Takeover Tracker
34%medium risk
Environmental Economists
vs

49 shared · 17 different

core competencies

38%medium risk
Statisticians

Side-by-Side Comparison

MetricEnvironmental EconomistsStatisticians
Risk Score33.8%37.8%
Risk TierMedium RiskMedium Risk
Risk Percentile61th75th
Tasks at Risk (>50%)9 / 159 / 15
Median Salary$115,440$103,300
Employment16K30K

Skill Comparison

|

Sorted by largest difference

MathematicsAI-Vulnerable
ProgrammingAI-Vulnerable
Science
Training and Teaching Others
Judging the Qualities of Things, Services, or People
Mathematical Reasoning
Getting Information
English Language
Education and Training
Information OrderingAI-Vulnerable
Number Facility
Deductive Reasoning

Protective Factors

Higher values indicate stronger protection against AI displacement

Environmental Economists

29%

total discount

Statisticians

27%

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.

Statisticians

9 of 15 at risk
71%Process large amounts of data for statistical modeling and graphic analysis, using computers.
70%Report results of statistical analyses, including information in the form of graphs, charts, and tables.
65%Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
53%Analyze and interpret statistical data to identify significant differences in relationships among sources of information.
52%Develop software applications or programming to use for statistical modeling and graphic analysis.

Wage Comparison

Statisticians earns -$12,140(-11%) vs Environmental Economists
Environmental EconomistsStatisticians
10th
$62,340$60,390
25th
$82,260$79,210
Median
$115,440$103,300
75th
$166,030$137,610
90th
$212,710$170,700

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Environmental Economists2028–2035
Statisticians2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Environmental Economists

$76,421

from $115,440

Statisticians

$64,294

from $103,300

After adjusting for AI risk, Environmental Economists offers $12,127 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Environmental

0

Unique to Statisticians

Combined Protection Strategy

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

Regulatory Barriers
Fine Manipulation
Creativity
Social Intelligence
Environmental EconomistsStatisticians
Find transitions from Environmental EconomistsFind transitions from Statisticians