Takeover Tracker
37%medium risk
Biostatisticians
vs

50 shared · 17 different

core competencies

31%medium risk
Economists

Side-by-Side Comparison

MetricBiostatisticiansEconomists
Risk Score37.3%31.1%
Risk TierMedium RiskMedium Risk
Risk Percentile73th45th
Tasks at Risk (>50%)9 / 152 / 13
Median Salary$103,300$115,440
Employment30K16K

Skill Comparison

|

Sorted by largest difference

Science
Documenting/Recording Information
ProgrammingAI-Vulnerable
Computers and Electronics
Evaluating Information to Determine Compliance with Standards
Monitor Processes, Materials, or Surroundings
Information OrderingAI-Vulnerable
MathematicsAI-Vulnerable
Estimating the Quantifiable Characteristics of Products, Events, or Information
Category Flexibility
Provide Consultation and Advice to Others
Mathematical Reasoning

Protective Factors

Higher values indicate stronger protection against AI displacement

Biostatisticians

31%

total discount

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.

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.

Wage Comparison

Economists earns +$12,140(+12%) vs Biostatisticians
BiostatisticiansEconomists
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

Biostatisticians20282035
Economists20282035
20242030203520402045

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

Economists

$79,527

from $115,440

After adjusting for AI risk, Economists offers $14,758 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Biostatisticians

0

Unique to Economists

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Creativity
Social Intelligence
BiostatisticiansEconomists