, which makes the report less credible. The appendix either repeats the whole analysis or gives too little to reproduce it. Figures differ from earlier units. If your section's findings come from a different population or the report goes to a different reader, our writers can draft the summary, findings, limits and appendix for your data.

Get an AC312 Unit 10 example written to your instructions

Collect your earlier AC312 outputs, the dataset, the audience the Unit 10 brief names, and the rubric, then send them together. Those findings are ordered the way that audience reads, limitations and appendix included, and the report returns within 24-48h. A first custom sample carries no charge, and the figures stay consistent with what you already submitted. 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.

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AC312 Unit 10 questions, answered

How technical should the report be?

As technical as its reader, which here is an audit committee. The AC312 sample keeps statistics out of the finding pages, describing what each test showed in accounting terms, and moves the technical detail to the appendix where an auditor could check it. Rubrics in this unit usually grade audience fit explicitly, and jargon in the summary is the most common reason that mark is lost.

What belongs in the method appendix?

Enough for another person to reproduce every figure: the data sources and extraction dates, a reference to the cleaning log, row counts and control totals at each stage, the exact query text or formulas for each test, and the thresholds with their sources. The AC312 sample orders these as an auditor would check them. Appendices that summarize methods in prose alone rarely satisfy the reproducibility criterion.

Where can I find a free AC312 Unit 10 sample paper?

This page offers a complete AC312 Unit 10 analytics summary report for a composite grain cooperative's audit committee, with three findings, recommendations, limitations, a method appendix and APA 7 references.

How was the drying finding confirmed in AC312 Unit 10?

The moisture probe's own logs showed that 1,642 of the operator's 1,806 loads recorded at 15.5 percent had actually read higher, averaging 18.1 percent. Recomputing those loads gave $159,700.

Why does the AC312 Unit 10 report include limitations?

A full-population test can still miss what the ledger does not record, such as physical grain or motive. Stating those limits keeps the committee from reading more into the findings than the tests showed.