Takeover Tracker
32%medium risk
Hydrologists
vs

68 shared · 21 different

core competencies

30%medium risk
Biologists

Side-by-Side Comparison

MetricHydrologistsBiologists
Risk Score31.9%30.1%
Risk TierMedium RiskMedium Risk
Risk Percentile50th39th
Tasks at Risk (>50%)7 / 156 / 15
Median Salary$92,060$93,340
Employment6K131K

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

Hydrologists

32%

total discount

Biologists

34%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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.

Wage Comparison

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Hydrologists20282035
Biologists20282035
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%)

Hydrologists

$62,739

from $92,060

Biologists

$65,245

from $93,340

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 Hydrologists

0

Unique to Biologists

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Creativity
Social Intelligence
HydrologistsBiologists