AITakeover Tracker
33%medium risk

Human Factors Engineers and Ergonomists

Design objects, facilities, and environments to optimize human well-being and overall system performance, applying theory, principles, and data regarding the relationship between humans and respective technology. Investigate and analyze characteristics of human behavior and performance as it relates to the use of technology.

Higher risk than 59% of occupations

AI Impact Summary

Human Factors Engineers and Ergonomists faces moderate AI displacement risk with a score of 33/100. This occupation has higher AI displacement risk than 59% of all analyzed occupations. Of 26 analyzed tasks, 4 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

AI-Vulnerable Skills (6)

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (7)

Critical ThinkingWritingJudgment and Decision MakingActive LearningMonitoringTechnology DesignSystems Analysis

Recommended Courses

Courses matched to Human Factors Engineers and Ergonomists skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7.6pt risk+$6K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.4pt risk+$6K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.8pt risk+$6K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Education & Training

Percentage of workers at each education and training level

Education Level

Bachelor's Degree13%
Master's Degree4%
Doctoral/Professional Degree71%
Level 98%
Level 114%

Prior Experience Needed

Work experience required to enter this job

None13%
6 months - 1 year4%
1-2 years29%
2-4 years25%
4-6 years25%
8-10 years4%

Training Provided After Hiring

How long it typically takes to learn on the job

None8%
Up to 1 month17%
1-3 months21%
3-6 months17%
6 months - 1 year21%
1-2 years8%
2-4 years4%
6-8 years4%

How AI Impacts Each Task

26 tasks analyzed

Design or evaluate human work systems, using human factors engineering and ergonomic principles to optimize usability, cost, quality, safety, or performance.

Risk: 43.0%AI: 40EstimatedTime: 7%

Collect data through direct observation of work activities or witnessing the conduct of tests.

Risk: 41.0%AI: 35EstimatedTime: 5%

Conduct interviews or surveys of users or customers to collect information on topics such as requirements, needs, fatigue, ergonomics, or interfaces.

Risk: 32.4%AI: 43.43ObservedTime: 6%

Prepare reports or presentations summarizing results or conclusions of human factors engineering or ergonomics activities, such as testing, investigation, or validation.

Risk: 86.0%AI: 92EstimatedTime: 5%

Recommend workplace changes to improve health and safety, using knowledge of potentially harmful factors, such as heavy loads or repetitive motions.

Risk: 47.0%AI: 50EstimatedTime: 5%

Assess the user-interface or usability characteristics of products.

Risk: 51.0%AI: 60EstimatedTime: 6%

Review health, safety, accident, or worker compensation records to evaluate safety program effectiveness or to identify jobs with high incidence of injury.

Risk: 85.2%AI: 90EstimatedTime: 4%

Advocate for end users in collaboration with other professionals, including engineers, designers, managers, or customers.

Risk: 21.0%AI: 15EstimatedTime: 4%

Conduct research to evaluate potential solutions related to changes in equipment design, procedures, manpower, personnel, or training.

Risk: 47.0%AI: 50EstimatedTime: 5%

Perform functional, task, or anthropometric analysis, using tools such as checklists, surveys, videotaping or force measurement.

Risk: 49.0%AI: 55EstimatedTime: 5%

Integrate human factors requirements into operational hardware.

Risk: 41.0%AI: 35EstimatedTime: 4%

Train users in task techniques or ergonomic principles.

Risk: 27.0%AI: 30EstimatedTime: 3%

Provide technical support to clients through activities such as rearranging workplace fixtures to reduce physical hazards or discomfort or modifying task sequences to reduce cycle time.

Risk: 11.0%AI: 5EstimatedTime: 3%

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.

Risk: 49.0%AI: 55EstimatedTime: 4%

Inspect work sites to identify physical hazards.

Risk: 43.0%AI: 40EstimatedTime: 4%

Analyze complex systems to determine potential for further development, production, interoperability, compatibility, or usefulness in a particular area, such as aviation.

Risk: 54.1%AI: 67.65ObservedTime: 4%

Develop or implement human performance research, investigation, or analysis protocols.

Risk: 49.0%AI: 55EstimatedTime: 3%

Write, review, or comment on documents, such as proposals, test plans, or procedures.

Risk: 86.0%AI: 92EstimatedTime: 3%

Apply modeling or quantitative analysis to forecast events, such as human decisions or behaviors, the structure or processes of organizations, or the attitudes or actions of human groups.

Risk: 51.0%AI: 60EstimatedTime: 3%

Establish system operating or training requirements to ensure optimized human-machine interfaces.

Risk: 47.0%AI: 50EstimatedTime: 3%

Perform statistical analyses, such as social network pattern analysis, network modeling, discrete event simulation, agent-based modeling, statistical natural language processing, computational sociology, mathematical optimization, or systems dynamics.

Risk: 47.0%AI: 50ObservedTime: 3%

Provide human factors technical expertise on topics such as advanced user-interface technology development or the role of human users in automated or autonomous sub-systems in advanced vehicle systems.

Risk: 47.0%AI: 50EstimatedTime: 3%

Operate testing equipment, such as heat stress meters, octave band analyzers, motion analysis equipment, inclinometers, light meters, thermoanemometers, sling psychrometers, or colorimetric detection tubes.

Risk: 54.0%AI: 52.45ObservedTime: 2%

Investigate theoretical or conceptual issues, such as the human design considerations of lunar landers or habitats.

Risk: 51.5%AI: 61.25ObservedTime: 2%

Estimate time or resource requirements for ergonomic or human factors research or development projects.

Risk: 84.0%AI: 87EstimatedTime: 2%

Design cognitive aids, such as procedural storyboards or decision support systems.

Risk: 51.0%AI: 60EstimatedTime: 2%

Protective Factors

Total protective discount: 31.9%

Essential Soft Skills

Traits that are hard for AI to replicate

Analytical ThinkingAttention to DetailIntegrityInitiativePersistenceDependabilityAdaptability/FlexibilityAchievement/EffortCooperationInnovationSelf ControlIndependence

Wage & Employment (2024)

Median Wage

$101,140

per year

Mean Wage

$107,900

per year

Employment

350K

workers

Wage Range

$70,000 - $157,140

10th - 90th pct

Wage Distribution

$70,000Median: $101,140$157,140
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Human Factors Engineers and Ergonomists professionals should diversify beyond them.

  • Reading Comprehension

    High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Information Ordering

    High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Mathematics

    High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Mathematics

    High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Memorization

    Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Adaptability/Flexibility

    Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

  • Complex Problem Solving

    Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

  • Leadership

    Leadership is AI-resistant — strengthening this skill provides durable career protection.

  • Social Perceptiveness

    Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

  • Instructing

    Instructing is AI-resistant — strengthening this skill provides durable career protection.

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 2 scoring runs

-1.9

overall change

Checking for existing plan...