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Imtixaanka Gelitaanka Joornaalka AI
AI journal entry testing scores every journal entry in the general ledger for traits linked to fraud and management override, such as posting at odd times, round amounts, rare account combinations and entries by unexpected users.
Dhageyso hagahanAI-waa laga sheekeeyay · ~3 min
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Auditing standards already require journal entry testing, because the risk that management overrides controls exists at every entity. Risk scoring helps auditors focus on the few entries that deserve close scrutiny.
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Journal entry testing exists because management can override controls by recording entries directly in the ledger. PCAOB AS 2401 and ISA 240 treat management override as a fraud risk in every audit and require auditors to test whether journal entries and other adjustments are appropriate. The standards also describe traits that make entries worth examining: Entries to unrelated, unusual or seldom-used accounts; Entries by people who do not usually make them; Entries recorded at period end or after closing with little or no explanation; Entries without account numbers; and Round amounts, or amounts that end in the same digits. The WorldCom fraud, uncovered in 2002, showed why this matters. Billions of dollars of operating line costs were moved into capital asset accounts through journal entries, and the company's internal auditors found it by tracing those entries. AI-based testing applies these traits to every entry rather than to a filtered subset. A typical approach first runs rule-based flags, such as weekend posting, posting after the close date, the same person preparing and approving, or revenue recorded against an unusual account. It then combines the flags into a risk score. Some tools add unsupervised machine learning, which learns what normal entries look like for this client and scores unusual combinations of user, account, amount and timing. The auditor then selects high-scoring entries and gets support for them: the underlying documents, the business reason and who authorized each one. Context matters. A payroll accrual that is always round and always posted by the controller on the last day is normal for that client. One misconception is that a high score means fraud. It only means an entry is unusual. Another is that system-generated entries are safe. Changes to interfaces and configurations can also be used to manipulate the books, which is why the population must include them.
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A score flags a manual entry posted at 11:40 p.m. on the last day of the quarter by a finance director who rarely posts entries. The entry moves $250,000 from an expense account into a prepaid asset with no description.
An entry that raises revenue and receivables on the last day of the year is reversed on the first day of the next year. The auditor asks for the contract and shipping evidence behind it.
A model flags a user who both prepared and approved a series of entries to a seldom-used suspense account, which shows a gap in separating those duties.
A client's monthly payroll accrual is always round and always posted by the controller at month end. The auditor records that it is normal for this client and lowers its weight in next year's scoring.
The Future of AI Journal Entry Testing
Journal entry analytics are already common at larger audit firms, and audit software is spreading them to smaller firms. Improvements are likely in explaining why an entry scored high and in combining ledger data with supporting evidence such as approval workflows and document text. The limitations will remain. Fraud disguised as normal activity, or collusion that follows usual patterns, can score low. Regulators expect auditors to justify their selection criteria, so models that cannot be explained are hard to rely on. Professional skepticism and follow-up remain the substance of the test.
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Take the AI Journal Entry Testing quiz
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What is AI Journal Entry Testing?
AI journal entry testing scores every journal entry in the general ledger for traits linked to fraud and management override, such as posting at odd times, round amounts, rare account combinations and entries by unexpected users. Auditing standards already require journal entry testing, because the risk that management overrides controls exists at every entity. Risk scoring helps auditors focus on the few entries that deserve close scrutiny.
Maxay AS 2401 iyo ISA 240 uga baahan yihiin imtixaan gelitaanka joornaalka hanti-dhawr kasta, xataa shirkadaha sida fiican loo maamulo?
Maareyntu waxay dhaafi kartaa kontaroolada iyadoo si toos ah u dhejinaysa gelinta, markaa heerarku waxay ula dhaqmaan xad-dhaafka sida khatarta ku jirta hanti-dhawr kasta.
Midkee ka mid ah kuwan sifada gelitaanka joornaalka ee lagu tilmaamay heerarka xisaabinta?
Heerarka ayaa taxaya galitaanka dadka aan sida caadiga ah samaynin, oo ay la socdaan xisaabaadyo aan caadi ahayn, wakhtiga dhamaadka muddada iyo qaddarka wareega.
Sidee loo fuliyay oo lagu ogaaday khiyaanada WorldCom, sida uu qabo hagaha?
Balaayiin doollar oo kharshka khadka ah ayaa lagu xardhay qoraallada joornaallada, iyo hanti-dhawrayaasha gudaha ee WorldCom ayaa daaha ka qaaday qorshahan 2002dii.
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