Will AI Replace Accountants? What Students Need to Know in 2026

TL;DR

• Will AI replace accountants? Not as a profession. BLS projects accountants and auditors to grow 5% from 2025 to 2035, with about 115,300 openings a year, but bookkeeping and routine first-year audit work are shrinking.

• KPMG, EY and Deloitte now run AI agents on vouching, journal-entry testing and audit documentation, with people reviewing what the agents produce.

• Bookkeeping clerks are projected to decline 6%. Financial examiners (+9%) and roles built on judgment hold up best.

• Your move now: learn to check AI output on real ledgers, add data skills, and get project experience before the next recruiting season.

Externships are short, remote professional experience programs where you work on real projects for real companies, with guidance from people in the field. If accounting is your lane, the Attronica Financial Planning & Analysis and Private Company Valuation Externship and the Yinan Zhao Investing & Financial Modeling Externship let you work with the same numbers accountants analyze. Explore all Externships.

Will AI Replace Accountants?

No, AI isn't going to replace accountants as a profession. But it's already replacing a big share of the routine work that used to fill an accountant's first two years, and that changes how you should prepare. The demand is moving toward reviewing, judging and explaining numbers, and away from producing them by hand.

The Short Answer

AI is replacing accounting tasks faster than it's replacing accountants. The Bureau of Labor Statistics still projects jobs for accountants and auditors to grow over the next decade. At the same time, the largest audit firms have handed vouching, testing and documentation drafts to AI agents, and bookkeeping clerks are on a projected decline.

So which side of that split will you land on? That's the real question. Having sat down with thousands of students one-on-one, we hear some version of it constantly from people picking a business major: "Is accounting a safe bet, or am I training for a job a bot will do?" The honest answer is that the safe part of accounting is the part that needs a person to take responsibility for the number.

There's a recruiting angle too. Our author's background includes years in recruitment process outsourcing, and screeners read entry-level accounting resumes for one thing first: proof you can work with real financial data without someone redoing it. That proof matters even more once software does the first pass. If you're weighing accounting against other fields, our guide to jobs AI won't replace covers the broader picture.

The AI Exposure Scorecard

Every article in this series uses the same five-row scorecard, built from BLS projections, two AI usage studies and Extern's own job-posting data.

"Very high" sounds scary. Keep in mind that BLS puts nearly every office occupation in this series in its top tier, and it says plainly that the category is not a forecast of job loss. The more useful rows are the outlook and the gap between the most and least exposed roles.

What Parts of Accounting Is AI Already Doing?

The biggest change is in audit, where all of the Big 4 have put AI agents on the procedures first-year staff used to do by hand. Bookkeeping data entry is largely automated, and simple tax work is among the most AI-exposed tasks in the field.

Audit: The Big 4 Moved the Grunt Work to Agents

This isn't a forecast. It's in the firms' own press releases.

• KPMG said in April 2025 that AI agents in its Clara audit platform now handle expense vouching and the search for unrecorded liabilities, with a separate tool helping complete disclosure checklists, for more than 95,000 auditors.

• EY launched a multi-agent framework in EY Canvas in April 2026. Canvas processes more than 1.4 trillion journal-entry lines a year for about 130,000 assurance professionals, and EY's goal is agents supporting every stage of the audit by 2028.

• Deloitte announced in June 2026 that agents in its Omnia platform extract data, review evidence, draft documentation and propose initial conclusions for about 85,000 practitioners to review.

Notice the pattern? Every one of those tasks used to be junior work.

And every firm keeps a person in the loop to check what the agent did. That's where the new junior work is.

Tax and Bookkeeping

BLS says plainly that software now automates many bookkeeping clerk tasks, so the same work needs fewer people. Data entry and transaction categorizing are the clearest examples.

Tax is less settled. In Microsoft Research's "Working with AI" study (2025), tax preparers rank 78th of 785 occupations for AI applicability, which puts them in the top 10% and above accountants. Filling in well-defined forms is exactly what these tools are good at.

