Takeover Tracker
29%medium risk
Geoscientists, Except Hydrologists and Geographers
vs

65 shared · 14 different

core competencies

27%medium risk
Soil and Plant Scientists

Side-by-Side Comparison

MetricGeoscientists, Except Hydrologists and GeographersSoil and Plant Scientists
Risk Score28.9%27.3%
Risk TierMedium RiskMedium Risk
Risk Percentile33th26th
Tasks at Risk (>50%)5 / 153 / 15
Median Salary$99,240$71,410
Employment23K17K

Skill Comparison

|

Sorted by largest difference

Biology
Education and Training
Physics
Geography
Engineering and Technology
Training and Teaching Others
Provide Consultation and Advice to Others
Performing General Physical Activities
Active LearningAI-Augmented
Organizing, Planning, and Prioritizing Work
Customer and Personal Service
Scheduling Work and Activities

Protective Factors

Higher values indicate stronger protection against AI displacement

Geoscientists, Except Hydrologists and Geographers

32%

total discount

Soil and Plant Scientists

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.

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 -$27,830(-28%) vs Geoscientists, Except Hydrologists and Geographers
Geoscientists, Except Hydrologists and GeographersSoil and Plant Scientists
10th
$58,790$45,320
25th
$72,440$57,950
Median
$99,240$71,410
75th
$134,350$98,110
90th
$178,880$131,440

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Geoscientists, Except Hydrologists and Geographers2028–2035
Soil and Plant Scientists2028–2035
20242030203520402045

Soil and Plant Scientists has a longer runway before significant displacement, projected 0 years later than Geoscientists, Except Hydrologists and Geographers.

Risk-Adjusted Salary

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

Geoscientists, Except Hydrologists and Geographers

$70,560

from $99,240

Soil and Plant Scientists

$51,901

from $71,410

After adjusting for AI risk, Geoscientists, Except Hydrologists and Geographers offers $18,659 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Geoscientists,

0

Unique to Soil

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Creativity
Social Intelligence
Geoscientists, Except Hydrologists and GeographersSoil and Plant Scientists
Find transitions from Geoscientists, Except Hydrologists and GeographersFind transitions from Soil and Plant Scientists