Financial Quantitative Analysts
Business and Financial Operations Occupations- O*NET-SOC コード
- 13-2099.01
Develop quantitative techniques to inform securities investing, equities investing, pricing, or valuation of financial instruments. Develop mathematical or statistical models for risk management, asset optimization, pricing, or relative value analysis.
- 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
0.220
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
- 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
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
非表示の作業 9 件を表示評価済みタスク 21 件 · β ≥ 0.5 のタスク 21 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 % | APIRaw / share % |
|---|---|---|
Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models.13-2099.01 | 0.053136.9 | 0.017017.7 |
Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation.13-2099.01 | 0.027719.3 | 0.00707.3 |
Interpret results of financial analysis procedures.13-2099.01 | 0.019813.8 | 0.028429.5 |
Provide application or analytical support to researchers or traders on issues such as valuations or data.13-2099.01 | 0.01389.6 | 0.010110.5 |
Produce written summary reports of financial research results.13-2099.01 | 0.00684.8 | 0.016517.2 |
Prepare requirements documentation for use by software developers.13-2099.01 | 0.00614.3 | 0.00232.4 |
Research new financial products or analytics to determine their usefulness.13-2099.01 | 0.00584.0 | 0.00333.4 |
Identify, track, or maintain metrics for trading system operations.13-2099.01 | 0.00402.8 | 0.00444.6 |
Define or recommend model specifications or data collection methods.13-2099.01 | 0.00342.4 | —0 |
Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.13-2099.01 | 0.00312.2 | 0.00373.9 |
Maintain or modify all financial analytic models in use. | —0 | 0.00181.9 |
Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues. | —0 | 0.00171.8 |
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 (O*NET 27.2) | βE1 + 0.5 × E2 |
|---|---|
Prepare requirements documentation for use by software developers.O*NET Task ID 15982 | 1.0 |
Collaborate in the development or testing of new analytical software to ensure compliance with user requirements, specifications, or scope.O*NET Task ID 15985 | 1.0 |
Maintain or modify all financial analytic models in use.O*NET Task ID 15987 | 1.0 |
Produce written summary reports of financial research results.O*NET Task ID 15988 | 1.0 |
Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.O*NET Task ID 15990 | 1.0 |
Devise or apply independent models or tools to help verify results of analytical systems.O*NET Task ID 15996 | 1.0 |
Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation.O*NET Task ID 15997 | 1.0 |
Provide application or analytical support to researchers or traders on issues such as valuations or data.O*NET Task ID 15983 | 0.5 |
Identify, track, or maintain metrics for trading system operations.O*NET Task ID 15984 | 0.5 |
Research new financial products or analytics to determine their usefulness.O*NET Task ID 15986 | 0.5 |
Interpret results of financial analysis procedures.O*NET Task ID 15989 | 0.5 |
Define or recommend model specifications or data collection methods.O*NET Task ID 15991 | 0.5 |
Consult traders or other financial industry personnel to determine the need for new or improved analytical applications.O*NET Task ID 15992 | 0.5 |
Confer with other financial engineers or analysts on trading strategies, market dynamics, or trading system performance to inform development of quantitative techniques.O*NET Task ID 15993 | 0.5 |
Collaborate with product development teams to research, model, validate, or implement quantitative structured solutions for new or expanded markets.O*NET Task ID 15994 | 0.5 |
Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models.O*NET Task ID 15995 | 0.5 |
Analyze pricing or risks of carbon trading products.O*NET Task ID 19572 | 0.5 |
Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities.O*NET Task ID 19573 | 0.5 |
Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.O*NET Task ID 19574 | 0.5 |
Develop solutions to help clients hedge carbon exposure or risk.O*NET Task ID 19575 | 0.5 |
Develop tools to assess green technologies or green financial products, such as green hedge funds or social responsibility investment funds.O*NET Task ID 19576 | 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
O*NET 31.0 のタスク全件（21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 |
|---|---|
| Provide application or analytical support to researchers or traders on issues such as valuations or data. | コア |
| Collaborate in the development or testing of new analytical software to ensure compliance with user requirements, specifications, or scope. | コア |
| Research new financial products or analytics to determine their usefulness. | コア |
| Maintain or modify all financial analytic models in use. | コア |
| Produce written summary reports of financial research results. | コア |
| Interpret results of financial analysis procedures. | コア |
| Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques. | コア |
| Define or recommend model specifications or data collection methods. | コア |
| Consult traders or other financial industry personnel to determine the need for new or improved analytical applications. | コア |
| Confer with other financial engineers or analysts on trading strategies, market dynamics, or trading system performance to inform development of quantitative techniques. | コア |
| Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models. | コア |
| Devise or apply independent models or tools to help verify results of analytical systems. | コア |
| Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation. | コア |
