O*NET-SOC コード
19-3011.01

Conduct economic analysis related to environmental protection and use of the natural environment, such as water, air, land, and renewable energy resources. Evaluate and quantify benefits, costs, incentives, and impacts of alternative options using economic principles and statistical techniques.

  • 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

    出典データセット(XLSX ファイルのダウンロード)

  • データ出典: Anthropic公表時点: 2026-03

    0.242

    0.000ここに掲載された値の範囲0.745

    職業群単位の値

    尺度・母数・出典

    観測エクスポージャー指数、公開されたまま0–1

    O*NETタスクへの対応づけが基準

    SOC 2018の職業単位で公表された値で、同じSOC 2018コードを持つO*NET職業はすべてこの値になります

    出典データセット(CSV ファイルのダウンロード)

  • データ出典: ILO公表時点: 2025

    0.55

    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の細分類(4桁)単位で公表された値です。米国労働統計局(BLS)の公式対応表(ISCO-08→2010 SOC、2010 SOC→2018 SOC)を公表どおり適用してこの職業に結び付けており、対応は全部または一部です

    出典データセット(PDF ファイルのダウンロード)

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

評価済みタスク 20 件 · β ≥ 0.5 のタスク 20 件(100.0%)

β = 直接的な露出(E1)+ 0.5 × ツール利用時の露出(E2)。原典リポジトリの定義に従います。

  • 原典の単位:O*NET 27.2 のタスク → O*NET 31.0 の職業コード
  • 評価済みタスクはすべて O*NET 31.0 のタスク一覧にあります。
出典
OpenAI "GPTs are GPTs" exposure rubric
版
gh-main-0471612
ライセンス
MIT License, Copyright (c) 2024 OpenAI
Task (O*NET 20.1)Claude.aiRaw / share %
Write technical documents or academic articles to communicate study results or economic forecasts.

19-3011.01

0.052967.0
Develop economic models, forecasts, or scenarios to predict future economic and environmental outcomes.

19-3011.01

0.014117.8
Interpret indicators to ascertain the overall health of an environment.

19-3011.01

0.00425.3
Prepare and deliver presentations to communicate economic and environmental study results, to present policy recommendations, or to raise awareness of environmental consequences.

19-3011.01

0.00354.5
Develop programs or policy recommendations to achieve environmental goals in cost-effective ways.

19-3011.01

0.00222.8
Write social, legal, or economic impact statements to inform decision-makers for natural resource policies, standards, or programs.

19-3011.01

0.00212.6
Not observed on any surface — 13 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.
Demonstrate or promote the economic benefits of sound environmental regulations.
—0
Write research proposals and grant applications to obtain private or public funding for environmental and economic studies.
—0
Examine the exhaustibility of natural resources or the long-term costs of environmental rehabilitation.
—0
Develop systems for collecting, analyzing, and interpreting environmental and economic data.
—0
Develop environmental research project plans, including information on budgets, goals, deliverables, timelines, and resource requirements.
—0
Collect and analyze data to compare the environmental implications of economic policy or practice alternatives.
—0
Perform complex, dynamic, and integrated mathematical modeling of ecological, environmental, or economic systems.
—0
Conduct research to study the relationships among environmental problems and patterns of economic production and consumption.
—0
Conduct research on economic and environmental topics, such as alternative fuel use, public and private land use, soil conservation, air and water pollution control, and endangered species protection.
—0
Assess the costs and benefits of various activities, policies, or regulations that affect the environment or natural resource stocks.
—0
Develop programs or policy recommendations to promote sustainability and sustainable development.
—0
Monitor or analyze market and environmental trends.
—0
Identify and recommend environmentally-friendly business practices.
—0

Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

O*NET 31.0 のタスク全件(20件)

この職業の O*NET 31.0 のタスク全件(英語原文、種別はコア・補足)。露出値はこの一覧には載せず、上の表で各出典が用いた O*NET 版の文言の横にあります。

