Takeover Tracker
30%medium risk
Medical Scientists, Except Epidemiologists
vs

60 shared · 18 different

core competencies

32%medium risk
Hydrologists

Side-by-Side Comparison

MetricMedical Scientists, Except EpidemiologistsHydrologists
Risk Score30.2%31.9%
Risk TierMedium RiskMedium Risk
Risk Percentile40th50th
Tasks at Risk (>50%)4 / 147 / 15
Median Salary$100,590$92,060
Employment156K6K

Skill Comparison

|

Sorted by largest difference

Biology
Physics
Engineering and Technology
MathematicsAI-Vulnerable
Judging the Qualities of Things, Services, or People
Evaluating Information to Determine Compliance with Standards
Establishing and Maintaining Interpersonal Relationships
Interacting With Computers
Administration and Management
Operations Analysis
Updating and Using Relevant Knowledge
Inductive Reasoning

Protective Factors

Higher values indicate stronger protection against AI displacement

Medical Scientists, Except Epidemiologists

35%

total discount

Hydrologists

32%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Medical Scientists, Except Epidemiologists

4 of 14 at risk
55%Write applications for research grants.
52%Evaluate effects of drugs, gases, pesticides, parasites, and microorganisms at various levels.
51%Write and publish articles in scientific journals.
51%Prepare and analyze organ, tissue, and cell samples to identify toxicity, bacteria, or microorganisms or to study cell structure.
49%Standardize drug dosages, methods of immunization, and procedures for manufacture of drugs and medicinal compounds.

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 -$8,530(-8%) vs Medical Scientists, Except Epidemiologists
Medical Scientists, Except EpidemiologistsHydrologists
10th
$61,860$60,010
25th
$77,260$73,330
Median
$100,590$92,060
75th
$133,870$114,940
90th
$168,210$139,420

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Medical Scientists, Except Epidemiologists2028–2035
Hydrologists2028–2035
20242030203520402045

Medical Scientists, Except Epidemiologists has a longer runway before significant displacement, projected 0 years later than Hydrologists.

Risk-Adjusted Salary

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

Medical Scientists, Except Epidemiologists

$70,202

from $100,590

Hydrologists

$62,739

from $92,060

After adjusting for AI risk, Medical Scientists, Except Epidemiologists offers $7,463 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Medical

0

Unique to Hydrologists

Combined Protection Strategy

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

Regulatory Barriers
Fine Manipulation
Social Intelligence
Decision Complexity
Medical Scientists, Except EpidemiologistsHydrologists
Find transitions from Medical Scientists, Except EpidemiologistsFind transitions from Hydrologists