वित्तीय जोखिम विश्लेषक
व्यापार और वित्तAI एक्सपोजर
- डेटा स्रोत: BLSप्रकाशन: 2026-08
बहुत उच्च· सापेक्ष
कमचार सापेक्ष श्रेणियाँबहुत उच्चव्यवसाय-समूह स्तर का मान
मापक्रम, आधार और स्रोत
चार सापेक्ष बैंड (कम / मध्यम / उच्च / बहुत उच्च)
BLS रोज़गार पूर्वानुमान तालिका के 831 विस्तृत व्यवसायों के आधार पर। मान NEM (नेशनल एम्प्लॉयमेंट मैट्रिक्स) कोड के स्तर पर दिया जाता है, इसलिए एक ही NEM कोड वाले व्यवसायों को वही बैंड मिलता है
- डेटा स्रोत: Anthropicप्रकाशन: 2026-03
0.265
0.000यहाँ दिए गए मानों की सीमा0.745मापक्रम, आधार और स्रोत
- डेटा स्रोत: ILOप्रकाशन: 2025
0.44
0.09यहाँ दिए गए मानों की सीमा0.70व्यवसाय-समूह स्तर का मान
मापक्रम, आधार और स्रोत
जेनरेटिव AI एक्सपोजर सूचकांक, प्रकाशित रूप में 0–1
ISCO-08 यूनिट समूह — समान कोड वाले सभी व्यवसायों को यही मान मिलता है
यह इस साइट की गणना है, ILO द्वारा प्रकाशित आँकड़ा नहीं: इस साइट द्वारा ILO डेटासेट से जोड़े गए 1,012 व्यवसायों में से 28% इस मान के बराबर या उससे अधिक हैं।
यह स्रोत किस प्रकार का आँकड़ा प्रकाशित करता है
BLS की श्रेणी सापेक्ष रैंक है, निरपेक्ष स्तर नहीं, और यह प्रथम-हस्त माप भी नहीं है: यह कई प्रकाशित अध्ययनों में व्यवसाय की पर्सेंटाइल रैंकों को चार बैंडों में बांटती है। यह रोज़गार या वेतन का पूर्वानुमान नहीं है, न अपनाए जाने की संभावना, और यह स्वचालन और संवर्धन में अंतर नहीं करती।
Task-level exposure
केवल एक्सपोज़र वाले कार्य| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Inform investment decisions by analyzing financial information to forecast business, industry, or economic conditions.13-2051 | 0.063815.3 | 0.071921.2 |
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 | 0.053212.8 | 0.02838.3 |
Interpret data on price, yield, stability, future investment-risk trends, economic influences, and other factors affecting investment programs.13-2051 | 0.02455.9 | 0.01765.2 |
Structure or negotiate deals, such as corporate mergers, sales, or acquisitions.13-2099 | 0.02375.7 | 0.01494.4 |
Coordinate due diligence processes and the negotiation or execution of purchase or sale agreements.13-2099 | 0.02325.6 | 0.02958.7 |
Recommend investments and investment timing to companies, investment firm staff, or the public.13-2051 | 0.01694.1 | 0.01053.1 |
Draw charts and graphs, using computer spreadsheets, to illustrate technical reports.13-2051 | 0.01543.7 | 0.00421.2 |
Interpret results of financial analysis procedures.13-2099 | 0.01363.3 | 0.01193.5 |
Monitor fundamental economic, industrial, and corporate developments by analyzing information from financial publications and services, investment banking firms, government agencies, trade publications, company sources, or personal interviews.13-2051 | 0.01353.2 | 0.02036.0 |
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 | 0.01253.0 | 0.00320.9 |
| Not observed on any surface — 60 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. | ||
Monitor developments in the fields of industrial technology, business, finance, and economic theory. | —0 | —0 |
Determine the prices at which securities should be syndicated and offered to the public. | —0 | —0 |
Contact brokers and purchase investments for companies, according to company policy. | —0 | —0 |
Collaborate with investment bankers to attract new corporate clients to securities firms. | —0 | —0 |
Conduct financial analyses related to investments in green construction or green retrofitting projects. | —0 | —0 |
Determine the financial viability of alternative energy generation or fuel production systems, based on power source or feedstock quality, financing costs, potential revenue, and total project costs. | —0 | —0 |
Evaluate financial viability and potential environmental benefits of cleantech innovations to secure capital investments from sources such as venture capital firms and government green fund grants. | —0 | —0 |
Forecast or analyze financial costs associated with climate change or other environmental factors, such as clean water supply and demand. | —0 | —0 |
Identify potential financial investments that are environmentally sound, considering issues such as carbon emissions and biodiversity. | —0 | —0 |
Research and recommend environmentally-related financial products, such as energy futures, water rights, carbon credits, government environmental funds, and cleantech industry funds and company stocks. | —0 | —0 |
Collaborate in the development or testing of new analytical software to ensure compliance with user requirements, specifications, or scope. | —0 | —0 |
Consult traders or other financial industry personnel to determine the need for new or improved analytical applications. | —0 | —0 |
Confer with other financial engineers or analysts on trading strategies, market dynamics, or trading system performance to inform development of quantitative techniques. | —0 | —0 |
Collaborate with product development teams to research, model, validate, or implement quantitative structured solutions for new or expanded markets. | —0 | —0 |
Devise or apply independent models or tools to help verify results of analytical systems. | —0 | —0 |
Analyze pricing or risks of carbon trading products. | —0 | —0 |
Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities. | —0 | —0 |
Develop solutions to help clients hedge carbon exposure or risk. | —0 | —0 |
Develop tools to assess green technologies or green financial products, such as green hedge funds or social responsibility investment funds. | —0 | —0 |
Meet with clients to answer queries on subjects such as risk exposure, market scenarios, or values-at-risk calculations. | —0 | —0 |
Develop contingency plans to deal with emergencies. | —0 | —0 |
Devise scenario analyses reflecting possible severe market events. | —0 | —0 |
Analyze new legislation to determine impact on risk exposure. | —0 | —0 |
Recommend ways to control or reduce risk. | —0 | —0 |
Plan, and contribute to development of, risk management systems. | —0 | —0 |
Gather risk-related data from internal or external resources. | —0 | —0 |
Document, and ensure communication of, key risks. | —0 | —0 |
Devise systems and processes to monitor validity of risk modeling outputs. | —0 | —0 |
Confer with traders to identify and communicate risks associated with specific trading strategies or positions. | —0 | —0 |
Review or draft risk disclosures for offer documents. | —0 | —0 |
Consult financial literature to ensure use of the latest models or statistical techniques. | —0 | —0 |
Determine potential environmental impacts of new products or processes on long-term growth and profitability. | —0 | —0 |
Determine potential liability related to the use of more sustainable methods of product packaging, such as biodegradable food containers. | —0 | —0 |
Evaluate the risks and benefits involved in implementing green building technologies. | —0 | —0 |
Evaluate the risks related to green investments, such as renewable energy company stocks. | —0 | —0 |
Structure marketing campaigns to find buyers for new securities. | —0 | —0 |
Supervise, train, or mentor junior team members. | —0 | —0 |
Evaluate capital needs of clients and assess market conditions to inform structuring of financial packages. | —0 | —0 |
Collaborate on projects with other professionals, such as lawyers, accountants, or public relations experts. | —0 | —0 |
Confer with clients to restructure debt, refinance debt, or raise new debt. | —0 | —0 |
Advise clients on aspects of capitalization, such as amounts, sources, or timing. | —0 | —0 |
Direct communications between corporate issuers of new securities and the general public. | —0 | —0 |
Arrange deals involving green investments in areas such as alternative energy product development, green technologies, or sustainable agriculture. | —0 | —0 |
Specialize in green financial instruments, such as socially responsible mutual funds or exchange-traded funds (ETF) that are comprised of green companies. | —0 | —0 |
Research or evaluate new technologies for use in fraud detection systems. | —0 | —0 |
Negotiate with responsible parties to arrange for recovery of losses due to fraud. | —0 | —0 |
Conduct field surveillance to gather case-related information. | —0 | —0 |
Testify in court regarding investigation findings. | —0 | —0 |
Advise businesses or agencies on ways to improve fraud detection. | —0 | —0 |
Recommend actions in fraud cases. | —0 | —0 |
Lead, or participate in, fraud investigation teams. | —0 | —0 |
Interview witnesses or suspects and take statements. | —0 | —0 |
Design, implement, or maintain fraud detection tools or procedures. | —0 | —0 |
Gather financial documents related to investigations. | —0 | —0 |
Evaluate business operations to identify risk areas for fraud. | —0 | —0 |
Document all investigative activities. | —0 | —0 |
Create and maintain logs, records, or databases of information about fraudulent activity. | —0 | —0 |
Coordinate investigative efforts with law enforcement officers and attorneys. | —0 | —0 |
Obtain and serve subpoenas. | —0 | —0 |
Arrest individuals to be charged with fraud. | —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 |
|---|---|
Draw charts and graphs, using computer spreadsheets, to illustrate technical reports.O*NET Task ID 21617 | 1.0 |
Review or draft risk disclosures for offer documents.O*NET Task ID 21633 | 1.0 |
Analyze areas of potential risk to the assets, earning capacity, or success of organizations.O*NET Task ID 21605 | 0.5 |
Analyze new legislation to determine impact on risk exposure.O*NET Task ID 21606 | 0.5 |
Conduct statistical analyses to quantify risk, using statistical analysis software or econometric models.O*NET Task ID 21607 | 0.5 |
Confer with traders to identify and communicate risks associated with specific trading strategies or positions.O*NET Task ID 21608 | 0.5 |
Consult financial literature to ensure use of the latest models or statistical techniques.O*NET Task ID 21609 | 0.5 |
Contribute to development of risk management systems.O*NET Task ID 21610 | 0.5 |
Determine potential environmental impacts of new products or processes on long-term growth and profitability.O*NET Task ID 21611 | 0.5 |
Develop contingency plans to deal with emergencies.O*NET Task ID 21612 | 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