Takeover Tracker
33%medium risk
Financial Quantitative Analysts
vs

56 shared · 14 different

core competencies

34%medium risk
Investment Fund Managers

Side-by-Side Comparison

MetricFinancial Quantitative AnalystsInvestment Fund Managers
Risk Score32.8%34.0%
Risk TierMedium RiskMedium Risk
Risk Percentile55th62th
Tasks at Risk (>50%)7 / 158 / 15
Median Salary$80,190$136,550
Employment127K631K

Skill Comparison

|

Sorted by largest difference

Computers and Electronics
Customer and Personal Service
MathematicsAI-Vulnerable
Communicating with Persons Outside Organization
Interacting With Computers
English Language
MathematicsAI-Vulnerable
Judging the Qualities of Things, Services, or People
Law and Government
Sales and Marketing
Estimating the Quantifiable Characteristics of Products, Events, or Information
Processing Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Financial Quantitative Analysts

30%

total discount

Investment Fund Managers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Financial Quantitative Analysts

7 of 15 at risk
72%Prepare requirements documentation for use by software developers.
68%Produce written summary reports of financial research results.
66%Identify, track, or maintain metrics for trading system operations.
55%Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.
53%Devise or apply independent models or tools to help verify results of analytical systems.

Investment Fund Managers

8 of 15 at risk
72%Select or direct the execution of trades.
67%Prepare for and respond to regulatory inquiries.
55%Evaluate the potential of new product developments or market opportunities, according to factors such as business plans, technologies, or market potential.
55%Attend investment briefings or consult financial media to stay abreast of relevant investment markets.
55%Monitor regulatory or tax law changes to ensure fund compliance or to capitalize on development opportunities.

Wage Comparison

Investment Fund Managers earns +$56,360(+70%) vs Financial Quantitative Analysts
Financial Quantitative AnalystsInvestment Fund Managers
10th
$46,420$68,860
25th
$60,140$100,010
Median
$80,190$136,550
75th
$109,120$179,190
90th
$151,780$227,590

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Financial Quantitative Analysts2028–2035
Investment Fund Managers2028–2035
20242030203520402045

Financial Quantitative Analysts has a longer runway before significant displacement, projected 0 years later than Investment Fund Managers.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Financial Quantitative Analysts

$53,896

from $80,190

Investment Fund Managers

$90,164

from $136,550

After adjusting for AI risk, Investment Fund Managers offers $36,268 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Financial

0

Unique to Investment

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Regulatory Barriers
Fine Manipulation
Creativity
Social Intelligence
Financial Quantitative AnalystsInvestment Fund Managers
Find transitions from Financial Quantitative AnalystsFind transitions from Investment Fund Managers