Takeover Tracker

30%medium risk
Biologists
vs

78 shared · 11 different

core competencies

30%medium risk
Animal Scientists

Side-by-Side Comparison

MetricBiologistsAnimal Scientists
Risk Score30.1%29.8%
Risk TierMedium RiskMedium Risk
Risk Percentile39th38th
Tasks at Risk (>50%)6 / 153 / 9
Median Salary$93,340$79,120
Employment131K2K

Skill Comparison

|

Sorted by largest difference

Education and Training
Performing General Physical Activities
Sales and Marketing
Chemistry
Geography
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Scheduling Work and Activities
Law and Government
Mathematical Reasoning
Monitoring and Controlling Resources
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Biologists

34%

total discount

Animal Scientists

33%

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.

Animal Scientists

3 of 9 at risk
55%Research and control animal selection and breeding practices to increase production efficiency and improve animal quality.
51%Study nutritional requirements of animals and nutritive values of animal feed materials.
51%Determine genetic composition of animal populations and heritability of traits, using principles of genetics.
47%Study effects of management practices, processing methods, feed, or environmental conditions on quality and quantity of animal products, such as eggs and milk.
47%Conduct research concerning animal nutrition, breeding, or management to improve products or processes.

Wage Comparison

Animal Scientists earns -$14,220(-15%) vs Biologists
BiologistsAnimal Scientists
10th
$54,120$48,440
25th
$67,720$59,610
Median
$93,340$79,120
75th
$125,990$128,450
90th
$161,990$235,750

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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