Occupation baseline · Research consensus
Will AI replace Tax Preparers?
Baseline AI displacement risk for Tax Preparers, aggregated from 8 research sources.
What this score means
Tax Preparers is among the more exposed roles in Finance & Banking. A large share of the work, especially its routine and text heavy parts, is already within reach of current AI, though the harder judgment calls still need a person. At 60 out of 100 it scores 6 points above the Finance & Banking average of 54. Across the 8 sources behind this baseline, individual estimates run from 49 to 69, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Tax Preparers, most central first.
- 01Compute taxes owed or overpaid, using adding machines or personal computers, and complete entries on forms, following tax form instructions and tax tables.
- 02Use all appropriate adjustments, deductions, and credits to keep clients' taxes to a minimum.
- 03Furnish taxpayers with sufficient information and advice to ensure correct tax form completion.
- 04Interview clients to obtain additional information on taxable income and deductible expenses and allowances.
- 05Prepare or assist in preparing simple to complex tax returns for individuals or small businesses.
- 06Review financial records, such as income statements and documentation of expenditures to determine forms needed to prepare tax returns.
- 07Check data input or verify totals on forms prepared by others to detect errors in arithmetic, data entry, or procedures.
- 08Explain federal and state tax laws to individuals and companies.
- 09Answer questions and provide future tax planning to clients.
- 10Consult tax law handbooks or bulletins to determine procedures for preparation of atypical returns.
- 11Calculate form preparation fees according to return complexity and processing time required.
- 12Schedule appointments with clients.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 8 research sources that scored Tax Preparers for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Artificial Intelligence Index Report 2026 · 2026Stanford HAI, AI Index 2026
- 03Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 04WORKBank: Expert-Rated Automation Capacity of Occupational Tasks · 2026Shao, Zope, Jiang, Pei, Nguyen, Brynjolfsson, Yang, Stanford (2026)
- 05Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025International Labour Organization, Working Paper 140 (2025)
- 06Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 07GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 08AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Tax Preparers?
- Published research puts Tax Preparers at 60 out of 100 for AI displacement risk, in the transitioning band. The number is a weighted consensus of 8 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Tax Preparers?
- Only partly. Individual estimates for Tax Preparers run from 49 to 69 out of 100 across the 8 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which finance & banking roles face similar AI exposure?
- The closest published finance & banking roles to Tax Preparers by score are Personal Financial Advisors (61/100), Loan Officers (59/100), and Credit Counselors (58/100). Each has its own page with the research behind its number.
Also covers
CPA (Certified Public Accountant) · Corporate Tax Preparer · Credentialed Tax Expert · Credentialed Tax Professional · Enrolled Agent · Income Tax Advisor · Income Tax Consultant · Income Tax Expert and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
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More finance & banking occupations
- Personal Financial Advisors61/100
- Loan Officers59/100
- Credit Counselors58/100
- Financial Risk Specialists57/100
- Credit Analysts56/100
- Financial and Investment Analysts56/100
- Appraisers of Personal and Business Property55/100
- Tax Examiners and Collectors, and Revenue Agents55/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.