Takeover Tracker
37%medium risk
Biostatisticians
vs

56 shared · 13 different

core competencies

34%medium risk
Environmental Economists

Side-by-Side Comparison

MetricBiostatisticiansEnvironmental Economists
Risk Score37.3%33.8%
Risk TierMedium RiskMedium Risk
Risk Percentile73th61th
Tasks at Risk (>50%)9 / 159 / 15
Median Salary$103,300$115,440
Employment30K16K

Skill Comparison

|

Sorted by largest difference

Science
Provide Consultation and Advice to Others
ProgrammingAI-Vulnerable
MathematicsAI-Vulnerable
Monitor Processes, Materials, or Surroundings
Information OrderingAI-Vulnerable
Documenting/Recording Information
Evaluating Information to Determine Compliance with Standards
Deductive Reasoning
Judging the Qualities of Things, Services, or People
Computers and Electronics
Interpreting the Meaning of Information for Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Biostatisticians

31%

total discount

Environmental Economists

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Biostatisticians

9 of 15 at risk
86%Calculate sample size requirements for clinical studies.
85%Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.
84%Monitor clinical trials or experiments to ensure adherence to established procedures or to verify the quality of data collected.
72%Prepare tables and graphs to present clinical data or results.
55%Develop or implement data analysis algorithms.

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.

Wage Comparison

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Biostatisticians2028–2035
Environmental Economists2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Biostatisticians

$64,769

from $103,300

Environmental Economists

$76,421

from $115,440

After adjusting for AI risk, Environmental Economists offers $11,652 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Biostatisticians

0

Unique to Environmental

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Decision Complexity
Regulatory Barriers
BiostatisticiansEnvironmental Economists
Find transitions from BiostatisticiansFind transitions from Environmental Economists