Takeover Tracker

vs

66 shared · 19 different

core competencies

Side-by-Side Comparison

MetricGeoscientists, Except Hydrologists and GeographersZoologists and Wildlife Biologists
Risk Score28.9%28.5%
Risk TierMedium RiskMedium Risk
Risk Percentile33th31th
Tasks at Risk (>50%)5 / 155 / 15
Median Salary$99,240$72,860
Employment23K17K

Skill Comparison

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Sorted by largest difference

Physics
Biology
Chemistry
Engineering and Technology
Performing for or Working Directly with the Public
MathematicsAI-Vulnerable
Analyzing Data or Information
Geography
Customer and Personal Service
Mathematical Reasoning
Thinking Creatively
Resolving Conflicts and Negotiating with Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Geoscientists, Except Hydrologists and Geographers

32%

total discount

Zoologists and Wildlife Biologists

32%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Geoscientists, Except Hydrologists and Geographers

5 of 15 at risk
84%Review environmental, historical, or technical reports and publications for accuracy.
53%Analyze and interpret geological, geochemical, or geophysical information from sources such as survey data, well logs, bore holes, or aerial photos.
51%Study historical climate change indicators found in locations such as ice sheets or rock formations to develop climate change models.
51%Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems.
51%Locate potential sources of geothermal energy.

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 -$26,380(-27%) vs Geoscientists, Except Hydrologists and Geographers
Geoscientists, Except Hydrologists and GeographersZoologists and Wildlife Biologists
10th
$58,790$48,240
25th
$72,440$58,360
Median
$99,240$72,860
75th
$134,350$90,590
90th
$178,880$113,350

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