Takeover Tracker
vs

74 shared · 10 different

core competencies

Side-by-Side Comparison

MetricZoologists and Wildlife BiologistsSoil and Plant Scientists
Risk Score28.5%27.3%
Risk TierMedium RiskMedium Risk
Risk Percentile31th26th
Tasks at Risk (>50%)5 / 153 / 15
Median Salary$72,860$71,410
Employment17K17K

Skill Comparison

|

Sorted by largest difference

Education and Training
Chemistry
Training and Teaching Others
Law and Government
Resolving Conflicts and Negotiating with Others
Performing for or Working Directly with the Public
Quality Control Analysis
Originality
Geography
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Zoologists and Wildlife Biologists

32%

total discount

Soil and Plant Scientists

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.

Soil and Plant Scientists

3 of 15 at risk
52%Develop new or improved methods or products for controlling or eliminating weeds, crop diseases, or insect pests.
51%Develop environmentally safe methods or products for controlling or eliminating weeds, crop diseases, or insect pests.
50%Conduct research to determine best methods of planting, spraying, cultivating, harvesting, storing, processing, or transporting horticultural products.
49%Identify or classify species of insects or allied forms, such as mites or spiders.
49%Conduct experiments to develop new or improved varieties of field crops, focusing on characteristics such as yield, quality, disease resistance, nutritional value, or adaptation to specific soils or climates.

Wage Comparison

Soil and Plant Scientists earns -$1,450(-2%) vs Zoologists and Wildlife Biologists
Zoologists and Wildlife BiologistsSoil and Plant Scientists
10th
$48,240$45,320
25th
$58,360$57,950
Median
$72,860$71,410
75th
$90,590$98,110
90th
$113,350$131,440

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Zoologists and Wildlife Biologists20282035
Soil and Plant Scientists20282035
20242030203520402045

Soil and Plant Scientists 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

Soil and Plant Scientists

$51,901

from $71,410

After adjusting for AI risk, Zoologists and Wildlife Biologists offers $194 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Zoologists

0

Unique to Soil

Combined Protection Strategy

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

Creativity
Social Intelligence
Regulatory Barriers
Decision Complexity
Zoologists and Wildlife BiologistsSoil and Plant Scientists