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ACG4682: Fraud Examination

ACG4682 — Forensic Accounting
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3 credit hours 45 contact hours Prerequisites: ACG3101 (Intermediate Financial Accounting I) at UWF, and that is the right gate: financial statement fraud is falsification of exactly the recognition and measurement judgments intermediate accounting teaches. Some Florida institutions also require auditing. Take auditing before or alongside this course if you can -- the contrast between the audit stance and the examination stance is one of the most valuable things to carry out of the accounting major. v1.0

Course Description

ACG4682 Fraud Examination is the accounting course built on an uncomfortable premise: the financial statements you have spent three years learning to prepare can be, and routinely are, deliberately falsified — and the people who falsify them understand accounting as well as you do. The course teaches how financial fraud is committed, why it is committed, how it is detected, and what an examiner does once it is suspected.

The course is offered at approximately seven Florida institutions. Its adoption pattern is unusual and worth stating plainly: most of the institutions offering it are private, and among Florida public institutions the course is concentrated at the University of West Florida, Florida A&M University and Tallahassee State College. A student who wants this course specifically should check availability early rather than assume it will appear in their programme.

At the University of West Florida the course is titled Forensic Accounting, is offered by the Department of Accounting and Finance in the College of Business, and requires ACG 3101 (Intermediate Financial Accounting I). UWF's description states the purpose directly: to acquaint the student with both the pervasiveness and the causes of financial fraud in society, and to explore in detail the methods by which financial fraud is perpetrated.

The title variation across the state — "Fraud Examination" against "Forensic Accounting" — reflects a real distinction in the profession, though the two courses overlap heavily. Fraud examination is the narrower and more precisely defined activity: resolving allegations of fraud from inception to disposition, which is the domain the Association of Certified Fraud Examiners defines and certifies. Forensic accounting is broader, encompassing fraud work but also litigation support, economic damages calculation, business valuation in disputes, matrimonial and bankruptcy engagements, and expert testimony. In practice, an undergraduate course under either title spends most of its time on fraud, because fraud is where the transferable analytical content lies. Where a course is titled forensic accounting, expect some additional attention to the litigation and expert-witness side.

What makes the course intellectually distinct from the rest of the accounting major is a reversal of stance. Auditing teaches you to obtain reasonable assurance that statements are free of material misstatement, working from a presumption of good faith and a materiality threshold. Fraud examination teaches you to reason about concealment — to ask how a knowledgeable person would hide this, what evidence that concealment would necessarily leave, and where to look for it. The distinction matters professionally, because an audit conducted competently to auditing standards can and does fail to detect a well-concealed fraud, and understanding why is part of what this course delivers.

Learning Outcomes

Required Outcomes

Optional Outcomes

Major Topics

Required Topics

Optional Topics

Resources & Tools

Career Pathways

This course connects to a defined credential and to a set of roles that hire specifically for it. Its practical value is high relative to how rarely it is offered.

Florida is an unusually active market for this work. The state's demographic and economic profile — a large retiree population, substantial healthcare and insurance sectors, heavy construction activity, significant international commerce through Miami, and a very large tourism economy — produces correspondingly high volumes of healthcare billing fraud, insurance and claims fraud, elder financial exploitation, contractor fraud, and money laundering exposure. Employers and agencies include the Florida Office of Financial Regulation, the Florida Department of Financial Services and its Division of Investigative and Forensic Services, the Attorney General's Medicaid Fraud Control Unit, the state's Chief Inspector General and agency inspectors general, the U.S. Attorney's Offices for the state's three federal districts, FBI and IRS-CI field offices in Miami, Tampa, Orlando and Jacksonville, the special investigation units of Florida's insurers, the internal audit functions of large Florida employers, and the forensic and dispute advisory practices of accounting firms in Miami, Tampa and Orlando.

Florida CPA licensure runs through the Florida Board of Accountancy and requires 150 semester hours including specified accounting and business coursework, passage of the Uniform CPA Examination, and a work experience requirement. This course counts toward the accounting hours at most institutions; verify with your advisor how it is classified, since the Board's requirements are specific about upper-division accounting content.

Special Information

Prerequisites

The University of West Florida requires ACG 3101 (Intermediate Financial Accounting I). That is the right gate and the reason is substantive: financial statement fraud is falsification of exactly the recognition, measurement and disclosure judgements that intermediate accounting teaches. A student who does not yet understand revenue recognition cannot evaluate improper revenue recognition. Practice varies elsewhere — some institutions require intermediate accounting, some require auditing as well, and some position the course as a senior elective after both. Take auditing before or alongside this course if your schedule permits; the two are complementary and the contrast between the audit stance and the examination stance is one of the most valuable things a student can carry out of the accounting major.

⚠ Course title and content variation across Florida

The statewide title is Fraud Examination; the University of West Florida titles ACG 4682 Forensic Accounting. As explained above, the two names describe overlapping but not identical professional domains, and the difference shows up at the margins of the syllabus rather than at its centre — a forensic-titled course will usually add litigation support, damages and expert testimony content, while a fraud-examination-titled course will spend that time on scheme detail and investigative technique. Both are legitimate readings of ACG 4682 and this is title drift rather than two different subjects. Students transferring the course should expect it to be accepted, and students choosing it for a specific career target should read the syllabus rather than the title.

