AITakeover Tracker
37%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.

Green New & EmergingHigher risk than 52% of occupations

AI Impact Summary

Financial Quantitative Analysts faces moderate AI displacement risk with a score of 37/100. This occupation has higher AI displacement risk than 52% of all analyzed occupations. Of 21 analyzed tasks, 3 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

6

AI-Vulnerable

7

AI-Resistant

5

AI-Augmented

AI-Vulnerable

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.

AI-Resistant

Complex Problem Solving75%

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

Persuasion80%

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

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%

How AI Impacts Each Task

21 tasks analyzed

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

Risk: 51.0%AI: 60Time: 10%

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

Risk: 31.0%AI: 40Time: 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: 51.0%AI: 60Time: 8%

Maintain or modify all financial analytic models in use.

Risk: 55.0%AI: 70Time: 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: 47.0%AI: 50Time: 8%

Protective Factors

Total protective discount: 23.7%

Essential Soft Skills

Traits that are hard for AI to replicate

Analytical ThinkingAttention to DetailDependabilityAchievement/EffortPersistenceIntegrityStress ToleranceInitiativeInnovationAdaptability/FlexibilityIndependenceSelf Control

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

$46,420Median: $80,190$151,780
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