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

47 shared · 35 different

core competencies

32%medium risk
Career/Technical Education Teachers, Middle School

Side-by-Side Comparison

MetricHuman Factors Engineers and ErgonomistsCareer/Technical Education Teachers, Middle School
Risk Score33.4%31.7%
Risk TierMedium RiskMedium Risk
Risk Percentile59th49th
Tasks at Risk (>50%)3 / 159 / 15
Median Salary$101,140$63,620
Employment350K14K

Skill Comparison

|

Sorted by largest difference

Analyzing Data or Information
Engineering and Technology
Provide Consultation and Advice to Others
Processing Information
Psychology
MathematicsAI-Vulnerable
Making Decisions and Solving Problems
Mathematical Reasoning
MathematicsAI-Vulnerable
Clerical
Interpreting the Meaning of Information for Others
Complex Problem SolvingAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Human Factors Engineers and Ergonomists

32%

total discount

Career/Technical Education Teachers, Middle School

33%

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.

Career/Technical Education Teachers, Middle School

9 of 15 at risk
85%Maintain accurate and complete student records as required by laws, district policies, and administrative regulations.
70%Use computers, audio-visual aids, and other equipment and materials to supplement presentations.
69%Assign and grade class work and homework.
67%Prepare, administer, and grade tests and assignments to evaluate students' progress.
56%Prepare materials and classrooms for class activities.

Wage Comparison

Career/Technical Education Teachers, Middle School earns -$37,520(-37%) vs Human Factors Engineers and Ergonomists
Human Factors Engineers and ErgonomistsCareer/Technical Education Teachers, Middle School
10th
$70,000$47,090
25th
$81,910$55,920
Median
$101,140$63,620
75th
$127,480$78,270
90th
$157,140$98,430

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Human Factors Engineers and Ergonomists2028–2035
Career/Technical Education Teachers, Middle School2028–2035
20242030203520402045

Career/Technical Education Teachers, Middle School 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

Career/Technical Education Teachers, Middle School

$43,472

from $63,620

After adjusting for AI risk, Human Factors Engineers and Ergonomists offers $23,898 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Human

0

Unique to Career/Technical

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Creativity
Decision Complexity
Human Factors Engineers and ErgonomistsCareer/Technical Education Teachers, Middle School
Find transitions from Human Factors Engineers and ErgonomistsFind transitions from Career/Technical Education Teachers, Middle School