Related numbers that appear in Florida accounting programmes and cover adjacent ground: ACG 4651 (Auditing), which is the standard audit course and is not a substitute; ACG 4931 and similar seminar numbers, under which some institutions run fraud content as a special topic; and graduate-level forensic accounting courses in master's programmes, where much of the specialisation actually lives.

⚠ Availability — check this early

This course is offered at relatively few Florida public institutions, with private institutions accounting for much of the statewide adoption. If fraud examination or forensic accounting is a career target, identify which institutions offer it before you need it, and consider whether the course is available to you as a transient or online enrolment if your own programme does not carry it. This is also a course that is frequently offered only once a year even where it exists, so missing an offering can mean waiting two semesters.

Position in the curriculum

ACG4682 is an upper-division accounting elective taken in the senior year, after intermediate financial accounting and normally after or alongside auditing. It is a strong companion to accounting information systems, since a large part of modern fraud detection is data work, and to business law. For students pursuing the 150-hour CPA pathway, it is a substantive way to spend elective hours; for students targeting investigative or compliance careers, it is the single most relevant course in the major.

Articulation and transfer

ACG4682 carries the same SCNS number across Florida institutions that offer it, and SCNS equivalency governs transfer. As an upper-division course it is taken after transfer from an A.A. programme. The standard caveat applies: equivalency determines that the credit transfers; the receiving accounting department determines whether it satisfies a specific major requirement, and because this course is an elective almost everywhere, that is rarely contentious.

Course format and workload

Three credit hours, approximately 45 contact hours, taught as lecture and case discussion; frequently available online. Assessment typically combines examinations, case analyses, a data analysis assignment, and a written examination report. The case work is the substance of the course — reading an SEC enforcement release and reconstructing how the fraud worked, what it required, and what should have caught it is the exercise that builds the professional skill. Expect six to eight hours a week outside class.

A professional caution the course takes seriously

Two points are worth stating for students who find this material exciting, because both carry real professional and legal consequence. First, an examination requires predication — a reasonable basis for believing fraud may have occurred. Investigating an employee on suspicion alone exposes the examiner and the organisation to claims for defamation, false imprisonment and wrongful termination, and this is not a theoretical risk. Second, the examiner reports findings; the examiner does not declare guilt. A fraud examination report states what the evidence shows and stops there, because the determination of guilt belongs to a court. Students frequently write their first report as an accusation and have to learn to write it as an account. The habit of stating what the evidence supports and no more is the professional discipline this course is really teaching.

AI Integration

Fraud detection was one of the first accounting functions to be substantially automated, so this is a course where AI content is genuinely current rather than speculative — and where the technology cuts in both directions.

Anomaly detection at scale is the mature application. Machine learning models now screen transaction populations that no human examiner could review — flagging unusual vendor patterns, duplicate payments, round-dollar entries, transactions posted outside business hours, journal entries with unusual account combinations, and expense claims that deviate from an employee's own history. This is a real advance over sampling, because fraud is by construction not randomly distributed and a random sample is a poor way to find it. Financial institutions and large corporates run these systems continuously.

The limitation students should understand is the one that follows from the nature of the problem: fraud is rare, adversarial and evolving. Rare means that a model optimising overall accuracy can perform superbly by flagging nothing, so these systems are tuned to produce many false positives and the examiner's job becomes triage. Adversarial means the people being detected adapt — a threshold that catches structuring this year is known and avoided next year. Evolving means historical training data describes historical schemes, and a genuinely novel fraud has no precedent to learn from. The models are strong at catching the schemes we already know, which is exactly why the ones that cause the largest losses are frequently the ones no model was watching for.

Language models are useful in this course and require specific discipline. They are effective for explaining a scheme mechanism, generating candidate red flags to test, drafting the structure of an examination report, writing Excel formulas and SQL queries for transaction testing, and summarising a long SEC enforcement release. They fail in ways that matter here more than in most courses. They fabricate case citations and enforcement actions — inventing a company, a year and a summary that reads correctly and did not happen. They misstate legal elements and burdens of proof. And they will confidently characterise conduct as fraudulent, which is precisely the judgement the course teaches you not to make in writing. Every case, statute and figure must be verified against the primary source, and the SEC's AAER database, DOJ releases and PACER are all public, so there is no excuse for an unverified citation in this subject.

There is also a fraud-side development the course should not ignore, and it is the reason this section belongs in an accounting guide rather than a computing one. Generative tools have lowered the cost of the deception layer that most frauds depend on: fabricated invoices and supporting documentation that are internally consistent and visually convincing; business email compromise messages written in fluent, contextually appropriate English, which removes the linguistic tells that used to make them detectable; and synthetic audio and video used in social engineering against payment approval processes. The professional response is not technological detection, which is unreliable and getting more so, but process control — out-of-band verification of payment instructions, callbacks to independently obtained numbers, dual authorisation for changes to vendor bank details. This is an old control lesson that new technology has made urgent again, and it is the practical thing a student can carry into a first job and actually use.


Generated September 5, 2026 · Updated September 5, 2026