Takeover Tracker
32%medium risk
Industrial Ecologists
vs

67 shared · 12 different

core competencies

33%medium risk
Human Factors Engineers and Ergonomists

Side-by-Side Comparison

MetricIndustrial EcologistsHuman Factors Engineers and Ergonomists
Risk Score32.2%33.4%
Risk TierMedium RiskMedium Risk
Risk Percentile52th59th
Tasks at Risk (>50%)7 / 153 / 15
Median Salary$80,060$101,140
Employment85K350K

Skill Comparison

|

Sorted by largest difference

Psychology
Estimating the Quantifiable Characteristics of Products, Events, or Information
Technology DesignAI-Augmented
Biology
Production and Processing
Design
Science
Sociology and Anthropology
Operations Analysis
Law and Government
English Language
Establishing and Maintaining Interpersonal Relationships

Protective Factors

Higher values indicate stronger protection against AI displacement

Industrial Ecologists

30%

total discount

Human Factors Engineers and Ergonomists

32%

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.

Human Factors Engineers and Ergonomists

3 of 15 at risk
86%Prepare reports or presentations summarizing results or conclusions of human factors engineering or ergonomics activities, such as testing, investigation, or validation.
85%Review health, safety, accident, or worker compensation records to evaluate safety program effectiveness or to identify jobs with high incidence of injury.
51%Assess the user-interface or usability characteristics of products.
49%Perform functional, task, or anthropometric analysis, using tools such as checklists, surveys, videotaping or force measurement.
49%Develop or implement research methodologies or statistical analysis plans to test and evaluate developmental prototypes used in new products or processes, such as cockpit designs, user workstations, or computerized human models.

Wage Comparison

Human Factors Engineers and Ergonomists earns +$21,080(+26%) vs Industrial Ecologists
Industrial EcologistsHuman Factors Engineers and Ergonomists
10th
$50,130$70,000
25th
$62,090$81,910
Median
$80,060$101,140
75th
$103,730$127,480
90th
$134,830$157,140

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Industrial Ecologists2028–2035
Human Factors Engineers and Ergonomists2028–2035
20242030203520402045

Industrial Ecologists has a longer runway before significant displacement, projected 0 years later than Human Factors Engineers and Ergonomists.

Risk-Adjusted Salary

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

Industrial Ecologists

$54,289

from $80,060

Human Factors Engineers and Ergonomists

$67,369

from $101,140

After adjusting for AI risk, Human Factors Engineers and Ergonomists offers $13,081 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Industrial

0

Unique to Human

Combined Protection Strategy

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

Fine Manipulation
Creativity
Social Intelligence
Regulatory Barriers
Industrial EcologistsHuman Factors Engineers and Ergonomists
Find transitions from Industrial EcologistsFind transitions from Human Factors Engineers and Ergonomists