← Risk register SOC 13-2099 · reviewed 2026-08-11

Financial Specialists, All Other

132,130 US workers · median $81,100/yr · Business

EXPOSED

This catch-all bucket — treasury analysts, financial risk specialists, pricing and compliance analysts, benefits and grants finance staff — is dominated by spreadsheet modeling, reconciliation, variance reporting, and memo-writing, all of which current AI drafts at usable quality with a human reviewing. The modal worker holds no license that legally requires a signature, so the surviving work is the part where someone assembles ambiguous evidence, makes a capital, pricing, or risk call, and answers for it to a committee or regulator. Employment concentrates upward: fewer analysts producing packets, more specialists owning positions and defending assumptions.

10-year outlook: By 2035 the reporting and modeling core of these roles is largely machine-produced with human review, and headcount consolidates around specialists who set assumptions, negotiate with counterparties, and answer to regulators.

Score — 36/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 8 + 3 + 5 + 9 + 11 = 36.

Task resistance 8/20

Mixed — a routine tier and a judgment tier. Pulling bank feeds into a cash position, tying subledger to GL, building a rate-sensitivity table, and drafting the variance narrative are all things a model does at first-draft quality today — what holds the score at 8 rather than 4 is the recurring work of chasing down why a counterparty confirmation doesn't match, arguing an assumption with a business unit head, and deciding what the packet should say when the data is late or wrong.

Embodiment 3/20

Fully desk- and screen-based. The job is a laptop, a market data terminal, and a recurring committee meeting; the only physical element is walking a signature page or sitting in the room when the treasurer approves a hedge, which is why this is 3 and not 0.

Liability shield 5/20

Certification preferred, not legally required. Nothing in this bucket requires a state license to perform — the CFA, CTP, or FRM your employer put on the job posting is a hiring filter, not a statutory one, and when a hedge accounting treatment or a grant cost allocation gets challenged it is the CFO, controller, or an external auditor whose name is on the attestation, not yours.

Trust premium 9/20

Some relationship component. Your standing comes from being the person the treasurer, the ALCO, or the program officer calls before they commit — real, but it is credibility about a specific book or grant portfolio rather than a portable client relationship, and the reconciliation and reporting half of the job is consumed by people who never learn who produced it.

Judgment & accountability 11/20

Meaningful discretion. Setting a transfer price, sizing a liquidity buffer, calling an allowance assumption, or deciding a cost is unallowable under 2 CFR 200 are genuinely contestable calls you defend in a meeting — but at 11 rather than 16 because a policy, limit framework, or delegated authority almost always caps your discretion and someone above you signs the final position.

Confidence: medium · reviewed 2026-08-11 · how scoring works

Tasks already automatable

What survives

Active moats: judgment, trust

How to future-proof this job

Escape hatches — adjacent fields with better verdicts

Computed from U.S. Dept. of Labor O*NET skill profiles: high overlap with what you already do, materially higher resistance score.

Securities, Commodities, and Financial Services Sales Agents EXPOSED · 51/100 · you already have ~76% of the skill profile

Skills to close: Management of Financial Resources, Monitoring

Personal Financial Advisors EXPOSED · 52/100 · you already have ~76% of the skill profile

Skills to close: Operations Analysis, Service Orientation, Systems Evaluation, Management of Financial Resources

Field report — do you do this job?

Has AI actually changed your work?

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.