Takeover Tracker
33%medium risk

Financial Quantitative Analysts

Develop quantitative financial products used to inform individuals or financial institutions engaged in saving, lending, investing, borrowing, or managing risk. Investigate methods for financial analysis to create mathematical models used to develop improved analytical tools or advanced financial investment instruments.

Higher risk than 55% of occupations
Checking for existing plan...

How AI Impacts Each Task

21 tasks analyzed

Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.

Risk: 55.1%AI: 70.3ObservedTime: 10%

Provide application or analytical support to researchers or traders on issues such as valuations or data.

Risk: 48.3%AI: 53.23ObservedTime: 8%

Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models.

Risk: 49.8%AI: 57ObservedTime: 8%

Maintain or modify all financial analytic models in use.

Risk: 52.7%AI: 64.15ObservedTime: 8%

Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation.

Risk: 44.7%AI: 44.23ObservedTime: 8%

Research new financial products or analytics to determine their usefulness.

Risk: 50.5%AI: 58.65ObservedTime: 6%

Devise or apply independent models or tools to help verify results of analytical systems.

Risk: 53.0%AI: 65EstimatedTime: 6%

Define or recommend model specifications or data collection methods.

Risk: 47.8%AI: 52.05ObservedTime: 5%

Confer with other financial engineers or analysts on trading strategies, market dynamics, or trading system performance to inform development of quantitative techniques.

Risk: 27.0%AI: 30EstimatedTime: 5%

Interpret results of financial analysis procedures.

Risk: 44.3%AI: 43.35ObservedTime: 5%

Collaborate with product development teams to research, model, validate, or implement quantitative structured solutions for new or expanded markets.

Risk: 29.0%AI: 35EstimatedTime: 4%

Produce written summary reports of financial research results.

Risk: 67.7%AI: 46.25ObservedTime: 4%

Consult traders or other financial industry personnel to determine the need for new or improved analytical applications.

Risk: 25.0%AI: 25EstimatedTime: 4%

Identify, track, or maintain metrics for trading system operations.

Risk: 65.8%AI: 41.57ObservedTime: 3%

Prepare requirements documentation for use by software developers.

Risk: 71.8%AI: 56.55ObservedTime: 3%

Collaborate in the development or testing of new analytical software to ensure compliance with user requirements, specifications, or scope.

Risk: 31.0%AI: 40EstimatedTime: 3%

Analyze pricing or risks of carbon trading products.

Risk: 51.0%AI: 60EstimatedTime: 2%

Develop solutions to help clients hedge carbon exposure or risk.

Risk: 49.0%AI: 55EstimatedTime: 2%

Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.

Risk: 51.2%AI: 60.5ObservedTime: 2%

Develop tools to assess green technologies or green financial products, such as green hedge funds or social responsibility investment funds.

Risk: 51.0%AI: 60EstimatedTime: 2%

Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities.

Risk: 49.0%AI: 55EstimatedTime: 2%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

Recommended Courses

Courses matched to Financial Quantitative Analysts skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

Courseraintermediate

Machine Learning Specialization

by Stanford / DeepLearning.AI

~10 weeks$49/mo4.9Certificate
Addresses vulnerability: Mathematics

Estimated Impact

-8.3pt risk+$5K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courserabeginner

Google UX Design Professional Certificate

by Google

~5 months$49/mo4.8Certificate
Enhances AI augmentation: Critical Thinking

Estimated Impact

-5.4pt risk+$5K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Pluralsightadvanced

Design Patterns in C# and .NET

by Pluralsight

20 hours$29/mo4.6
Strengthens resilience: Complex Problem Solving

Estimated Impact

-2.2pt risk+$3K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Score History

Risk score over 3 scoring runs

-4.6

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Bachelor's Degree13%
Master's Degree13%
Doctoral/Professional Degree65%
Level 119%

Prior Experience Needed

Work experience required to enter this job

None18%
6 months - 1 year9%
1-2 years18%
2-4 years23%
4-6 years27%
Over 10 years5%

Training Provided After Hiring

How long it typically takes to learn on the job

None9%
Up to 1 month5%
1-3 months27%
3-6 months9%
6 months - 1 year18%
1-2 years23%
4-6 years9%

Related News

Recent articles about AI affecting this occupation

5 articles

AI Crypto Trading Platform Automates Market Execution Roles

SaintQuant's new platform replaces manual crypto trading tasks with automated quantitative models and real-time data analysis. This signals a continuing trend of algorithmic systems displacing human analysts and execution traders in digital asset markets.

NewsData AI & Jobsyesterday

Bloomberg launches internal AI agent 'AskB' for financial data tasks.

The financial data giant has deployed a custom AI assistant designed to navigate its massive proprietary databases. The CTO's rollout highlights how Wall Street is shifting from generic chatbots to specialized agents that execute complex analyst workflows.

Fortuneyesterday

AI Bots Take Over Prediction Markets and Capital Allocation

AI agents like Claude are increasingly being used to allocate capital and make financial forecasts on platforms like Polymarket. This signals a shift where analytical finance tasks are being outsourced to autonomous bots rather than human analysts.

Money Stuff (Matt Levine)2d ago

Agentic AI Enters Finance With Fully Autonomous Hedge Fund

Matt Levine highlights the launch of a new hedge fund driven entirely by agentic AI, signaling a shift from AI as an analyst tool to an autonomous decision-maker. This threatens traditional quantitative and trading roles on Wall Street.

Money Stuff (Matt Levine)3d ago

Goldman Sachs partner says AI-savvy junior bankers will disrupt finance

Co-CEO of Goldman Sachs International Kunal Shah notes that incoming talent equipped with AI skills is poised to upend traditional banking hierarchies. The firm is closely watching how this tech-fluent generation reshapes financial services.

Business Insider Tech5d ago

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis