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

54 shared · 25 different

core competencies

42%medium risk
Sustainability Specialists

Side-by-Side Comparison

MetricHuman Factors Engineers and ErgonomistsSustainability Specialists
Risk Score33.4%42.2%
Risk TierMedium RiskMedium Risk
Risk Percentile59th86th
Tasks at Risk (>50%)3 / 1510 / 14
Median Salary$101,140$81,270
Employment350K1.1M

Skill Comparison

|

Sorted by largest difference

Psychology
Thinking Creatively
Analyzing Data or Information
Engineering and Technology
Sociology and Anthropology
Operations Analysis
Computers and Electronics
Mathematical Reasoning
MathematicsAI-Vulnerable
English Language
Making Decisions and Solving Problems
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Human Factors Engineers and Ergonomists

32%

total discount

Sustainability Specialists

29%

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.

Sustainability Specialists

10 of 14 at risk
85%Monitor or track sustainability indicators, such as energy usage, natural resource usage, waste generation, and recycling.
83%Collect information about waste stream management or green building practices to inform decision makers.
83%Develop reports or presentations to communicate the effectiveness of sustainability initiatives.
74%Create marketing or outreach media, such as brochures or Web sites, to communicate sustainability issues, procedures, or objectives.
71%Create or maintain plans or other documents related to sustainability projects.

Wage Comparison

Sustainability Specialists earns -$19,870(-20%) vs Human Factors Engineers and Ergonomists
Human Factors Engineers and ErgonomistsSustainability Specialists
10th
$70,000$46,230
25th
$81,910$60,820
Median
$101,140$81,270
75th
$127,480$110,030
90th
$157,140$147,830

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Human Factors Engineers and Ergonomists2028–2035
Sustainability Specialists2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Human Factors Engineers and Ergonomists

$67,369

from $101,140

Sustainability Specialists

$46,974

from $81,270

After adjusting for AI risk, Human Factors Engineers and Ergonomists offers $20,395 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Human

0

Unique to Sustainability

Combined Protection Strategy

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

Decision Complexity
Fine Manipulation
Creativity
Regulatory Barriers
Human Factors Engineers and ErgonomistsSustainability Specialists
Find transitions from Human Factors Engineers and ErgonomistsFind transitions from Sustainability Specialists