medium risk
Biologistsvs
72 shared · 17 different
core competencies
Side-by-Side Comparison
Biologists leads 4–1| Metric | Biologists | Environmental Scientists and Specialists, Including Health |
|---|---|---|
| Risk Score | 30.1% | 31.9% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 39th | 51th |
| Tasks at Risk (>50%) | 6 / 15 | 4 / 15 |
| Median Salary | $93,340 | $80,060 |
| Employment | 131K | 85K |
Skill Comparison
|
Sorted by largest difference
Thinking Creatively
Biology
Training and Teaching Others
Coaching and Developing Others
Guiding, Directing, and Motivating Subordinates
Developing Objectives and Strategies
Updating and Using Relevant Knowledge
Performing General Physical Activities
Coordinating the Work and Activities of Others
Monitor Processes, Materials, or Surroundings
Analyzing Data or Information
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Protective Factors
Higher values indicate stronger protection against AI displacement
Biologists
34%
total discount
Environmental Scientists and Specialists, Including Health
31%
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.
Environmental Scientists and Specialists, Including Health
4 of 15 at risk87%Prepare charts or graphs from data samples, providing summary information on the environmental relevance of the data.
63%Process and review environmental permits, licenses, or related materials.
55%Develop the technical portions of legal documents, administrative orders, or consent decrees.
51%Monitor effects of pollution or land degradation and recommend means of prevention or control.
49%Analyze data to determine validity, quality, and scientific significance and to interpret correlations between human activities and environmental effects.
Wage Comparison
Environmental Scientists and Specialists, Including Health earns -$13,280(-14%) vs Biologists
BiologistsEnvironmental Scientists and Specialists, Including Health
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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