Spotting accounting anomalies
Accountant · Bookkeeper
“Spotting accounting anomalies” (Accountant) is being replaced by AI: it entered in 2025 and is projected to be largely replaced by 2031.
AI enters
2025
Largely replaced
2031
Replacement progress
17%
Technology / key factor
AI anomaly detection
What this task is
Catching unusual transactions and suspicious records in day-to-day books, such as duplicate payments, odd amounts or misused accounts, to correct errors or flag fraud risk.
How AI replaces it
Since 2025, AI anomaly detection models scan every transaction continuously, learning normal patterns and flagging deviations. Whether a flag is a real problem often needs business context, so most of the work should shift to AI around 2031.
What stays human
Accountants verify what the AI flags, work out the real cause behind each anomaly, and decide how to correct it and whether to escalate it.