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
Prepare written reports of investigation findings.Details
O*NET Task ID 16046
1.0
Document all investigative activities.Details
O*NET Task ID 16053
1.0
Maintain knowledge of current events and trends in such areas as money laundering and criminal tools and techniques.Details
O*NET Task ID 16035
0.5
Train others in fraud detection and prevention techniques.Details
O*NET Task ID 16036
0.5
Research or evaluate new technologies for use in fraud detection systems.Details
O*NET Task ID 16037
0.5
Prepare evidence for presentation in court.Details
O*NET Task ID 16038
0.5
Negotiate with responsible parties to arrange for recovery of losses due to fraud.Details
O*NET Task ID 16040
0.5
Advise businesses or agencies on ways to improve fraud detection.Details
O*NET Task ID 16044
0.5
Review reports of suspected fraud to determine need for further investigation.Details
O*NET Task ID 16045
0.5
Recommend actions in fraud cases.Details
O*NET Task ID 16047
0.5
Lead, or participate in, fraud investigation teams.Details
O*NET Task ID 16048
0.5
Interview witnesses or suspects and take statements.Details
O*NET Task ID 16049
0.5
Design, implement, or maintain fraud detection tools or procedures.Details
O*NET Task ID 16050
0.5
Gather financial documents related to investigations.Details
O*NET Task ID 16051
0.5
Evaluate business operations to identify risk areas for fraud.Details
O*NET Task ID 16052
0.5
Create and maintain logs, records, or databases of information about fraudulent activity.Details
O*NET Task ID 16054
0.5
Coordinate investigative efforts with law enforcement officers and attorneys.Details
O*NET Task ID 16055
0.5
Conduct in-depth investigations of suspicious financial activity, such as suspected money-laundering efforts.Details
O*NET Task ID 16056
0.5
Analyze financial data to detect irregularities in areas such as billing trends, financial relationships, and regulatory compliance procedures.Details
O*NET Task ID 16057
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®, Eloundou et al. (2023): see full notices on the Credits page
职业信息
国际劳工组织(ILO)职业说明
Financial Analysts
财务分析师
自行翻译
自行翻译 · 非 ISCO 官方词汇 — 未经国际劳工组织审核。
Financial analysts conduct quantitative analyses of information affecting investment programmes of public or private institutions.
任务
(a) analysing financial information to produce forecasts of business, industry, and economic conditions for use in making investment decisions;
(b) maintaining knowledge and staying abreast of developments in the fields of industrial technology, business, finance, and economic theory;
(c) interpreting data affecting investment programmes, such as price, yield, stability, future trends in investment risks and economic influences;
(d) monitoring economic, industrial, and corporate developments through analysis of information obtained from financial publications and services, investment banking firms, government agencies, trade publications, company sources and personal interviews;
(e) recommending investments and investment timing to companies, investment firm staff or the investing public;
(f) determining the prices at which securities should be syndicated and offered to the public;
(g) preparing plans of action for investment based on financial analyses;
(h) evaluating and comparing the relative quality of various securities in a given industry;
(i) presenting oral and written reports on general economic trends, individual corporations, and entire industries.
职业示例
Bond analyst · Investment analyst · Securities consultant
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.
mergers and acquisitions analystESCO 2413.1.4
Mergers and acquisitions analysts oversee the execution of transactions for the purchase, sale, merger or takeover of companies. They negotiate and complete the deal on the client's behalf, by working closely with lawyers and accountants. Mergers and acquisitions analysts conduct operational and legal risk assessments of a company, assess comparable companies in the market and help with the post-merger integration.
insurance rating analystESCO 2413.1.2
Insurance rating analysts analyse information related to insurance markets and their credit rating, prepare rating reports and invoices, compile financial data and present and explain credit rating opinions to stakeholders, clients and external parties. They work for insurance companies and calculate the insurance premium and rates for the company’s clients using both manual and automated methods.
middle office analystESCO 2413.2
Middle office analysts work in the treasury of a financial company, ensuring compliance with company policy and legal legislation, providing research and analysis on financial matters, measuring risk and supporting operations in the front office.
financial analystESCO 2413.1
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.
investment analystESCO 2413.1.3
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.
来源:European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
ESCO reuse terms and the modification notice are in Credits.
Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.
The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.
Projected change: +7.2%
Median wage: $103K
lowest $31Kmedian wage across 825 detailed occupations, BLS EP 2025–35highest $559K
BLS occupational group: Financial and investment analysts
与本职业相关的近期变化
📄
2024年10月:Brookings 2024 highlights finance as high-exposure AND low-bargaining-power: union representation in the finance sector is around 1%. Financial analysts face productivity tool-driven task change with minimal institutional counterweight.
These summaries were written by AI Changing Work from the source linked with each one, and any figures in them are given as AI Changing Work summarised them; they can differ from the source's own wording and from figures shown elsewhere on this page, so check the source before relying on them. AI Changing Work matched this page's occupation to an O*NET occupation and chose, by its own judgment, case by case, which summaries relate to that O*NET occupation; a summary appearing here does not mean that its source names this occupation.