Takeover Tracker
30%medium risk
Biologists
vs

72 shared · 16 different

core competencies

29%medium risk
Zoologists and Wildlife Biologists

Side-by-Side Comparison

MetricBiologistsZoologists and Wildlife Biologists
Risk Score30.1%28.5%
Risk TierMedium RiskMedium Risk
Risk Percentile39th31th
Tasks at Risk (>50%)6 / 155 / 15
Median Salary$93,340$72,860
Employment131K17K

Skill Comparison

|

Sorted by largest difference

Training and Teaching Others
Science
Chemistry
Coaching and Developing Others
MathematicsAI-Vulnerable
Mathematical Reasoning
Inspecting Equipment, Structures, or Material
Monitoring and Controlling Resources
MathematicsAI-Vulnerable
Category Flexibility
Provide Consultation and Advice to Others
Thinking Creatively

Protective Factors

Higher values indicate stronger protection against AI displacement

Biologists

34%

total discount

Zoologists and Wildlife Biologists

32%

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.

Zoologists and Wildlife Biologists

5 of 15 at risk
77%Check for, and ensure compliance with, environmental laws, and notify law enforcement when violations are identified.
59%Conduct literature reviews.
59%Prepare collections of preserved specimens or microscopic slides for species identification and study of development or disease.
55%Inventory or estimate plant and wildlife populations.
53%Study characteristics of animals, such as origin, interrelationships, classification, life histories and diseases, development, genetics, and distribution.

Wage Comparison

Zoologists and Wildlife Biologists earns -$20,480(-22%) vs Biologists
BiologistsZoologists and Wildlife Biologists
10th
$54,120$48,240
25th
$67,720$58,360
Median
$93,340$72,860
75th
$125,990$90,590
90th
$161,990$113,350

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Biologists2028–2035
Zoologists and Wildlife Biologists2028–2035
20242030203520402045

Zoologists and Wildlife Biologists has a longer runway before significant displacement, projected 0 years later than Biologists.

Risk-Adjusted Salary

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

Biologists

$65,245

from $93,340

Zoologists and Wildlife Biologists

$52,095

from $72,860

After adjusting for AI risk, Biologists offers $13,150 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Biologists

0

Unique to Zoologists

Combined Protection Strategy

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

Creativity
Fine Manipulation
Social Intelligence
Decision Complexity
BiologistsZoologists and Wildlife Biologists
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