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
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Biologists2028–2035
Industrial Ecologists2028–2035
20242030203520402045
Biologists 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%)
Biologists
$65,245
from $93,340
Industrial Ecologists
$54,289
from $80,060
After adjusting for AI risk, Biologists offers $10,956 more in risk-adjusted pay.
Transition Feasibility
1%
Skill Overlap
Low overlap — significant retraining needed for transition
0
Unique to Biologists
0
Unique to Industrial
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors
Fine Manipulation
Creativity
Regulatory Barriers
Social Intelligence
BiologistsIndustrial Ecologists