Side-by-Side Comparison
Biologists leads 5–0| Metric | Biologists | Industrial Ecologists |
|---|---|---|
| Risk Score | 30.1% | 32.2% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 39th | 52th |
| Tasks at Risk (>50%) | 6 / 15 | 7 / 15 |
| Median Salary | $93,340 | $80,060 |
| Employment | 131K | 85K |
Skill Comparison
|
Sorted by largest difference
Biology
Customer and Personal Service
Monitor Processes, Materials, or Surroundings
Science
Performing for or Working Directly with the Public
Scheduling Work and Activities
Engineering and Technology
Inspecting Equipment, Structures, or Material
Education and Training
Clerical
Documenting/Recording Information
Organizing, Planning, and Prioritizing Work
Protective Factors
Higher values indicate stronger protection against AI displacement
Biologists
34%
total discount
Industrial Ecologists
30%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Biologists
6 of 15 at risk75%Prepare requests for proposals or statements of work.
59%Program and use computers to store, process, and analyze data.
55%Write grant proposals to obtain funding for biological research.
51%Identify, classify, and study structure, behavior, ecology, physiology, nutrition, culture, and distribution of plant and animal species.
51%Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.
Industrial Ecologists
7 of 15 at risk85%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 -$13,280(-14%) vs Biologists
BiologistsIndustrial Ecologists
10th
$54,120$50,130
25th
$67,720$62,090
Median
$93,340$80,060
75th
$125,990$103,730
90th
$161,990$134,830
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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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