Side-by-Side Comparison
Animal Scientists leads 4–1| Metric | Animal Scientists | Biologists |
|---|---|---|
| Risk Score | 29.8% | 30.1% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 38th | 39th |
| Tasks at Risk (>50%) | 3 / 9 | 6 / 15 |
| Median Salary | $79,120 | $93,340 |
| Employment | 2K | 131K |
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
Animal Scientists
33%
total discount
Biologists
34%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Animal Scientists
3 of 9 at risk55%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.
Biologists
6 of 15 at risk75%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.
Wage Comparison
Biologists earns +$14,220(+18%) vs Animal Scientists
Animal ScientistsBiologists
10th
$48,440$54,120
25th
$59,610$67,720
Median
$79,120$93,340
75th
$128,450$125,990
90th
$235,750$161,990
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Animal Scientists2028–2035
Biologists2028–2035
20242030203520402045
Animal Scientists has a longer runway before significant displacement, projected 0 years later than Biologists.
Risk-Adjusted Salary
Salary weighted by displacement risk: salary × (1 − risk%)
Animal Scientists
$55,526
from $79,120
Biologists
$65,245
from $93,340
After adjusting for AI risk, Biologists offers $9,718 more in risk-adjusted pay.
Transition Feasibility
1%
Skill Overlap
Low overlap — significant retraining needed for transition
0
Unique to Animal
0
Unique to Biologists
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors
Fine Manipulation
Regulatory Barriers
Creativity
Decision Complexity
Animal ScientistsBiologists