Sector baseline · Research consensus

AI displacement risk in finance & banking

Finance & Banking averages 54 out of 100 across 17 published occupations. Behind it, Personal Financial Advisors scores 61 and Financial Examiners scores 44, a 17 point spread. That is narrower than the 42 point gap between the most and least exposed sector overall, so Finance & Banking moves together more than most fields do.

Sector average, out of 100

Occupations scored

Point spread, 44 to 61

Occupations scoring 40 or above

How the sector splits

Of the 17, 0 occupations clear 70 and count as high risk, 17 sit between 40 and 69, and 0 fall below 40.

Exposure follows the tasks inside a role rather than the field it sits in, so two jobs that share a sector can still land far apart. The whole published set averages 31 across 961 occupations in 21 sectors. How scoring works

Every finance & banking occupation, most exposed first

Rank is against the full published set, not against the sector. Every occupation here is backed by at least two distinct published studies.

AI displacement risk scores for 17 finance & banking occupations
Rank	Occupation	Score	Sources
18	Personal Financial Advisors	61	8
29	Tax Preparers	60	8
34	Loan Officers	59	7
45	Credit Counselors	58	7
59	Financial Risk Specialists	57	6
65	Credit Analysts	56	7
68	Financial and Investment Analysts	56	8
75	Appraisers of Personal and Business Property	55	4
82	Tax Examiners and Collectors, and Revenue Agents	55	6
84	Accountants and Auditors	54	10
100	Budget Analysts	52	7
103	Financial Quantitative Analysts	52	7
119	Appraisers and Assessors of Real Estate	50	5
126	Financial Specialists, All Other	50	8
131	Insurance Underwriters	50	6
152	Fraud Examiners, Investigators and Analysts	48	6
202	Financial Examiners	44	7

The evidence behind these scores

Each score aggregates published academic and industry estimates for that occupation, calibrated onto a common scale before they are combined. Across finance & banking, the thinnest occupation rests on 4 sources and the best evidenced on 10. Occupations backed by fewer than two distinct sources are not published at all, here or anywhere on the site.

See the dataset and its limits, or the full ranking in one table.

A sector average is not your score

Roles across finance & banking already run 17 points apart, and the number above is the baseline for a typical version of each one. Seniority and how routine your day is move your own score further still. Answer a few questions and get it free, no sign-up.

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Other sectors

Every sector with at least 15 published occupations has its own baseline. Compare all of them, or browse occupations grouped by sector.

Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.