コストエスティメーター
ビジネス・金融AI露出度
- データ出典: BLS公表時点: 2026-08
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
0.000
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
0.44
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28%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 % |
|---|---|
Consult with clients, vendors, personnel in other departments or construction foremen to discuss and formulate estimates and resolve issues.13-1051 | 0.018986.8 |
Assess cost effectiveness of products, projects or services, tracking actual costs relative to bids as the project develops.13-1051 | 0.002913.2 |
| Not observed on any surface — 11 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. | |
Analyze blueprints and other documentation to prepare time, cost, materials, and labor estimates. | —0 |
Confer with engineers, architects, owners, contractors and subcontractors on changes and adjustments to cost estimates. | —0 |
Prepare estimates used by management for purposes such as planning, organizing, and scheduling work. | —0 |
Prepare estimates for use in selecting vendors or subcontractors. | —0 |
Review material and labor requirements to decide whether it is more cost-effective to produce or purchase components. | —0 |
Prepare cost and expenditure statements and other necessary documentation at regular intervals for the duration of the project. | —0 |
Prepare and maintain a directory of suppliers, contractors and subcontractors. | —0 |
Set up cost monitoring and reporting systems and procedures. | —0 |
Establish and maintain tendering process, and conduct negotiations. | —0 |
Conduct special studies to develop and establish standard hour and related cost data or to effect cost reduction. | —0 |
Visit site and record information about access, drainage and topography, and availability of services such as water and electricity. | —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 |
|---|---|
Analyze blueprints and other documentation to prepare time, cost, materials, and labor estimates.O*NET Task ID 80 | 0.5 |
Assess cost effectiveness of products, projects or services, tracking actual costs relative to bids as the project develops.O*NET Task ID 81 | 0.5 |
Consult with clients, vendors, personnel in other departments, or construction foremen to discuss and formulate estimates and resolve issues.O*NET Task ID 82 | 0.5 |
Confer with engineers, architects, owners, contractors, and subcontractors on changes and adjustments to cost estimates.O*NET Task ID 83 | 0.5 |
Prepare estimates used by management for purposes such as planning, organizing, and scheduling work.O*NET Task ID 84 | 0.5 |
Prepare estimates for use in selecting vendors or subcontractors.O*NET Task ID 85 | 0.5 |
Review material and labor requirements to decide whether it is more cost-effective to produce or purchase components.O*NET Task ID 86 | 0.5 |
Prepare cost and expenditure statements and other necessary documentation at regular intervals for the duration of the project.O*NET Task ID 87 | 0.5 |
Prepare and maintain a directory of suppliers, contractors and subcontractors.O*NET Task ID 88 | 0.5 |
Set up cost monitoring and reporting systems and procedures.O*NET Task ID 89 | 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