チェンジマネジメントコンサルタント
経営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
0.243
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
0.46
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24%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 % |
|---|---|---|
Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes.13-1111 | 0.070050.0 | 0.01008.3 |
Analyze data gathered and develop solutions or alternative methods of proceeding.13-1111 | 0.030021.4 | 0.020016.7 |
Gather and organize information on problems or procedures.13-1111 | 0.020014.3 | 0.080066.7 |
Design, evaluate, recommend, and approve changes of forms and reports.13-1111 | 0.020014.3 | 0.01008.3 |
| Not observed on any surface — 7 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. | ||
Confer with personnel concerned to ensure successful functioning of newly implemented systems or procedures. | —0 | —0 |
Develop and implement records management program for filing, protection, and retrieval of records, and assure compliance with program. | —0 | —0 |
Review forms and reports and confer with management and users about format, distribution, and purpose, identifying problems and improvements. | —0 | —0 |
Interview personnel and conduct on-site observation to ascertain unit functions, work performed, and methods, equipment, and personnel used. | —0 | —0 |
Prepare manuals and train workers in use of new forms, reports, procedures or equipment, according to organizational policy. | —0 | —0 |
Plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis. | —0 | —0 |
Recommend purchase of storage equipment and design area layout to locate equipment in space available. | —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 |
|---|---|
Design, evaluate, recommend, and approve changes of forms and reports.O*NET Task ID 7284 | 1.0 |
Gather and organize information on problems or procedures.O*NET Task ID 7276 | 0.5 |
Analyze data gathered and develop solutions or alternative methods of proceeding.O*NET Task ID 7277 | 0.5 |
Develop and implement records management program for filing, protection, and retrieval of records, and assure compliance with program.O*NET Task ID 7279 | 0.5 |
Review forms and reports and confer with management and users about format, distribution, and purpose, identifying problems and improvements.O*NET Task ID 7280 | 0.5 |
Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes.O*NET Task ID 7282 | 0.5 |
Plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis.O*NET Task ID 7285 | 0.5 |
Recommend purchase of storage equipment and design area layout to locate equipment in space available.O*NET Task ID 7286 | 0.5 |
Confer with personnel concerned to ensure successful functioning of newly implemented systems or procedures.O*NET Task ID 7278 | 0.0 |
Interview personnel and conduct on-site observation to ascertain unit functions, work performed, and methods, equipment, and personnel used.O*NET Task ID 7281 | 0.0 |
Prepare manuals and train workers in use of new forms, reports, procedures or equipment, according to organizational policy.O*NET Task ID 7283 | 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