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Automation Risk Analysis

Will “Injury Prevention Specialist” be Automated?

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AI Exposure Risk

56%

“Injury Prevention Specialist” 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%

“Injury Prevention Specialist” 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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

  • Inspect work sites to identify physical hazards.

  • 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.

  • Integrate human factors requirements into operational hardware.

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

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

  • 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.

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

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

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

  • 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.

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

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

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

Technologies & Software

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