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Automation Risk Analysis

Will “Engineer” be Automated?

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AI Exposure Risk

56%

“Engineer” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

33%

“Engineer” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 33% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Human Factors Engineers and Ergonomists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: 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.

Job Title & Hierarchy Code (SOC) Human Factors Engineers and Ergonomists #17-2112.01
ℹ️

Data is based on the reference occupation: “Human Factors Engineers and Ergonomists”

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Core Skills & Abilities

  • 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.

  • Inspect work sites to identify physical hazards.

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

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

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

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

  • Assess the user-interface or usability characteristics of products.

  • 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.

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

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

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

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

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

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

  • 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.

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

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

  • 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.

  • 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.

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

  • Integrate human factors requirements into operational hardware.

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

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

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

  • Train users in task techniques or ergonomic principles.

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

Technologies & Software

  • Adobe Acrobat
  • Hypertext markup language HTML
  • National Instruments LabVIEW
  • Graphical user interface GUI design software
  • Mangold Soundalyzer
  • Grok (xAI)
  • Adobe Illustrator
  • Autodesk AI
  • Dassault Systemes CATIA
  • Microsoft Visual Basic
  • Linux
  • DeepSeek
  • Adobe InDesign
  • Dartfish ProSuite
  • Autodesk AutoCAD
  • Gemini (Google)
  • TechSmith Camtasia
  • Debugging software
  • Atlassian JIRA
  • Statistical software
  • Computer aided design CAD software
  • Oracle Java
  • Perplexity AI
  • Microsoft Outlook
  • Noldus Information Technology FaceReader
  • Microsoft PowerPoint
  • Data Translation quickDAQ
  • AutoCAD AI
  • Mangold INTERACT
  • Microsoft Office software
  • ANSYS AI Simulation
  • Kimi (Moonshot AI)
  • JavaScript
  • Dynamic hypertext markup language DHTML
  • Python
  • Microsoft Excel
  • User interface design software
  • Simulation software
  • Noldus Information Technology uLog Pro
  • Mozilla Firefox
  • Seeing Machines faceLAB
  • Qwen (Alibaba)
  • JavaScript Object Notation JSON
  • AJAX
  • Dassault Systemes SolidWorks
  • GitHub Copilot
  • Triangle Research Collaborative Observational Coding System OCS Tools
  • Extensible markup language XML
  • AEMC DataView
  • MathWorks Simulink
  • jQuery
  • TechSmith Morae
  • Regression testing software
  • The MathWorks MATLAB
  • Usability testing software
  • Bit Debris Solutions Usability Activity Log
  • Adobe Photoshop
  • Cascading style sheets CSS
  • Word processing software
  • R
  • Llama (Meta)
  • Apple Safari
  • Microsoft Internet Explorer
  • Microsoft Visio
  • Mangold LogSquare
  • Ovo Studios Ovo Logger
  • Nova (Amazon)
  • C++
  • Microsoft Word
  • Adobe Creative Cloud software
  • IBM SPSS Statistics
  • Claude (Anthropic)
  • Adobe Dreamweaver
  • ChatGPT (OpenAI)
  • Noldus Information Technology The Observer XT
  • Mistral (Mistral AI)
  • Altia Design
  • Gemini Code Assist
  • SAS
  • Thought Technology BioGraph Infiniti
  • Exercise treadmills
  • Digital force gauges
  • Lumbar motion monitors
  • Automated blood pressure measurement equipment
  • Sling psychrometers
  • Push/pull dynamometers
  • Interactive whiteboards
  • Electrocardiography EKG monitors
  • Microphones
  • Hand dynamometers
  • Touch screen monitors
  • Electromyograph processing systems
  • Algometers
  • Computer laser printers
  • Body fat measurement calipers
  • Desktop computers
  • Electroencephalography EEG equipment
  • Anthropometers
  • Goniometers or arthrometers
  • Motion capture systems
  • Laptop computers
  • Laser Doppler flowmeters
  • Haptic devices
  • Tablet computers
  • Colorimeters
  • Flight simulation equipment
  • Video goggles
  • Oxygen analyzers
  • Noise meters
  • Video projectors
  • Inclinometers
  • Electronic distance measuring devices
  • Velometers
  • Octave band analyzers
  • Isokinetic dynamometers
  • Hand sensor gloves
  • Light meters
  • Digital video cameras
  • Heart rate monitors
  • Digital audio recorders
  • Heat stress meters
  • Manual blood pressure measurement equipment
  • Torsiometers
  • Personal computers
  • Electromagnetic motion analysis systems