Takeover Tracker
30%medium risk
Biologists
vs

70 shared · 17 different

core competencies

30%medium risk
Geneticists

Side-by-Side Comparison

MetricBiologistsGeneticists
Risk Score30.1%30.4%
Risk TierMedium RiskMedium Risk
Risk Percentile39th41th
Tasks at Risk (>50%)6 / 156 / 15
Median Salary$93,340$93,330
Employment131K60K

Skill Comparison

|

Sorted by largest difference

Law and Government
Monitor Processes, Materials, or Surroundings
Evaluating Information to Determine Compliance with Standards
Scheduling Work and Activities
Education and Training
Estimating the Quantifiable Characteristics of Products, Events, or Information
Assisting and Caring for Others
Inspecting Equipment, Structures, or Material
Customer and Personal Service
Developing Objectives and Strategies
Judging the Qualities of Things, Services, or People
Science

Protective Factors

Higher values indicate stronger protection against AI displacement

Biologists

34%

total discount

Geneticists

35%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Biologists

6 of 15 at risk
75%Prepare requests for proposals or statements of work.
59%Program and use computers to store, process, and analyze data.
55%Write grant proposals to obtain funding for biological research.
51%Identify, classify, and study structure, behavior, ecology, physiology, nutrition, culture, and distribution of plant and animal species.
51%Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.

Geneticists

6 of 15 at risk
86%Maintain laboratory notebooks that record research methods, procedures, and results.
57%Extract deoxyribonucleic acid (DNA) or perform diagnostic tests involving processes such as gel electrophoresis, Southern blot analysis, and polymerase chain reaction analysis.
55%Create or use statistical models for the analysis of genetic data.
51%Prepare results of experimental findings for presentation at professional conferences or in scientific journals.
51%Attend clinical and research conferences and read scientific literature to keep abreast of technological advances and current genetic research findings.

Wage Comparison

Geneticists earns -$10(0%) vs Biologists
BiologistsGeneticists
10th
$54,120$54,500
25th
$67,720$67,950
Median
$93,340$93,330
75th
$125,990$121,350
90th
$161,990$159,780

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Biologists20282035
Geneticists20282035
20242030203520402045

Biologists has a longer runway before significant displacement, projected 0 years later than Geneticists.

Risk-Adjusted Salary

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

Biologists

$65,245

from $93,340

Geneticists

$64,958

from $93,330

After adjusting for AI risk, Biologists offers $287 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Biologists

0

Unique to Geneticists

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Creativity
Regulatory Barriers
BiologistsGeneticists