Takeover Tracker

32%medium risk
Industrial Ecologists
vs

53 shared · 19 different

core competencies

Side-by-Side Comparison

MetricIndustrial EcologistsOperations Research Analysts
Risk Score32.2%31.9%
Risk TierMedium RiskMedium Risk
Risk Percentile52th51th
Tasks at Risk (>50%)7 / 156 / 15
Median Salary$80,060$91,290
Employment85K108K

Skill Comparison

|

Sorted by largest difference

MathematicsAI-Vulnerable
Interacting With Computers
Operations Analysis
Computers and Electronics
Training and Teaching Others
MathematicsAI-Vulnerable
Education and Training
Mathematical Reasoning
Monitor Processes, Materials, or Surroundings
Evaluating Information to Determine Compliance with Standards
Number Facility
Judging the Qualities of Things, Services, or People

Protective Factors

Higher values indicate stronger protection against AI displacement

Industrial Ecologists

30%

total discount

Operations Research Analysts

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Operations Research Analysts

6 of 15 at risk
59%Review research literature.
53%Specify manipulative or computational methods to be applied to models.
52%Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.
52%Break systems into their components, assign numerical values to each component, and examine the mathematical relationships between them.
51%Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters.

Wage Comparison

Operations Research Analysts earns +$11,230(+14%) vs Industrial Ecologists
Industrial EcologistsOperations Research Analysts
10th
$50,130$53,910
25th
$62,090$66,910
Median
$80,060$91,290
75th
$103,730$124,120
90th
$134,830$159,280

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Head-to-head task automation timeline
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