Takeover Tracker
vs

62 shared · 14 different

core competencies

32%medium risk
Industrial Ecologists

Side-by-Side Comparison

MetricSoil and Plant ScientistsIndustrial Ecologists
Risk Score27.3%32.2%
Risk TierMedium RiskMedium Risk
Risk Percentile26th52th
Tasks at Risk (>50%)3 / 157 / 15
Median Salary$71,410$80,060
Employment17K85K

Skill Comparison

|

Sorted by largest difference

Biology
Engineering and Technology
Organizing, Planning, and Prioritizing Work
Provide Consultation and Advice to Others
Customer and Personal Service
Scheduling Work and Activities
Law and Government
Operations Analysis
Documenting/Recording Information
Monitoring and Controlling Resources
Estimating the Quantifiable Characteristics of Products, Events, or Information
Science

Protective Factors

Higher values indicate stronger protection against AI displacement

Soil and Plant Scientists

32%

total discount

Industrial Ecologists

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Industrial Ecologists

7 of 15 at risk
85%Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change.
57%Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy.
55%Prepare technical and research reports such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.
53%Identify sustainable alternatives to industrial or waste management practices.
51%Identify environmental impacts caused by products, systems, or projects.

Wage Comparison

Industrial Ecologists earns +$8,650(+12%) vs Soil and Plant Scientists
Soil and Plant ScientistsIndustrial Ecologists
10th
$45,320$50,130
25th
$57,950$62,090
Median
$71,410$80,060
75th
$98,110$103,730
90th
$131,440$134,830

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Soil and Plant Scientists20282035
Industrial Ecologists20282035
20242030203520402045

Soil and Plant Scientists has a longer runway before significant displacement, projected 0 years later than Industrial Ecologists.

Risk-Adjusted Salary

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

Soil and Plant Scientists

$51,901

from $71,410

Industrial Ecologists

$54,289

from $80,060

After adjusting for AI risk, Industrial Ecologists offers $2,388 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Soil

0

Unique to Industrial

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Creativity
Social Intelligence
Soil and Plant ScientistsIndustrial Ecologists