Takeover Tracker
29%medium risk
Zoologists and Wildlife Biologists
vs

69 shared · 13 different

core competencies

27%medium risk
Natural Sciences Managers

Side-by-Side Comparison

MetricZoologists and Wildlife BiologistsNatural Sciences Managers
Risk Score28.5%27.3%
Risk TierMedium RiskMedium Risk
Risk Percentile31th26th
Tasks at Risk (>50%)5 / 153 / 15
Median Salary$72,860$161,180
Employment17K101K

Skill Comparison

|

Sorted by largest difference

Biology
Management of Personnel Resources
Performing for or Working Directly with the Public
Operating Vehicles, Mechanized Devices, or Equipment
Chemistry
Geography
Speech Clarity
MathematicsAI-Vulnerable
Coaching and Developing Others
Interacting With Computers
Fluency of Ideas
Originality

Protective Factors

Higher values indicate stronger protection against AI displacement

Zoologists and Wildlife Biologists

32%

total discount

Natural Sciences Managers

32%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Natural Sciences Managers

3 of 15 at risk
84%Prepare and administer budgets, approve and review expenditures, and prepare financial reports.
53%Conduct own research in field of expertise.
52%Prepare project proposals.
49%Design or coordinate successive phases of problem analysis, solution proposals, or testing.
47%Develop or implement policies, standards, or procedures for the architectural, scientific, or technical work performed to ensure regulatory compliance or operations enhancement.

Wage Comparison

Natural Sciences Managers earns +$88,320(+121%) vs Zoologists and Wildlife Biologists
Zoologists and Wildlife BiologistsNatural Sciences Managers
10th
$48,240$79,830
25th
$58,360$114,110
Median
$72,860$161,180
75th
$90,590$214,820
90th
$113,350$239,200

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Zoologists and Wildlife Biologists2028–2035
Natural Sciences Managers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Zoologists and Wildlife Biologists

$52,095

from $72,860

Natural Sciences Managers

$117,258

from $161,180

After adjusting for AI risk, Natural Sciences Managers offers $65,164 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Zoologists

0

Unique to Natural

Combined Protection Strategy

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

Fine Manipulation
Creativity
Regulatory Barriers
Decision Complexity
Zoologists and Wildlife BiologistsNatural Sciences Managers
Find transitions from Zoologists and Wildlife BiologistsFind transitions from Natural Sciences Managers