Takeover Tracker
vs

65 shared · 16 different

core competencies

Side-by-Side Comparison

MetricHuman Factors Engineers and ErgonomistsComputer and Information Research Scientists
Risk Score33.4%32.4%
Risk TierMedium RiskMedium Risk
Risk Percentile59th53th
Tasks at Risk (>50%)3 / 155 / 15
Median Salary$101,140N/A
Employment350KN/A

Skill Comparison

|

Sorted by largest difference

Psychology
Computers and Electronics
Sociology and Anthropology
ProgrammingAI-Vulnerable
Public Safety and Security
Interacting With Computers
Analyzing Data or Information
Engineering and Technology
Monitor Processes, Materials, or Surroundings
Training and Teaching Others
Organizing, Planning, and Prioritizing Work
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Human Factors Engineers and Ergonomists

32%

total discount

Computer and Information Research Scientists

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.

Computer and Information Research Scientists

5 of 15 at risk
80%Maintain network hardware and software, direct network security measures, and monitor networks to ensure availability to system users.
78%Approve, prepare, monitor, and adjust operational budgets.
65%Assign or schedule tasks to meet work priorities and goals.
56%Apply theoretical expertise and innovation to create or apply new technology, such as adapting principles for applying computers to new uses.
51%Analyze problems to develop solutions involving computer hardware and software.

Wage Comparison

Human Factors Engineers and ErgonomistsComputer and Information Research Scientists
10th
$70,000N/A
25th
$81,910N/A
Median
$101,140N/A
75th
$127,480N/A
90th
$157,140N/A

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Human Factors Engineers and Ergonomists20282035
Computer and Information Research Scientists20282035
20242030203520402045

Computer and Information Research Scientists has a longer runway before significant displacement, projected 0 years later than Human Factors Engineers and Ergonomists.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Human

0

Unique to Computer

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Regulatory Barriers
Social Intelligence
Human Factors Engineers and ErgonomistsComputer and Information Research Scientists