Takeover Tracker
34%medium risk
Environmental Economists
vs

49 shared · 18 different

core competencies

33%medium risk
Financial Quantitative Analysts

Side-by-Side Comparison

MetricEnvironmental EconomistsFinancial Quantitative Analysts
Risk Score33.8%32.8%
Risk TierMedium RiskMedium Risk
Risk Percentile61th55th
Tasks at Risk (>50%)9 / 157 / 15
Median Salary$115,440$80,190
Employment16K127K

Skill Comparison

|

Sorted by largest difference

Training and Teaching Others
Education and Training
Computers and Electronics
English Language
Law and Government
Economics and Accounting
Communicating with Persons Outside Organization
Judging the Qualities of Things, Services, or People
Monitor Processes, Materials, or Surroundings
Evaluating Information to Determine Compliance with Standards
Interpreting the Meaning of Information for Others
Thinking Creatively

Protective Factors

Higher values indicate stronger protection against AI displacement

Environmental Economists

29%

total discount

Financial Quantitative Analysts

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Environmental Economists

9 of 15 at risk
85%Develop environmental research project plans, including information on budgets, goals, deliverables, timelines, and resource requirements.
55%Write research proposals and grant applications to obtain private or public funding for environmental and economic studies.
55%Write social, legal, or economic impact statements to inform decision makers for natural resource policies, standards, or programs.
53%Collect and analyze data to compare the environmental implications of economic policy or practice alternatives.
52%Write technical documents or academic articles to communicate study results or economic forecasts.

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 Environmental Economists
Environmental 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

Environmental Economists2028–2035
Financial Quantitative Analysts2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Environmental Economists

$76,421

from $115,440

Financial Quantitative Analysts

$53,896

from $80,190

After adjusting for AI risk, Environmental Economists offers $22,526 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Environmental

0

Unique to Financial

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Social Intelligence
Decision Complexity
Environmental EconomistsFinancial Quantitative Analysts
Find transitions from Environmental EconomistsFind transitions from Financial Quantitative Analysts