Takeover Tracker
30%medium risk
Biologists
vs

60 shared · 29 different

core competencies

32%medium risk
Environmental Restoration Planners

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Biologists2028–2035
Environmental Restoration Planners2028–2035
20242030203520402045

Biologists has a longer runway before significant displacement, projected 0 years later than Environmental Restoration Planners.

Risk-Adjusted Salary

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

Biologists

$65,245

from $93,340

Environmental Restoration Planners

$54,505

from $80,060

After adjusting for AI risk, Biologists offers $10,740 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

Creativity
Decision Complexity
Fine Manipulation
Regulatory Barriers
BiologistsEnvironmental Restoration Planners
Find transitions from BiologistsFind transitions from Environmental Restoration Planners