タスク(O*NET 31.0)種類
Prepare and deliver presentations to communicate economic and environmental study results, to present policy recommendations, or to raise awareness of environmental consequences.コア
Monitor or analyze market and environmental trends.コア
Demonstrate or promote the economic benefits of sound environmental regulations.コア
Write technical documents or academic articles to communicate study results or economic forecasts.コア
Write social, legal, or economic impact statements to inform decision makers for natural resource policies, standards, or programs.コア
Write research proposals and grant applications to obtain private or public funding for environmental and economic studies.コア
Examine the exhaustibility of natural resources or the long-term costs of environmental rehabilitation.コア
Develop systems for collecting, analyzing, and interpreting environmental and economic data.コア
Develop environmental research project plans, including information on budgets, goals, deliverables, timelines, and resource requirements.コア
Develop economic models, forecasts, or scenarios to predict future economic and environmental outcomes.コア
Collect and analyze data to compare the environmental implications of economic policy or practice alternatives.コア
Perform complex, dynamic, and integrated mathematical modeling of ecological, environmental, or economic systems.コア
Conduct research to study the relationships among environmental problems and patterns of economic production and consumption.コア
Conduct research on economic and environmental topics, such as alternative fuel use, public and private land use, soil conservation, air and water pollution control, and endangered species protection.コア
Develop programs or policy recommendations to achieve environmental goals in cost-effective ways.コア
Assess the costs and benefits of various activities, policies, or regulations that affect the environment or natural resource stocks.コア
Develop programs or policy recommendations to promote sustainability and sustainable development.コア
Teach courses in environmental economics.コア
Interpret indicators to ascertain the overall health of an environment.補足
Identify and recommend environmentally friendly business practices.補足

職業情報

雇用見通し(BLS)

この O*NET 職業だけの値ではなく、SOC 19-3011 グループ(Economists)全体の値です。

雇用者数、2025
19K
雇用者数見通し、2035
20K
変化率 (2025–35)
+4.7%
年間賃金の中央値、2025
$124,720
入職時に通常必要な学歴
Master's degree
最低 $30,890BLS EP 2025–35 の詳細職業825件の賃金中央値の範囲最高 $559,030

出典: U.S. Bureau of Labor Statistics, Employment Projections 2025–35 — Employment by detailed occupation, 2025 and projected 2035

韓国職業分類との対応(KSCO)

AI Changing Work が作成した Korea Occupation Direct Crosswalk v1.1 現行版の対応です。関係の値は O*NET-SOC 職業の側から読みます。

KSCO コードKSCO 名称関係状態
21222경제학 연구원この職業のほうが狭い確定

関係と状態の定義(kr-direct v1.1)

ILO(国際労働機関)の職業説明

以下のISCO-08職業群は、AI Changing Workが米国労働統計局(BLS)の発行するクロスウォーク(2018 SOC→2010 SOC、2010 SOC→ISCO-08)を個別の選択なしにそのまま適用して、この職業に結び付けたものです。結び付きは全体的な対応の場合も部分的な対応の場合もあります。

  • ISCO-08 2631Economists

    経済分析家

出典: 総務省「国際標準職業分類(ISCO)2008年改定版(仮訳)分類項目名一覧(和英対照)」— 原著:ILO ISCO-08 © International Labour Organization(日本語訳は総務省がILOの許可を得て作成)

原文を見る

以下の定義・作業・職業例は、この職業ではなく、当該ISCO-08職業群についてのILOによる説明です。

Economists conduct research, monitor data, analyse information and prepare reports and plans to resolve economic and business problems and develop models to analyse, explain and forecast economic behaviour and patterns. They provide advice to business, interest groups and governments to formulate solutions to present or projected economic and business problems.