| Prepare requirements documentation for use by software developers. | 補足 |
| Identify, track, or maintain metrics for trading system operations. | 補足 |
| Collaborate with product development teams to research, model, validate, or implement quantitative structured solutions for new or expanded markets. | 補足 |
| Analyze pricing or risks of carbon trading products. | 補足 |
| Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities. | 補足 |
| Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues. | 補足 |
| Develop solutions to help clients hedge carbon exposure or risk. | 補足 |
| Develop tools to assess green technologies or green financial products, such as green hedge funds or social responsibility investment funds. | 補足 |
0.00/ 3· ロボット露出指数
尺度・母数・出典
身体的なタスクそれぞれに、実際に導入・販売・実演されたロボットがこなせる環境に応じて 0–3 の等級を付け（0 不可 · 1 フェンスで囲われた機械セルや瓶詰めラインのようなロボット専用設備 · 2 病院の薬剤部やコンテナ港のような管理された施設 · 3 一般家庭や建設現場のような非定型の環境）、勤務時間に占める割合で平均した値
この職業の O*NET 29.3 タスクのうち身体的なタスクが対象
等級と時間の割合は Anthropic が Claude Opus 5（ウェブ検索）で推定しました（2026年時点）。
ロボット露出指数は、このサイトの AI 露出度とは別の指標であり、足し合わせたり比べたりすることはできません。実際の導入やコスト競争力を示すものではなく、0 には身体的なタスクのない職業も含まれます。
身体的なタスクごとの等級
この職業の O*NET 29.3 タスクのうち、身体的なタスクに分類されたものはありません。
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 13-2099 グループ（Financial specialists, all other）全体の値です。
- 雇用者数、2025
- 138K
- 雇用者数見通し、2035
- 143K
- 変化率 (2025–35)
- +4.1%
- 年間賃金の中央値、2025
- $81,100
- 入職時に通常必要な学歴
- Bachelor's degree
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 |
|---|---|---|---|
| 28211 | 투자 및 증권 분석가 | この職業のほうが狭い | 確定 |
| 28232 | 금융 상품 개발자 | 関連（対応ではない） | 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 3339Business Services Agents Not Elsewhere Classified
他に分類されない対事業所サービス提供者
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）
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。
This unit group covers business services agents not classified elsewhere in Minor Group 333: Business Services Agents. For instance, the group includes those who establish business contacts, sell business services such as advertising space in the media, arrange contracts for performances of athletes, entertainers and artists, for the publication of books, the production of plays, or the recording, performance and sale of music, sell property and goods by auction and who design and organize package and group tours.
作業
- In such cases tasks would include -
- (a) obtaining information about services to be sold and needs of prospective buyers;
- (b) negotiating contracts on behalf of seller or buyer and explaining terms of sale and payment to client;
- (c) signing agreements on behalf of seller or buyer and ensuring that contract is honoured;
- (d) making sure that the business service purchased is made available to the buyer in the agreed format at the agreed time;
- (e) selling by auction various kinds of property, cars, commodities, livestock, art, jewellery and other objects.
- (f) organizing group tours for business or vacation travel and making bulk travel and accommodation bookings.
職業例
Advertising salesperson · Auctioneer · Literary agent · Musical performance agent · Sports agent · Theatrical agent · Tour operator
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。
- financial analystESCO 2413.1この職業のほうが狭い
Financial analysts conduct economic research and elicit valuable analyses on financial matters such as profitability, liquidity, solvency, and asset management. They provide recommendations on financial matters for decision-making processes. Financial analysts work in both the public and the private sector.
- securities analystESCO 2413.1.5この職業のほうが狭い
Securities analysts perform research activities to gather and analyse financial, legal and economic information. They interpret data on the price, stability and future investment trends in a certain economic area and make recommendations and forecasts to business clients.
- business valuerESCO 2412.1この職業のほうが広い
Business valuers provide valuation assessements of business entities, stock and other securities and intangible assets, in order to assist their clients in strategic decision-making procedures such as mergers and acquisitions, litigation cases, bankruptcy, taxation compliance and general restructuring of the companies.
- investment analystESCO 2413.1.3重なるが同じではない
Investment analysts undertake research to make informed recommendations to fund managers. They research investments globally but depending on the nature and field of their employer they can specialise in fields like retail, infrastructure, energy, banking and financial services. They focus on financial and economical information such as the political and economic developments that can impact financial markets, the financial performance of the target companies and use the interpretation of data from different sources to understand how it affects investment decision making.
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)
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 |
|---|---|---|
| M1201 | Analyste financier / Analyste financière | この職業のほうが狭い暫定 |
| M1228 | Gestionnaire de risques financiers | 関連（対応ではない）暫定 |
| M1414 | Ingénieur statisticien / Ingénieure statisticienne | 関連（対応ではない）暫定 |
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 |
|---|---|---|
| 2613 | Analistas financieros | この職業のほうが狭い暫定 |
| 2415 | Matemáticos y actuarios | 関連（対応ではない）暫定 |
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 |
|---|---|---|
| 72144 | Finanzanalysten/-analystinnen - hoch komplexe Tätigkeiten | この職業のほうが狭い |
| 41184 | Berufe in der Mathematik (sonstige spezifische Tätigkeitsangabe) - 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 |
|---|---|---|
| 184 | 金融・保険専門職業従事者 | この職業のほうが狭い暫定 |
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