Takeover Tracker
33%medium risk
Human Factors Engineers and Ergonomists
vs

67 shared · 12 different

core competencies

32%medium risk
Industrial Ecologists

Side-by-Side Comparison

MetricHuman Factors Engineers and ErgonomistsIndustrial Ecologists
Risk Score33.4%32.2%
Risk TierMedium RiskMedium Risk
Risk Percentile59th52th
Tasks at Risk (>50%)3 / 157 / 15
Median Salary$101,140$80,060
Employment350K85K

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

Human Factors Engineers and Ergonomists

32%

total discount

Industrial Ecologists

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Human Factors Engineers and Ergonomists2028–2035
Industrial Ecologists2028–2035
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%)

Human Factors Engineers and Ergonomists

$67,369

from $101,140

Industrial Ecologists

$54,289

from $80,060

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 Human

0

Unique to Industrial

Combined Protection Strategy

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

Fine Manipulation
Creativity
Social Intelligence
Regulatory Barriers
Human Factors Engineers and ErgonomistsIndustrial Ecologists
Find transitions from Human Factors Engineers and ErgonomistsFind transitions from Industrial Ecologists