Comptables et Auditeurs
Affaires et FinancesExposition à l'IA
- Source des données: BLSPublié: '26.08
Très élevée· relative
FaibleQuatre bandes relativesTrès élevéeValeur par groupe professionnel
Échelle, base et source
Quatre bandes relatives (Faible / Modérée / Élevée / Très élevée)
831 métiers détaillés du tableau des projections d'emploi du BLS. La valeur est attribuée par code de la National Employment Matrix (NEM), si bien que les métiers partageant un code NEM reçoivent la même bande
- Source des données: AnthropicPublié: '26.03
0.348
0.000Étendue des valeurs présentées ici0.745Échelle, base et source
- Source des données: ILOPublié: '25
0.51
0.09Étendue des valeurs présentées ici0.70Valeur par groupe professionnel
Échelle, base et source
Indice d'exposition à l'IA générative, 0–1 tel que publié
Groupe de base CITP-08 — tous les métiers partageant le code reçoivent cette valeur
Calculé par ce site, non publié par l'OIT : sur les 1 012 professions que ce site relie au jeu de données de l'OIT, 17% atteignent ou dépassent cette valeur.
Quelle est la nature de la valeur publiée par cette source
La catégorie BLS est un rang relatif et non un niveau absolu, et ce n'est pas une mesure de première main : elle regroupe en quatre bandes les rangs centiles du métier dans plusieurs études publiées. Ce n'est ni une prévision d'emploi ou de salaire, ni une probabilité d'adoption, et elle ne distingue pas automatisation et augmentation.
Task-level exposure
Afficher 19 tâches masquées| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Analyze business operations, trends, costs, revenues, financial commitments, and obligations to project future revenues and expenses or to provide advice.13-2011 | 0.029425.2 | 0.01569.8 |
Prepare, analyze, and verify annual reports, financial statements, and other records, using accepted accounting and statistical procedures to assess financial condition and facilitate financial planning.13-2011 | 0.020017.1 | 0.039624.9 |
Develop, implement, modify, and document recordkeeping and accounting systems, making use of current computer technology.13-2011 | 0.019716.8 | 0.038424.2 |
Appraise, evaluate, and inventory real property and equipment, recording information such as the description, value, and location of property.13-2011 | 0.00716.0 | 0.00372.3 |
Prepare, examine, or analyze accounting records, financial statements, or other financial reports to assess accuracy, completeness, and conformance to reporting and procedural standards.13-2011 | 0.00635.4 | 0.00976.1 |
Prepare detailed reports on audit findings.13-2011 | 0.00605.1 | 0.00191.2 |
Develop, maintain, and analyze budgets, preparing periodic reports that compare budgeted costs to actual costs.13-2011 | 0.00494.2 | 0.00432.7 |
Produce up-to-the-minute information, using internal computer systems, to allow management to base decisions on actual, not historical, data.13-2011 | 0.00484.1 | 0.018411.6 |
Prepare forms and manuals for accounting and bookkeeping personnel and direct their work activities.13-2011 | 0.00393.4 | —0 |
Review data about material assets, net worth, liabilities, capital stock, surplus, income, and expenditures.13-2011 | 0.00373.2 | 0.01288.1 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task | βE1 + 0.5 × E2 |
|---|---|
Prepare detailed reports on audit findings.O*NET Task ID 21505 | 1.0 |
Prepare adjusting journal entries.O*NET Task ID 21515 | 1.0 |
Establish tables of accounts and assign entries to proper accounts.O*NET Task ID 21517 | 1.0 |
Report to management about asset utilization and audit results, and recommend changes in operations and financial activities.O*NET Task ID 21506 | 0.5 |
Collect and analyze data to detect deficient controls, duplicated effort, extravagance, fraud, or non-compliance with laws, regulations, and management policies.O*NET Task ID 21507 | 0.5 |
Inspect account books and accounting systems for efficiency, effectiveness, and use of accepted accounting procedures to record transactions.O*NET Task ID 21508 | 0.5 |
Supervise auditing of establishments, and determine scope of investigation required.O*NET Task ID 21509 | 0.5 |
Confer with company officials about financial and regulatory matters.O*NET Task ID 21510 | 0.5 |
Examine and evaluate financial and information systems, recommending controls to ensure system reliability and data integrity.O*NET Task ID 21511 | 0.5 |
Inspect cash on hand, notes receivable and payable, negotiable securities, and canceled checks to confirm records are accurate.O*NET Task ID 21512 | 0.5 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
Occupation information
Évolutions récentes concernant ce métier
avr. 2026: NBER survey of 6,000 executives: 69% use AI but 90% report zero employment impact. Executives predict -0.7% employment decline over next 3 years.
[Source: NBER Working Paper 34836]mars 2026: Karpathy rates accountants 9/10 for AI exposure, among the highest-scoring occupations in his analysis of 342 US jobs.
[Source: Karpathy AI Exposure Score (Fortune)]mars 2026: While the arXiv study focused primarily on computer/math occupations, accountants (AI exposure 73/100) face similar dynamics: structural changes in AI adoption preceded the ChatGPT era. Workers with AI fluency are better positioned regardless of occupation.
[Source: Frank et al. (2026) arXiv:2601.02554]