Somewhat Resilient

Last Update: 10/7/2026

AI Resilience Score for Tax Preparers:

38.4%

Median Score

Meaningful human contribution

Low

Long-term employer demand

Med

Sustained economic opportunity

Med

Our confidence in this score:
High

Methodology and Scoring Rationale

To score how resilient tax preparation work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For tax preparers, all eight sources had data and largely agreed: four of five AI exposure sources rated this role Low resilience, meaning AI can handle much of the work, with only Anthropic rating it Medium. That broad agreement puts confidence at high. Moderate demand and pay keep the score from falling further, landing tax preparers at "Somewhat Resilient."

AI Resilience Report forTax Preparers

$54,920 median salary•9,400 annual openings•SOC Code: 13-2082.00

Tax Preparers are somewhat less resilient to AI impacts than most occupations, according to our analysis of 8 sources.

Tax preparation is labeled "Somewhat Resilient" because AI is already handling a big chunk of the routine work (like checking data, classifying receipts, and filling out forms), which means the job is changing significantly even if it is not disappearing. Studies show that some firms have automated more than 80% of individual tax return preparation, so preparers who only focus on those basic tasks will find their role shrinking fast.

Learn more about how you can thrive in this position

This role is somewhat resilient

Tax preparation is labeled "Somewhat Resilient" because AI is already handling a big chunk of the routine work (like checking data, classifying receipts, and filling out forms), which means the job is changing significantly even if it is not disappearing. Studies show that some firms have automated more than 80% of individual tax return preparation, so preparers who only focus on those basic tasks will find their role shrinking fast.

Read full analysis

Analysis of current AI resilience

Tax Preparers

Updated quarterly

Your move

How can Tax Preparers prepare for AI?

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Latest AI news for Tax Preparers

These articles highlight how AI is reshaping the role of tax preparers, emphasizing the importance of adapting to new technologies. For example, the AARP article explains how generative AI is streamlining the tax filing process, making it essential for preparers to understand and leverage these tools. Additionally, insights from Thomson Reuters indicate that AI will create new skills and career paths, encouraging tax professionals to embrace continuous learning. By developing AI resilience, future tax preparers can enhance their value and remain relevant in an evolving industry.

More Career Info

Career: Tax Preparers

They help people file their taxes by organizing financial information and making sure everything is correct to follow tax laws and get the best refund or payment.

Employment & Wage Data

Median Wage

$54,920

Jobs (2025)

95,800

Growth (2025-35)

+4.7%

Annual Openings

9,400

Education

High school diploma or equivalent

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

48% ResilienceCore Task

Interview clients to obtain additional information on taxable income and deductible expenses and allowances.

2

42% ResilienceCore Task

Answer questions and provide future tax planning to clients.

3

35% ResilienceCore Task

Furnish taxpayers with sufficient information and advice to ensure correct tax form completion.

4

32% ResilienceCore Task

Use all appropriate adjustments, deductions, and credits to keep clients' taxes to a minimum.

5

28% ResilienceCore Task

Prepare or assist in preparing simple to complex tax returns for individuals or small businesses.

6

26% ResilienceCore Task

Explain federal and state tax laws to individuals and companies.

7

22% ResilienceCore Task

Consult tax law handbooks or bulletins to determine procedures for preparation of atypical returns.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.

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