税务审查员和征收员
商业与金融AI暴露度
- 数据来源: BLS发布时间: 2026-08
很高· 相对
低四级相对区间很高职业群单位数值
尺度 · 母数 · 来源
四级相对类别（低 / 中等 / 高 / 很高）
以BLS就业预测表中831个细分职业为基数。取值按 NEM（全国就业矩阵）代码给定，因此共用同一 NEM 代码的职业得到相同分档
- 数据来源: Anthropic发布时间: 2026-03
0.028
0.000此处所载数值的范围0.745尺度 · 母数 · 来源
- 数据来源: ILO发布时间: 2025
0.49
0.09此处所载数值的范围0.70职业群单位数值
尺度 · 母数 · 来源
生成式AI暴露度指数，按发布原值0–1
ISCO-08职业小类单位 — 共用同一代码的职业取值相同
本站计算，并非国际劳工组织发布的数值。在本站与 ILO 数据集相连的 1,012 个职业中，达到或高于此值的占 21%。
该来源发布的是什么性质的数值
BLS的类别是相对排位而非绝对水平，也不是一手测量：它把多项已发表研究给出的职业百分位排名归并为四个等级。它不是就业或工资预测，不是采用概率，也不区分自动化与增强。
Task-level exposure
| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Confer with taxpayers or their representatives to discuss the issues, laws, and regulations involved in returns, and to resolve problems with returns.13-2081 | 0.00000.0 | —0 |
Examine accounting systems and records to determine whether accounting methods used were appropriate and in compliance with statutory provisions.13-2081 | 0.00000.0 | —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 | 0.00000.0 |
| Not observed on any surface — 18 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. | ||
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 |
Answer questions from taxpayers and assist them in completing tax forms. | —0 | —0 |
Collect taxes from individuals or businesses according to prescribed laws and regulations. | —0 | —0 |
Maintain knowledge of tax code changes, and of accounting procedures and theory to properly evaluate financial information. | —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 |
Impose payment deadlines on delinquent taxpayers and monitor payments to ensure that deadlines are met. | —0 | —0 |
Examine and analyze tax assets and liabilities to determine resolution of delinquent tax problems. | —0 | —0 |
Determine appropriate methods of debt settlement, such as offers of compromise, wage garnishment, or seizure and sale of property. | —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 |
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 |
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