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経営AI露出度
- データ出典: BLS公表時点: '26.08
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: '26.03
0.156
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: '25
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 % | APIRaw / share % |
|---|---|---|
Provide users with technical support for computer problems.11-3021 | 0.300066.7 | —0 |
Prepare and review operational reports or project progress reports.11-3021 | 0.120026.7 | 0.120075.0 |
Develop computer information resources, providing for data security and control, strategic computing, and disaster recovery.11-3021 | 0.02004.4 | 0.01006.3 |
Develop and interpret organizational goals, policies, and procedures.11-3021 | 0.01002.2 | 0.00000.0 |
Evaluate data processing proposals to assess project feasibility and requirements.11-3021 | 0.00000.0 | 0.020012.5 |
Direct daily operations of department, analyzing workflow, establishing priorities, developing standards and setting deadlines.11-3021 | 0.00000.0 | 0.01006.3 |
Evaluate the organization's technology use and needs and recommend improvements, such as hardware and software upgrades.11-3021 | 0.00000.0 | 0.00000.0 |
Manage backup, security and user help systems. | —0 | 0.00000.0 |
Meet with department heads, managers, supervisors, vendors, and others, to solicit cooperation and resolve problems. | —0 | 0.00000.0 |
| Not observed on any surface — 8 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. | ||
Consult with users, management, vendors, and technicians to assess computing needs and system requirements. | —0 | —0 |
Assign and review the work of systems analysts, programmers, and other computer-related workers. | —0 | —0 |
Stay abreast of advances in technology. | —0 | —0 |
Review and approve all systems charts and programs prior to their implementation. | —0 | —0 |
Control operational budget and expenditures. | —0 | —0 |
Recruit, hire, train and supervise staff, or participate in staffing decisions. | —0 | —0 |
Review project plans to plan and coordinate project activity. | —0 | —0 |
Purchase necessary equipment. | —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 |
|---|---|
Assign and review the work of systems analysts, programmers, and other computer-related workers.O*NET Task ID 969 | 1.0 |
Review and approve all systems charts and programs prior to their implementation.O*NET Task ID 972 | 1.0 |
Manage backup, security and user help systems.O*NET Task ID 966 | 0.5 |
Consult with users, management, vendors, and technicians to assess computing needs and system requirements.O*NET Task ID 967 | 0.5 |
Direct daily operations of department, analyzing workflow, establishing priorities, developing standards and setting deadlines.O*NET Task ID 968 | 0.5 |
Stay abreast of advances in technology.O*NET Task ID 970 | 0.5 |
Develop computer information resources, providing for data security and control, strategic computing, and disaster recovery.O*NET Task ID 971 | 0.5 |
Evaluate the organization's technology use and needs and recommend improvements, such as hardware and software upgrades.O*NET Task ID 973 | 0.5 |
Control operational budget and expenditures.O*NET Task ID 974 | 0.5 |
Develop and interpret organizational goals, policies, and procedures.O*NET Task ID 976 | 0.5 |
Meet with department heads, managers, supervisors, vendors, and others, to solicit cooperation and resolve problems.O*NET Task ID 975 | 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