But interviewing a client, spotting the deduction they didn't mention, and advising on a messy situation still sit with a person, according to the O*NET task list for tax preparers.

What AI Does vs What Still Needs You

Here's the split, task by task, based on the firms' announcements and federal task data.

What Does the Job Data Actually Say?

The data points two ways at once. Federal projections still show steady growth for accountants and auditors, and job postings rose through fall 2026. But early-career research finds young workers in AI-exposed jobs are being hired less, and accountants sit in that exposed group.

The BLS Outlook for 2025 to 2035

According to the BLS Occupational Outlook Handbook (2025-35 projections, May 2025 pay), accountants and auditors are projected to grow 5%, faster than average, with about 115,300 openings a year and a median wage of $83,680. BLS expects routine tasks to be automated as AI spreads, and it expects that to make advisory and analytical work more prominent rather than cut overall demand.

The other accounting occupations split. Bookkeeping, accounting and auditing clerks are projected to decline 6%, though turnover still creates about 144,100 openings a year. Financial examiners, who review banks for regulators, are projected to grow 9% with a median of $94,160. Tax preparers land at about 5% growth in the BLS data.

If you're still picking a major, our list of the best-paying AI-proof majors puts these numbers next to other fields.

From Extern's Data

Extern tracks US job postings every day, and two numbers stood out for accounting this fall.

• Postings went up, not down. In US job-posting counts Extern tracks daily (Adzuna, July to October 2026), live "accountant" postings went from about 24,400 to about 29,900 (monthly averages).

• Mid-size firms hire lots of interns. The employers posting the most accounting internships in Extern's posting tracker (August to November 2026) were PwC (281 listings), Cherry Bekaert (167), RSM (110) and BDO (89), out of 1,665 listings from 311 employers.

• Pay is solid. Among 30 listings with employer-published pay, the median for accounting internships was $26.25 an hour, with the middle half between $22.85 and $34.90.

One caveat. Posting counts measure demand, not hires, and fall is peak season for accounting recruiting.

But it's hard to look at a 20%-plus rise in postings and call accounting a field in collapse.

What Early-Career Research Shows

The warning sign is in who gets hired. Stanford's Digital Economy Lab found that employment of 22- to 25-year-olds in highly AI-exposed occupations is about 19% below where it would be had it kept pace with less-exposed jobs (ADP payroll data through June 2026). Accountants are among the largest occupations in the study's most-exposed group. The authors are careful: the study is descriptive, they don't claim AI caused the gap, and it doesn't break out accounting on its own.

Anthropic's March 2026 labor-market study points the same way, more weakly. Job-finding rates for 22- to 25-year-olds entering exposed occupations fell about 14% compared with 2022, a result the authors call barely statistically significant. And economy-wide, the Yale Budget Lab (updated October 2026) still doesn't see a clear AI footprint in employment.

So both things are true. There's no broad wave of accountant layoffs. There is a narrower squeeze on entry-level hiring in exposed work, and you should plan for it.

Which Accounting Jobs Are Safest, and Which Are Most at Risk?

Roles built on routine data handling are the most at risk, with bookkeeping clerks clearly shrinking. Roles built on judgment, regulation and client trust are the safest: financial examiners, forensic accountants and advisory or complex tax work. Staff auditors sit in between.

Seven Accounting Roles Compared

Exposure scores come from Microsoft Research (2025) and Anthropic (2026); outlooks are BLS 2025-35 projections unless noted.

If the corporate or FP&A side interests you more than public accounting, our sibling article on whether AI will replace finance jobs covers financial analysts and advisors.

The Pattern Behind the Table

Routine data handling shrinks; review, judgment, regulation and client work grow. That's the short version, and it's a little too tidy. Staff auditors sit right on the line: same title, less testing, more reviewing. The World Economic Forum's Future of Jobs Report 2025 lists accounting, bookkeeping and payroll clerks among the fastest-declining jobs employers expect worldwide by 2030, and the BLS projection says the same about the US.

How Is AI Changing Entry-Level Accounting Work?

