Takeover Tracker
vs

56 shared · 14 different

core competencies

Side-by-Side Comparison

MetricInvestment Fund ManagersFinancial Quantitative Analysts
Risk Score34.0%32.8%
Risk TierMedium RiskMedium Risk
Risk Percentile62th55th
Tasks at Risk (>50%)8 / 157 / 15
Median Salary$136,550$80,190
Employment631K127K

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

Investment Fund Managers

31%

total discount

Financial Quantitative Analysts

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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.

Wage Comparison

Financial Quantitative Analysts earns -$56,360(-41%) vs Investment Fund Managers
Investment Fund ManagersFinancial Quantitative Analysts
10th
$68,860$46,420
25th
$100,010$60,140
Median
$136,550$80,190
75th
$179,190$109,120
90th
$227,590$151,780

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Investment Fund Managers20282035
Financial Quantitative Analysts20282035
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%)

Investment Fund Managers

$90,164

from $136,550

Financial Quantitative Analysts

$53,896

from $80,190

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 Investment

0

Unique to Financial

Combined Protection Strategy

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

Regulatory Barriers
Fine Manipulation
Creativity
Social Intelligence
Investment Fund ManagersFinancial Quantitative Analysts