Takeover Tracker
31%medium risk
Economists
vs

46 shared · 16 different

core competencies

33%medium risk
Financial Quantitative Analysts

Side-by-Side Comparison

MetricEconomistsFinancial Quantitative Analysts
Risk Score31.1%32.8%
Risk TierMedium RiskMedium Risk
Risk Percentile45th55th
Tasks at Risk (>50%)2 / 137 / 15
Median Salary$115,440$80,190
Employment16K127K

Skill Comparison

|

Sorted by largest difference

Computers and Electronics
Estimating the Quantifiable Characteristics of Products, Events, or Information
Provide Consultation and Advice to Others
Training and Teaching Others
Education and Training
Evaluating Information to Determine Compliance with Standards
Economics and Accounting
Written Expression
Monitor Processes, Materials, or Surroundings
Documenting/Recording Information
Interpreting the Meaning of Information for Others
Communicating with Persons Outside Organization

Protective Factors

Higher values indicate stronger protection against AI displacement

Economists

29%

total discount

Financial Quantitative Analysts

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Economists

2 of 13 at risk
53%Forecast production and consumption of renewable resources and supply, consumption, and depletion of non-renewable resources.
51%Formulate recommendations, policies, or plans to solve economic problems or to interpret markets.
50%Compile, analyze, and report data to explain economic phenomena and forecast market trends, applying mathematical models and statistical techniques.
49%Study the socioeconomic impacts of new public policies, such as proposed legislation, taxes, services, and regulations.
49%Conduct research on economic issues and disseminate research findings through technical reports or scientific articles in journals.

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 -$35,250(-31%) vs Economists
EconomistsFinancial Quantitative Analysts
10th
$62,340$46,420
25th
$82,260$60,140
Median
$115,440$80,190
75th
$166,030$109,120
90th
$212,710$151,780

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Economists2028–2035
Financial Quantitative Analysts2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Economists

$79,527

from $115,440

Financial Quantitative Analysts

$53,896

from $80,190

After adjusting for AI risk, Economists offers $25,631 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Economists

0

Unique to Financial

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Social Intelligence
Creativity
EconomistsFinancial Quantitative Analysts
Find transitions from EconomistsFind transitions from Financial Quantitative Analysts