Entry-level accounting work is shifting from doing the test to checking and explaining the agent's result, and that shift arrives in your first year, not your fifth. Some firms are also hiring fewer graduates. On the plus side, the path to a CPA license got shorter in most of the country.

Your First Year, Then and Now

Five years ago, a first-year audit associate spent busy season on vouching, tie-outs, reconciliations, tracking client documents and filling in disclosure checklists. Boring? Yes. It was also how people learned what a clean set of books looks like.

Those are almost exactly the procedures named in the KPMG and Deloitte announcements.

So the junior's job is moving up a level: running the agent, reviewing what it flagged, deciding what's wrong, and explaining it to a senior or a client. Deloitte's Omnia even has a "tutor mode" that gives staff short training during the work, which suggests firms know the old way of learning is disappearing.

Is that a better first year or a worse one? Honestly, it depends on the firm. CFO.com argued in October 2025 that the apprenticeship training ground is shrinking faster than the profession is replacing it. We think that's a fair worry, and it's why outside project experience matters more than it used to.

Fewer Seats at Some Firms

Hiring numbers are mixed, and you should know both sides. PwC UK cut its graduate intake from about 1,500 to about 1,300, according to Fortune (September 2025). Its UK chief named the economy as the biggest factor and said AI "is certainly reshaping roles." Business Insider, citing an internal slide, reported that PwC US plans to cut entry-level hiring by almost a third over three years. We couldn't find confirmation that the plan is on schedule, so treat it as a reported plan, not a done deal.

What firms want is changing too. Nearly 7% of Big 4 job postings required AI expertise in 2025, up from under 2% in 2022, according to a Financial Times analysis reported by Computerworld (May 2026).

Yet accounting enrollment keeps climbing. The AICPA reported in June 2026 that four-year accounting enrollment rose 8.9% in spring 2026, its third straight annual increase. More students, fewer junior seats at some big firms. That's real competition.

The CPA Path Just Got Shorter

Here's the good news. As of June 29, 2026, 39 jurisdictions had signed changes into law creating a CPA route with a bachelor's degree (120 credit hours) plus two years of experience, and 23 of those were already in effect, according to Accounting Today's tracker. The 150-hour route stays as an option. Rules vary, so check your state board before you plan a fifth year.

What Skills Make an Accountant Hard to Replace?

The accountants who'll be hardest to replace can check AI output, analyze ledger data, apply standards with judgment and explain numbers to people who aren't accountants. Each of those skills can be proven on a resume before you graduate.

Six Skills and How to Prove Each One

1. Checking AI and automation output. This is the new core skill. Prove it with a project where you used an AI tool to reconcile or test a dataset, then wrote down where it was wrong and why.

2. Data analytics on ledgers. Excel Power Query, SQL, Power BI or Tableau, and some Python or Alteryx. CFO.com reported in October 2025 that 63% of accounting programs had added AI or data analytics content. Prove it with a journal-entry anomaly analysis on a public dataset. Our article on whether AI will replace data analysts goes deeper on these tools.

3. Standards and controls judgment. GAAP, audit assertions and internal controls are what let you say an agent's conclusion is wrong. Coursework and CPA exam sections prove it.

4. Tax research on complex facts. Volunteering with the IRS's VITA free tax-prep program gets you certified and gives you real returns to talk about.

5. Explaining numbers. Present a finding to a non-finance audience and keep the slides. Interviewers ask about this more than you'd guess.

6. Controls and IT audit awareness. As agents take over testing, someone has to check the systems themselves. A short write-up of a SOX or IT general controls project shows you get it.

You don't need all six by graduation. Two or three, backed by real examples, will set you apart from classmates who only list coursework.

How Can You Get AI-Ready Accounting Experience as a Student?

Get experience where you work on real financial data for someone who needs the answer. That means internships at accounting firms, remote Externships in finance and FP&A, and a clear plan for the CPA. Employers increasingly expect AI tools to be part of that experience.

Internship Programs to Target

Our Big 4 accounting internships guide lists firm-by-firm timelines and application links. Timing matters here: most summer 2027 Big 4 applications opened in late summer and closed in the fall, so if you missed them, look at winter and spring busy-season internships, mid-size firms that hire on a rolling basis, and summer 2028 programs for underclassmen.

