Job Check
Financial Quantitative Analysts
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.
10 main tasks · most important first
Your main tasks and AI
Importance- 01Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation.People already use AI for this at work
- 02Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models.People already use AI for this at work
- 03Interpret results of financial analysis procedures.People already use AI for this at work
- 04Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.AI could speed this up a lot
- 05Define or recommend model specifications or data collection methods.AI could speed this up, with extra tools
- 06Produce written summary reports of financial research results.People already use AI for this at work
- 07Maintain or modify all financial analytic models in use.AI could speed this up a lot
- 08Provide application or analytical support to researchers or traders on issues such as valuations or data.People already use AI for this at work
- 09Devise or apply independent models or tools to help verify results of analytical systems.AI could speed this up a lot
- 10Collaborate in the development or testing of new analytical software to ensure compliance with user requirements, specifications, or scope.AI could speed this up a lot
Tasks from O*NET® 31.0 (US Department of Labor, CC BY 4.0, changed by us), most important first. “Already use” comes from Anthropic’s data on real work chats with Claude; “could speed up” from task ratings made with GPT-4 in 2023.
Four studies, side by side
None is a forecast of job loss22%of this job’s work time goes to tasks that people already do with Claude at work, counting tasks where AI only helps as half (2026).Anthropic, 2026
69%of this job’s tasks an AI model could do in half the time, counting tasks that need extra tools as half (rated in 2023).Eloundou, Manning, Mishkin and Rock, 2023
Above 79% of jobsin how often and how well AI helped with this job’s work in Microsoft Copilot chats (2024 data).Microsoft Research (Tomlinson et al.), 2025
Your human edge
AI touches every main task of this job in some way. Your edge is judgment: knowing when AI’s work is right, and checking it before it counts.