Takeover Tracker
30%medium risk
Biologists
vs

72 shared · 17 different

core competencies

32%medium risk
Environmental Scientists and Specialists, Including Health

Side-by-Side Comparison

MetricBiologistsEnvironmental Scientists and Specialists, Including Health
Risk Score30.1%31.9%
Risk TierMedium RiskMedium Risk
Risk Percentile39th51th
Tasks at Risk (>50%)6 / 154 / 15
Median Salary$93,340$80,060
Employment131K85K

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 risk
75%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 risk
87%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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Biologists2028–2035
Environmental Scientists and Specialists, Including Health2028–2035
20242030203520402045

Biologists has a longer runway before significant displacement, projected 0 years later than Environmental Scientists and Specialists, Including Health.

Risk-Adjusted Salary

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

Biologists

$65,245

from $93,340

Environmental Scientists and Specialists, Including Health

$54,521

from $80,060

After adjusting for AI risk, Biologists offers $10,724 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Biologists

0

Unique to Environmental

Combined Protection Strategy

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

Fine Manipulation
Creativity
Decision Complexity
Regulatory Barriers
BiologistsEnvironmental Scientists and Specialists, Including Health
Find transitions from BiologistsFind transitions from Environmental Scientists and Specialists, Including Health