Takeover Tracker
30%medium risk
Biologists
vs

65 shared · 20 different

core competencies

27%medium risk
Natural Sciences Managers

Side-by-Side Comparison

MetricBiologistsNatural Sciences Managers
Risk Score30.1%27.3%
Risk TierMedium RiskMedium Risk
Risk Percentile39th26th
Tasks at Risk (>50%)6 / 153 / 15
Median Salary$93,340$161,180
Employment131K101K

Skill Comparison

|

Sorted by largest difference

Biology
Performing General Physical Activities
Management of Personnel Resources
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Visualization
Science
Monitor Processes, Materials, or Surroundings
Performing for or Working Directly with the Public
Category Flexibility
Far Vision
Operating Vehicles, Mechanized Devices, or Equipment
Flexibility of Closure

Protective Factors

Higher values indicate stronger protection against AI displacement

Biologists

34%

total discount

Natural Sciences Managers

32%

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.

Natural Sciences Managers

3 of 15 at risk
84%Prepare and administer budgets, approve and review expenditures, and prepare financial reports.
53%Conduct own research in field of expertise.
52%Prepare project proposals.
49%Design or coordinate successive phases of problem analysis, solution proposals, or testing.
47%Develop or implement policies, standards, or procedures for the architectural, scientific, or technical work performed to ensure regulatory compliance or operations enhancement.

Wage Comparison

Natural Sciences Managers earns +$67,840(+73%) vs Biologists
BiologistsNatural Sciences Managers
10th
$54,120$79,830
25th
$67,720$114,110
Median
$93,340$161,180
75th
$125,990$214,820
90th
$161,990$239,200

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Biologists2028–2035
Natural Sciences Managers2028–2035
20242030203520402045

Natural Sciences Managers has a longer runway before significant displacement, projected 0 years later than Biologists.

Risk-Adjusted Salary

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

Biologists

$65,245

from $93,340

Natural Sciences Managers

$117,258

from $161,180

After adjusting for AI risk, Natural Sciences Managers offers $52,014 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Biologists

0

Unique to Natural

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Creativity
Regulatory Barriers
BiologistsNatural Sciences Managers
Find transitions from BiologistsFind transitions from Natural Sciences Managers