Takeover Tracker
29%medium risk
Zoologists and Wildlife Biologists
vs

67 shared · 17 different

core competencies

32%medium risk
Environmental Scientists and Specialists, Including Health

Side-by-Side Comparison

MetricZoologists and Wildlife BiologistsEnvironmental Scientists and Specialists, Including Health
Risk Score28.5%31.9%
Risk TierMedium RiskMedium Risk
Risk Percentile31th51th
Tasks at Risk (>50%)5 / 154 / 15
Median Salary$72,860$80,060
Employment17K85K

Skill Comparison

|

Sorted by largest difference

Biology
Monitoring and Controlling Resources
Coordinating the Work and Activities of Others
Chemistry
Thinking Creatively
Developing Objectives and Strategies
Clerical
Physics
Guiding, Directing, and Motivating Subordinates
Performing Administrative Activities
Engineering and Technology
Operating Vehicles, Mechanized Devices, or Equipment

Protective Factors

Higher values indicate stronger protection against AI displacement

Zoologists and Wildlife Biologists

32%

total discount

Environmental Scientists and Specialists, Including Health

31%

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.

Environmental Scientists and Specialists, Including Health

4 of 15 at risk
87%Prepare charts or graphs from data samples, providing summary information on the environmental relevance of the data.
63%Process and review environmental permits, licenses, or related materials.
55%Develop the technical portions of legal documents, administrative orders, or consent decrees.
51%Monitor effects of pollution or land degradation and recommend means of prevention or control.
49%Analyze data to determine validity, quality, and scientific significance and to interpret correlations between human activities and environmental effects.

Wage Comparison

Environmental Scientists and Specialists, Including Health earns +$7,200(+10%) vs Zoologists and Wildlife Biologists
Zoologists and Wildlife BiologistsEnvironmental Scientists and Specialists, Including Health
10th
$48,240$50,130
25th
$58,360$62,090
Median
$72,860$80,060
75th
$90,590$103,730
90th
$113,350$134,830

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Zoologists and Wildlife Biologists2028–2035
Environmental Scientists and Specialists, Including Health2028–2035
20242030203520402045

Zoologists and Wildlife Biologists has a longer runway before significant displacement, projected 0 years later than Environmental Scientists and Specialists, Including Health.

Risk-Adjusted Salary

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

Zoologists and Wildlife Biologists

$52,095

from $72,860

Environmental Scientists and Specialists, Including Health

$54,521

from $80,060

After adjusting for AI risk, Environmental Scientists and Specialists, Including Health offers $2,426 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Zoologists

0

Unique to Environmental

Combined Protection Strategy

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

Fine Manipulation
Creativity
Social Intelligence
Regulatory Barriers
Zoologists and Wildlife BiologistsEnvironmental Scientists and Specialists, Including Health
Find transitions from Zoologists and Wildlife BiologistsFind transitions from Environmental Scientists and Specialists, Including Health