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

65 shared · 14 different

core competencies

32%medium risk
Industrial Ecologists

Side-by-Side Comparison

MetricMedical Scientists, Except EpidemiologistsIndustrial Ecologists
Risk Score30.2%32.2%
Risk TierMedium RiskMedium Risk
Risk Percentile40th52th
Tasks at Risk (>50%)4 / 147 / 15
Median Salary$100,590$80,060
Employment156K85K

Skill Comparison

|

Sorted by largest difference

Biology
Monitor Processes, Materials, or Surroundings
Engineering and Technology
Documenting/Recording Information
Establishing and Maintaining Interpersonal Relationships
Identifying Objects, Actions, and Events
Provide Consultation and Advice to Others
Organizing, Planning, and Prioritizing Work
Science
Evaluating Information to Determine Compliance with Standards
Judging the Qualities of Things, Services, or People
Operations Analysis

Protective Factors

Higher values indicate stronger protection against AI displacement

Medical Scientists, Except Epidemiologists

35%

total discount

Industrial Ecologists

30%

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.

Industrial Ecologists

7 of 15 at risk
85%Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change.
57%Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy.
55%Prepare technical and research reports such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.
53%Identify sustainable alternatives to industrial or waste management practices.
51%Identify environmental impacts caused by products, systems, or projects.

Wage Comparison

Industrial Ecologists earns -$20,530(-20%) vs Medical Scientists, Except Epidemiologists
Medical Scientists, Except EpidemiologistsIndustrial Ecologists
10th
$61,860$50,130
25th
$77,260$62,090
Median
$100,590$80,060
75th
$133,870$103,730
90th
$168,210$134,830

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Medical Scientists, Except Epidemiologists2028–2035
Industrial Ecologists2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Medical Scientists, Except Epidemiologists

$70,202

from $100,590

Industrial Ecologists

$54,289

from $80,060

After adjusting for AI risk, Medical Scientists, Except Epidemiologists offers $15,913 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Medical

0

Unique to Industrial

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Social Intelligence
Creativity
Medical Scientists, Except EpidemiologistsIndustrial Ecologists
Find transitions from Medical Scientists, Except EpidemiologistsFind transitions from Industrial Ecologists