税務審査官・徴収官
ビジネス・金融AI露出度
- データ出典: BLS公表時点: 2026-08
非常に高い· 相対
低い4段階の相対区分非常に高い職業群単位の値
尺度・母数・出典
4段階の相対区分（低い / 中程度 / 高い / 非常に高い）
BLS雇用見通し表の詳細職業831件が母数。値は NEM(全国雇用マトリクス)コード単位で付与されるため、同じ NEM コードの職業は同じバンドになります
- データ出典: Anthropic公表時点: 2026-03
0.028
0.000ここに掲載された値の範囲0.745尺度・母数・出典
- データ出典: ILO公表時点: 2025
0.49
0.09ここに掲載された値の範囲0.70職業群単位の値
尺度・母数・出典
生成AI露出度指数、公開されたまま0–1
ISCO-08の職業小分類単位 — 同じコードの職業はすべて同じ値
当サイトの算出であり、ILOが公表した数値ではありません。当サイトがILOデータセットに結び付けた職業1,012件のうち、この値以上のものは21%です。
この出典がどのような性格の値か
BLSの区分は絶対水準ではなく相対順位であり、一次測定でもありません。複数の既存研究が付けた職業別パーセンタイル順位を4段階にまとめた値です。雇用や賃金の予測でもなく、導入確率でもなく、自動化と増強を区別しません。
Task-level exposure
露出のある作業のみ| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Maintain knowledge of tax code changes, and of accounting procedures and theory to properly evaluate financial information.13-2081 | 0.011533.7 | 0.003464.2 |
Install systems of recording costs or other financial and budgetary data or provide advice on such systems, based on examination of current financial records.13-2081 | 0.011232.8 | 0.001935.8 |
Answer questions from taxpayers and assist them in completing tax forms.13-2081 | 0.006418.8 | —0 |
Determine appropriate methods of debt settlement, such as offers of compromise, wage garnishment, or seizure and sale of property.13-2081 | 0.00185.3 | —0 |
Confer with taxpayers or their representatives to discuss the issues, laws, and regulations involved in returns, and to resolve problems with returns.13-2081 | 0.00164.7 | —0 |
Examine accounting systems and records to determine whether accounting methods used were appropriate and in compliance with statutory provisions.13-2081 | 0.00164.7 | —0 |
| Not observed on any surface — 20 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | ||
Collect taxes from individuals or businesses according to prescribed laws and regulations. | —0 | —0 |
Maintain records for each case, including contacts, telephone numbers, and actions taken. | —0 | —0 |
Contact taxpayers by mail or telephone to address discrepancies and to request supporting documentation. | —0 | —0 |
Send notices to taxpayers when accounts are delinquent. | —0 | —0 |
Notify taxpayers of any overpayment or underpayment, and either issue a refund or request further payment. | —0 | —0 |
Impose payment deadlines on delinquent taxpayers and monitor payments to ensure that deadlines are met. | —0 | —0 |
Check tax forms to verify that names and taxpayer identification numbers are correct, that computations have been performed correctly, or that amounts match those on supporting documentation. | —0 | —0 |
Conduct independent field audits and investigations of income tax returns to verify information or to amend tax liabilities. | —0 | —0 |
Review filed tax returns to determine whether claimed tax credits and deductions are allowed by law. | —0 | —0 |
Review selected tax returns to determine the nature and extent of audits to be performed on them. | —0 | —0 |
Enter tax return information into computers for processing. | —0 | —0 |
Process individual and corporate income tax returns, and sales and excise tax returns. | —0 | —0 |
Examine and analyze tax assets and liabilities to determine resolution of delinquent tax problems. | —0 | —0 |
Recommend criminal prosecutions or civil penalties. | —0 | —0 |
Secure a taxpayer's agreement to discharge a tax assessment, or submit contested determinations to other administrative or judicial conferees for appeals hearings. | —0 | —0 |
Prepare briefs, and assist in searching and seizing records to prepare charges and documentation for court cases. | —0 | —0 |
Direct service of legal documents, such as subpoenas, warrants, notices of assessment and garnishments. | —0 | —0 |
Request that the state or federal revenue service prepare a return on a taxpayer's behalf in cases where taxes have not been filed. | —0 | —0 |
Investigate claims of inability to pay taxes by researching court information for the status of liens, mortgages, or financial statements, or by locating assets through third parties. | —0 | —0 |
Participate in informal appeals hearings on contested cases from other agents. | —0 | —0 |
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 |
|---|---|
Maintain records for each case, including contacts, telephone numbers, and actions taken.O*NET Task ID 5290 | 1.0 |
Send notices to taxpayers when accounts are delinquent.O*NET Task ID 5293 | 1.0 |
Enter tax return information into computers for processing.O*NET Task ID 5298 | 1.0 |
Check tax forms to verify that names and taxpayer identification numbers are correct, that computations have been performed correctly, or that amounts match those on supporting documentation.O*NET Task ID 5302 | 1.0 |
Collect taxes from individuals or businesses according to prescribed laws and regulations.O*NET Task ID 5288 | 0.5 |
Maintain knowledge of tax code changes, and of accounting procedures and theory to properly evaluate financial information.O*NET Task ID 5289 | 0.5 |
Confer with taxpayers or their representatives to discuss the issues, laws, and regulations involved in returns, and to resolve problems with returns.O*NET Task ID 5291 | 0.5 |
Contact taxpayers by mail or telephone to address discrepancies and to request supporting documentation.O*NET Task ID 5292 | 0.5 |
Notify taxpayers of any overpayment or underpayment, and either issue a refund or request further payment.O*NET Task ID 5294 | 0.5 |
Conduct independent field audits and investigations of income tax returns to verify information or to amend tax liabilities.O*NET Task ID 5295 | 0.5 |
Direct service of legal documents, such as subpoenas, warrants, notices of assessment, and garnishments.O*NET Task ID 5308 | 0.0 |
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