Financial Quantitative Analysts

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

• AI can speed this up on its own: 7 (33%)
• AI can speed this up with extra software: 14 (67%)
• Little or no AI speed-up: 0 (0%)

• Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.AI can speed this up on its own · core task
• Maintain or modify all financial analytic models in use.AI can speed this up on its own · core task
• Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation.AI can speed this up on its own · core task · Seen in real AI use
• Devise or apply independent models or tools to help verify results of analytical systems.AI can speed this up on its own · core task
• Produce written summary reports of financial research results.AI can speed this up on its own · core task · Seen in real AI use
• Prepare requirements documentation for use by software developers.AI can speed this up on its own · core task · Seen in real AI use
• Collaborate in the development or testing of new analytical software to ensure compliance with user requirements, specifications, or scope.AI can speed this up on its own · core task
• Provide application or analytical support to researchers or traders on issues such as valuations or data.AI can speed this up with extra software · core task · Seen in real AI use
• Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models.AI can speed this up with extra software · core task
• Research new financial products or analytics to determine their usefulness.AI can speed this up with extra software · core task · Seen in real AI use
• Define or recommend model specifications or data collection methods.AI can speed this up with extra software · core task · Seen in real AI use
• Confer with other financial engineers or analysts on trading strategies, market dynamics, or trading system performance to inform development of quantitative techniques.AI can speed this up with extra software · core task
• Interpret results of financial analysis procedures.AI can speed this up with extra software · core task · Seen in real AI use
• Collaborate with product development teams to research, model, validate, or implement quantitative structured solutions for new or expanded markets.AI can speed this up with extra software · core task
• Consult traders or other financial industry personnel to determine the need for new or improved analytical applications.AI can speed this up with extra software · core task
• Identify, track, or maintain metrics for trading system operations.AI can speed this up with extra software · core task
• Develop solutions to help clients hedge carbon exposure or risk.AI can speed this up with extra software · supplemental task
• Analyze pricing or risks of carbon trading products.AI can speed this up with extra software · supplemental task
• Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.AI can speed this up with extra software · supplemental task
• Develop tools to assess green technologies or green financial products, such as green hedge funds or social responsibility investment funds.AI can speed this up with extra software · supplemental task
• Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities.AI can speed this up with extra software · supplemental task