For firm-specific details, start with our PwC internship guide and KPMG internship guide. Don't skip the mid-size firms, either. Cherry Bekaert, RSM and BDO were among the busiest posters in our tracker.

And expect AI to show up in the work itself. NACE's spring 2026 survey found that nearly 60% of employers assign interns projects using AI tools, and more than a third of entry-level jobs now require AI skills.

Externships in Finance and FP&A

An Externship is a short, remote program where you complete real projects for a company with an extern manager guiding you. Most run 8 weeks (the range is 4 to 11) at about 5 to 10 hours a week, so you can fit one around classes or before recruiting starts.

Two fit accounting students especially well:

• The Attronica Financial Planning & Analysis and Private Company Valuation Externship, for budgeting, forecasting and valuation work on real company numbers.

• The Yinan Zhao Investing & Financial Modeling Externship, for building financial models and reading statements the way an analyst does.

Finance was the second most popular answer, at 19.6%, when Extern's post-program survey asked students what field they want to explore next (June 2026). At Extern, we've seen that the students who interview well for accounting roles can describe one specific problem they solved in a real dataset, not just the course they took. That's the gap a project fills. When you're ready, you can browse current Externships.

Extern is not affiliated with, sponsored by or endorsed by any company, firm or organization named here. This article is based on publicly available information as of November 2026. Job data and company plans change, so check the original sources linked above.

Frequently Asked Questions

Will AI replace CPAs?

Unlikely. A CPA license exists so a named person takes responsibility for an audit opinion or tax position, and software can't sign that. The path is changing, though: 39 jurisdictions have signed laws allowing 120 credit hours plus two years of experience (Accounting Today, June 2026). Early-career work is shifting toward reviewing AI output.

Will AI replace bookkeepers?

Partly, yes. Bookkeeping, accounting and auditing clerks are the one accounting group BLS projects to shrink, down 6% from 2025 to 2035, because software now handles much of the data entry and categorizing. There will still be about 144,100 openings a year as people leave the field, but the routine version of the role is fading.

Will AI replace auditors?

Not the auditor, but a lot of what first-year auditors used to do. KPMG, EY and Deloitte have all put AI agents on tasks like expense vouching, journal-entry testing and drafting documentation, with people reviewing the results. Judgment, skepticism and client conversations stay human, and that's where junior auditors now spend more of their time.

Will AI replace tax preparers?

Simple returns are the most exposed part of the work. Microsoft's 2025 study ranks tax preparers 78th of 785 occupations for AI applicability, higher than accountants. Yet BLS still projects about 5% growth from 2025 to 2035, because complex returns, client interviews and planning advice need a person who understands the client's situation.

Is accounting still a good major in 2026?

Yes, for most students. In New York Fed data for 2024, recent accounting grads had 2.6% unemployment and 21.2% underemployment, among the lowest of any business major. Plenty of students agree: four-year accounting enrollment rose 8.9% in spring 2026, per the AICPA. Pair the degree with data skills and real project experience.

Are Big 4 firms still hiring entry-level?

Yes, though some are hiring fewer graduates. PwC UK cut its graduate intake from 1,500 to about 1,300 in 2025, and Business Insider reported that PwC US plans to hire almost a third fewer entry-level staff over three years. All four firms still run internship programs, so apply early and show you can work with AI tools.

Will accountants exist in 10 years?

Yes. BLS projects accountants and auditors to grow 5% through 2035, with about 115,300 openings a year. The job will look different, though. EY wants AI agents supporting every stage of its audits by 2028, so accountants a decade from now will spend more time reviewing, explaining and advising than entering or testing data.

What accounting jobs can't AI replace?

No job is fully safe, but roles built on judgment and people hold up best. Financial examiners score lowest on AI exposure in both the Microsoft and Anthropic studies and are projected to grow 9%. Forensic accounting, advisory work and complex tax planning also depend on investigation, client trust and accountability that software can't carry.