Takeover Tracker

30%medium risk
Biologists
vs

60 shared · 29 different

core competencies

Side-by-Side Comparison

MetricBiologistsEnvironmental Restoration Planners
Risk Score30.1%31.9%
Risk TierMedium RiskMedium Risk
Risk Percentile39th51th
Tasks at Risk (>50%)6 / 157 / 15
Median Salary$93,340$80,060
Employment131K85K

Skill Comparison

|

Sorted by largest difference

Science
Training and Teaching Others
Analyzing Data or Information
MathematicsAI-Vulnerable
Processing Information
Updating and Using Relevant Knowledge
Category Flexibility
Coaching and Developing Others
Documenting/Recording Information
MathematicsAI-Vulnerable
Provide Consultation and Advice to Others
Mathematical Reasoning

Protective Factors

Higher values indicate stronger protection against AI displacement

Biologists

34%

total discount

Environmental Restoration Planners

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.

Environmental Restoration Planners

7 of 15 at risk
84%Develop environmental restoration project schedules and budgets.
84%Apply for permits required for the implementation of environmental remediation projects.
78%Create diagrams to communicate environmental remediation planning, using geographic information systems (GIS), computer-aided design (CAD), or other mapping or diagramming software.
55%Write grants to obtain funding for restoration projects.
51%Collect and analyze data to determine environmental conditions and restoration needs.

Wage Comparison

Environmental Restoration Planners earns -$13,280(-14%) vs Biologists
BiologistsEnvironmental Restoration Planners
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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Biologists: Not yetEnvironmental Restoration Planners: Not yet