AI exposure Business and financial operations
Will AI replace accountants?
Accountants and Auditors. US occupation 13-2011.
The reading
34.8%
of the time accountants spend on their work goes on tasks where AI is already being used to do that work.of accountants' working hours go on tasks AI has already started taking off their plate.
Ranked 49 of 756 US occupations. More exposed than 93% of them.Further along than 93% of them.
Per cent of working time Square-law scale
Average US job 7.7%
One of the most exposed jobs in the country.Front of the queue for an AI assistant.
What AI already does for accountantsWhat accountants no longer do alone
O*NET lists 30 tasks for accountants. AI use at work shows up in 7 of them. Each score runs from 0.5, where every observed use helps a person with the task, to 1, where every use does the task outright.
- Examine records and interview workers to ensure recording of transactions and compliance with laws and regulations.Core task mostly automated 0.95
- Establish tables of accounts and assign entries to proper accounts.Core task mostly automated 0.94
- Develop, implement, modify, and document recordkeeping and accounting systems, making use of current computer technology.Core task mostly automated 0.91
- Collect and analyze data to detect deficient controls, duplicated effort, extravagance, fraud, or non-compliance with laws, regulations, and management policies.Core task mostly automated 0.91
- Prepare, examine, or analyze accounting records, financial statements, or other financial reports to assess accuracy, completeness, and conformance to reporting and procedural standards.Core task mostly automated 0.89
- Analyze business operations, trends, costs, revenues, financial commitments, and obligations to project future revenues and expenses or to provide advice.Core task mostly automated 0.86
- Prepare detailed reports on audit findings.Core task automated and assisted 0.78
What it does not touch, yetWhat still needs a human
23 of the 30 tasks show no AI use at work in the data.
- Advise clients in areas such as compensation, employee health care benefits, the design of accounting or data processing systems, or long-range tax or estate plans.Core task
- Audit payroll and personnel records to determine unemployment insurance premiums, workers' compensation coverage, liabilities, and compliance with tax laws.Core task
- Compute taxes owed and prepare tax returns, ensuring compliance with payment, reporting, or other tax requirements.Core task
- Conduct pre-implementation audits to determine if systems and programs under development will work as planned.Core task
- Confer with company officials about financial and regulatory matters.Core task
- Develop, maintain, or analyze budgets, preparing periodic reports that compare budgeted costs to actual costs.Core task
Show the other 17
- Direct activities of personnel engaged in filing, recording, compiling, and transmitting financial records.Core task
- Evaluate taxpayer finances to determine tax liability, using knowledge of interest and discount rates, annuities, valuation of stocks and bonds, and amortization valuation of depletable assets.Core task
- Examine and evaluate financial and information systems, recommending controls to ensure system reliability and data integrity.Core task
- Examine inventory to verify journal and ledger entries.Core task
- Examine whether the organization's objectives are reflected in its management activities, and whether employees understand the objectives.Core task
- Inspect account books and accounting systems for efficiency, effectiveness, and use of accepted accounting procedures to record transactions.Core task
- Inspect cash on hand, notes receivable and payable, negotiable securities, and canceled checks to confirm records are accurate.Core task
- Prepare adjusting journal entries.Core task
- Prepare, analyze, or verify annual reports, financial statements, and other records, using accepted accounting and statistical procedures to assess financial condition and facilitate financial planning.Core task
- Process invoices for payment.Core task
- Report to management about asset utilization and audit results, and recommend changes in operations and financial activities.Core task
- Report to management regarding the finances of establishment.Core task
- Represent clients before taxing authorities and provide support during litigation involving financial issues.Core task
- Review accounts for discrepancies and reconcile differences.Core task
- Review data about material assets, net worth, liabilities, capital stock, surplus, income, or expenditures.Core task
- Review taxpayer accounts, and conduct audits on-site, by correspondence, or by summoning taxpayer to office.Core task
- Supervise auditing of establishments, and determine scope of investigation required.Core task
How that compares
Among the 29 business and financial operations occupations, accountants rank 5. The group averages 17.7%, and its most exposed job is Market Research Analysts and Marketing Specialists at 64.8%. The average US occupation sits at 7.7%.
Just above in the ranking
- 46Fine Artists, Including Painters, Sculptors, and Illustrators 35.7%
- 46Special Effects Artists and Animators 35.7%
- 48Personal Financial Advisors 35.0%
Just below
What this does and does not mean
Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.
A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.
Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.