Takeover Tracker
30%medium risk
Biologists
vs

68 shared · 21 different

core competencies

32%medium risk
Hydrologists

Side-by-Side Comparison

MetricBiologistsHydrologists
Risk Score30.1%31.9%
Risk TierMedium RiskMedium Risk
Risk Percentile39th50th
Tasks at Risk (>50%)6 / 157 / 15
Median Salary$93,340$92,060
Employment131K6K

Skill Comparison

|

Sorted by largest difference

Physics
Biology
Engineering and Technology
Geography
Law and Government
Scheduling Work and Activities
Performing General Physical Activities
Science
Clerical
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
MathematicsAI-Vulnerable
Provide Consultation and Advice to Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Biologists

34%

total discount

Hydrologists

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.

Hydrologists

7 of 15 at risk
86%Measure and graph phenomena such as lake levels, stream flows, and changes in water volumes.
59%Prepare reports or presentations describing research results, using illustrations, maps, appendices, and other information.
55%Develop computer models for hydrologic predictions.
51%Conduct research and communicate information to promote the conservation and preservation of water resources.
51%Study public water supply issues, including flood and drought risks, water quality, wastewater, and impacts on wetland habitats.

Wage Comparison

Hydrologists earns -$1,280(-1%) vs Biologists
BiologistsHydrologists
10th
$54,120$60,010
25th
$67,720$73,330
Median
$93,340$92,060
75th
$125,990$114,940
90th
$161,990$139,420

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Biologists20282035
Hydrologists20282035
20242030203520402045

Biologists has a longer runway before significant displacement, projected 0 years later than Hydrologists.

Risk-Adjusted Salary

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

Biologists

$65,245

from $93,340

Hydrologists

$62,739

from $92,060

After adjusting for AI risk, Biologists offers $2,506 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Biologists

0

Unique to Hydrologists

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Creativity
Social Intelligence
BiologistsHydrologists