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.
AI Impact Summary
Financial Quantitative Analysts faces moderate AI displacement risk with a score of 33/100. This occupation has higher AI displacement risk than 55% of all analyzed occupations. Of 21 analyzed tasks, 1 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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 Solving is AI-resistant — strengthening this skill provides durable career protection.
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
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
Machine Learning Specialization
by Stanford / DeepLearning.AI
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Google UX Design Professional Certificate
by Google
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Design Patterns in C# and .NET
by Pluralsight
Estimated Impact
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.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
21 tasks analyzed
Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.
Provide application or analytical support to researchers or traders on issues such as valuations or data.
Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models.
Maintain or modify all financial analytic models in use.
Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation.
Research new financial products or analytics to determine their usefulness.
Devise or apply independent models or tools to help verify results of analytical systems.
Define or recommend model specifications or data collection methods.
Confer with other financial engineers or analysts on trading strategies, market dynamics, or trading system performance to inform development of quantitative techniques.
Interpret results of financial analysis procedures.
Collaborate with product development teams to research, model, validate, or implement quantitative structured solutions for new or expanded markets.
Produce written summary reports of financial research results.
Consult traders or other financial industry personnel to determine the need for new or improved analytical applications.
Identify, track, or maintain metrics for trading system operations.
Prepare requirements documentation for use by software developers.
Collaborate in the development or testing of new analytical software to ensure compliance with user requirements, specifications, or scope.
Analyze pricing or risks of carbon trading products.
Develop solutions to help clients hedge carbon exposure or risk.
Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.
Develop tools to assess green technologies or green financial products, such as green hedge funds or social responsibility investment funds.
Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques. | 70.3Observed | 55.1% | 10% | |
| Provide application or analytical support to researchers or traders on issues such as valuations or data. | 53.23Observed | 48.3% | 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. | 57Observed | 49.8% | 8% | |
| Maintain or modify all financial analytic models in use. | 64.15Observed | 52.7% | 8% | |
| Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation. | 44.23Observed | 44.7% | 8% | |
| Research new financial products or analytics to determine their usefulness. | 58.65Observed | 50.5% | 6% | |
| Devise or apply independent models or tools to help verify results of analytical systems. | 65Estimated | 53.0% | 6% | |
| Define or recommend model specifications or data collection methods. | 52.05Observed | 47.8% | 5% | |
| Confer with other financial engineers or analysts on trading strategies, market dynamics, or trading system performance to inform development of quantitative techniques. | 30Estimated | 27.0% | 5% | |
| Interpret results of financial analysis procedures. | 43.35Observed | 44.3% | 5% | |
| Collaborate with product development teams to research, model, validate, or implement quantitative structured solutions for new or expanded markets. | 35Estimated | 29.0% | 4% | |
| Produce written summary reports of financial research results. | 46.25Observed | 67.7% | 4% | |
| Consult traders or other financial industry personnel to determine the need for new or improved analytical applications. | 25Estimated | 25.0% | 4% | |
| Identify, track, or maintain metrics for trading system operations. | 41.57Observed | 65.8% | 3% | |
| Prepare requirements documentation for use by software developers. | 56.55Observed | 71.8% | 3% | |
| Collaborate in the development or testing of new analytical software to ensure compliance with user requirements, specifications, or scope. | 40Estimated | 31.0% | 3% | |
| Analyze pricing or risks of carbon trading products. | 60Estimated | 51.0% | 2% | |
| Develop solutions to help clients hedge carbon exposure or risk. | 55Estimated | 49.0% | 2% | |
| Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues. | 60.5Observed | 51.2% | 2% | |
| Develop tools to assess green technologies or green financial products, such as green hedge funds or social responsibility investment funds. | 60Estimated | 51.0% | 2% | |
| Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities. | 55Estimated | 49.0% | 2% |
Protective Factors
Total protective discount: 30.1%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$80,190
per year
Mean Wage
$93,890
per year
Employment
127K
workers
Wage Range
$46,420 - $151,780
10th - 90th pct
Wage Distribution
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Recommendations
Skills to Develop
These skills are at risk from AI automation. Financial Quantitative Analysts professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Programming
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Persuasion
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
- Instructing
Instructing is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Systems Analysis
Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 3 scoring runs
overall change