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It depends entirely on whether the path ends at a license. Audit and CPA advisory work scores 5.2 out of 10 for AI exposure, where 10 is most at risk. Bookkeeping and transactional accounting scores 7.9. The CPA signature is a legal monopoly that no software can hold — and everything below it is among the most automatable work we score.
The short answer for parents: accounting remains one of the more defensible business-family degrees, but only if the destination is the license. A degree that stops short of CPA qualification points mostly at the transactional layer, which is the exposed part and has been automating since long before this wave.
Every career in this index is scored 1–10, where 10 is most exposed to AI. Same six factors, same weights, applied identically to an auditor and a paramedic.
| Accounting track | 2023 | 2025 | Now | 3-yr move | Band |
|---|---|---|---|---|---|
| Audit / CPA advisory | 4.4 | 4.8 | 5.2 | +0.8 | Moderate |
| Tax advisory (complex) | 4.8 | 5.2 | 5.6 | +0.8 | Moderate |
| Management accounting / controller | 5.5 | 6.0 | 6.3 | +0.8 | Mod–High |
| Routine tax preparation | 6.1 | 6.6 | 7.0 | +0.9 | High |
| Bookkeeping / transactional | 6.8 | 7.4 | 7.9 | +1.1 | High |
2023 and 2025 figures are reconstructed using current methodology, not archived from past editions.
For scalethe median career in this edition scores around 5.5. A business analyst scores 7.6. Entry-level software development scores 8.1. Bedside nursing scores 2.8.
Note the starting point. Bookkeeping was already at 6.8 in 2023 — much of its displacement predates the current AI wave. Data entry, reconciliation and categorization were the first white-collar tasks automated, and that automation is now mature rather than emerging.
It has already replaced a great deal of what junior accountants used to do, while leaving the licensed tier largely intact.
The profession has been explicit about this. The AICPA has launched work to redefine what early-career accountants need to know, which is a professional body formally acknowledging that its own entry-level competence has changed.
How audit and CPA advisory work rates against each. Ratings are 0–10 on each factor's own terms.
Accounting is unusual: high automatability and a moderate score, held up almost entirely by regulatory protection and accountability.
So you can see what the analysis actually looks like.
Does the law require a licensed human? — rated 9.0
Licensing is the most durable protection in this index, because it moves at the speed of legislation rather than technology. But what a license reserves varies enormously, and accounting is the cleanest example of a license doing real work.
The audit opinion is a legal monopoly. A public company's financial statements must be signed by a licensed CPA. Not reviewed by one, not prepared under one's supervision — signed, with personal and professional liability attached. No amount of capability lets software hold that liability, because liability is a legal construct rather than a technical one.
That protection is narrow but absolute, and it anchors an entire career tier above it. Advisory work, complex tax positions, controllership — all of it sits close enough to the licensed function to inherit some of the protection.
But compare it with law, where the license reserves the courtroom and the signature and leaves the apprenticeship exposed. Accounting's license does something law's does not: it mandates supervised experience hours. A CPA candidate must accumulate them under a licensed practitioner, which gives firms an institutional reason to keep hiring and training juniors even where the work itself could be automated.
That is why accounting's entry-path factor rates 4.0 rather than the 7.5 we give business or the 9.5 we give junior law. The on-ramp has narrowed, but licensure props it open. It is a weaker version of the mechanism that protects nursing, and it is doing real work.
The general lesson: ask what the license reserves, and whether it reserves the training as well as the practice. Those are different protections, and the second one matters more for someone entering the field.
Ranked by exposure, safest first:
Yes, with one condition attached: the license is the product.
The counterargument to our score is demographic rather than technological, and it is strong. Around three-quarters of the current CPA workforce is expected to retire within fifteen years, and a large majority of finance leaders report being unable to find qualified people. On that reading, AI is not displacing accountants — it is the only thing preventing a staffing crisis.
We think both are true, and they cut differently across the two tiers. A shortage of licensed CPAs raises the value of the licensed path, which is exactly what we recommend. It does much less for the transactional tier, where the retiring workforce is being replaced by software rather than by people.
The genuine open question is whether firms will hire and train more juniors because of the shortage, or lean harder on automation to avoid hiring. The profession has not settled that yet, and we will be watching graduate hiring volumes at the large firms as the tell.
This sampler tells you where accounting stands. The full profile tells you what to do about it.
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