作業

  • (a) forecasting changes in the economic environment for short-term budgeting, long-term planning and investment evaluation;
  • (b) formulating recommendations, policies and plans for the economy, corporate strategies and investment, and undertaking feasibility studies for projects;
  • (c) monitoring economic data to assess the effectiveness, and advise on the appropriateness, of monetary and fiscal policies;
  • (d) forecasting production and consumption of specific products and services based on records of past production and consumption and general economic and industry-specific conditions;
  • (e) preparing forecasts of income and expenditure, interest rates and exchange rates;
  • (f) analysing factors that determine labour force participation, employment, wages, unemployment and other labour market outcomes;
  • (g) applying mathematical formulae and statistical techniques and apply to test economic theories and devise solutions to economic problems;
  • (h) compiling, analysing and interpreting economic data using economic theory and a variety of statistical and other techniques;
  • (i) evaluating the outcome of political decisions concerning public economy and finances and advising on economic policy and possible courses of action in the light of past, present and projected economic factors and trends;
  • (j) preparing scholarly papers and reports;
  • (k) examining problems related to the economic activities of individual companies;
  • (l) conducting research on market conditions in local, regional or national areas to set sales and pricing levels for goods and services, to assess market potential and future trends and to develop business strategies.

職業例

Econometrician · Economic adviser · Economic analyst · Economist · Labour economist

Sources: ILO ISCO-08 — details: Credits

ESCO 職業語彙

以下の各項目は、公開されているESCO-O*NET Crosswalk(バージョン1、2022年)で、この職業と一つずつ対応付けられたものです。対応の種類はそのクロスウォークによるもので、表現はAI Changing Workによるものです。

  • economistESCO 2631.1この職業のほうが狭い

    Economists perform research and develop theories in the field of economics, whether for microeconomic or macroeconomic analysis. They study trends, analyse statistical data, and to some extent work with economic mathematical models in order to advise companies, governments, and related institutions. They advise on product feasibility, trend forecasts, emerging markets, tax policies, and consumer trends.

  • environmental policy officerESCO 2422.10.5重なるが同じではない

    Environmental policy officers research, analyse, develop and implement policies related to the environment. They give expert advice to entities such as commercial organisations, government agencies and land developers. Environmental policy officers work on reducing the impact of industrial, commercial and agricultural activities on the environment.

出典: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)

ライセンス: CC BY 4.0 (EU Reuse Notice)

原文を見る

ESCO reuse terms and the modification notice are in Credits.

フランス職業分類との対応(ROME)

この職業と ROME 4.0 の職業票(fiche)との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。「暫定」と表示した対応は、同じモデル系列(Claude)の二人の判定者による判定のみ、またはその判定に運営者の規則を適用して採用したものであり、確定した対応より根拠が弱くなります。

ROME コードROME 名称(フランス語)関係
M1403Chargé / Chargée d'études socio-économiques関連(対応ではない)
M1409Ingénieur / Ingénieure économiste en entreprise関連(対応ではない)

Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.

ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.

(AI Changing Work link release: fr-direct v1)

スペイン職業分類との対応(CNO-11)

この職業と CNO-11 の職業との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。

CNO-11 コードCNO-11 名称(スペイン語)関係
2810Economistasこの職業のほうが狭い
2426Profesionales de la protección ambiental関連(対応ではない)

Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.

(AI Changing Work link release: es-direct v1)

ドイツ職業分類との対応(KldB)

この職業と KldB の職業との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。

KldB コードKldB 名称(ドイツ語)関係
42314Berufe in der Umweltschutzverwaltung und -beratung - hoch komplexe Tätigkeiten関連(対応ではない)
91404Berufe in Wirtschaftswissenschaften (ohne Spezialisierung) - hoch komplexe Tätigkeiten関連(対応ではない)

Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.

(AI Changing Work link release: de-direct v1)

日本職業分類との対応(JSCO)

この職業と JSCO の職業との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。

JSCO コードJSCO 名称(日本語)関係
052人文・社会科学系等研究者この職業のほうが狭い

Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.

(AI Changing Work link release: jp-direct v1)

このページのデータの出典・ライセンスと AI Changing Work による改変・翻訳の告知:クレジットと出典