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Automation Risk Analysis

Will “Learning and Organizational Development Specialist (Learning and OD Specialist)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #57 of 702. Estimated risk: 1.2%

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AI Exposure Risk

57%

“Learning and Organizational Development Specialist (Learning and OD 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 57% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

19%

“Learning and Organizational Development Specialist (Learning and OD Specialist)” will almost certainly not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 19% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Industrial-Organizational Psychologists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Apply principles of psychology to human resources, administration, management, sales, and marketing problems. Activities may include policy planning; employee testing and selection, training, and development; and organizational development and analysis. May work with management to organize the work setting to improve worker productivity.

Avg. Annual Salary $134,400
Avg. Hourly Wage $64.62
Available Jobs (US) 1,050
Job Title & Hierarchy Code (SOC) Industrial-Organizational Psychologists #19-3032
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Industrial-Organizational Psychologists”

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Core Skills & Abilities

  • Review research literature to remain current on psychological science issues.

  • Analyze job requirements and content to establish criteria for classification, selection, training, and other related personnel functions.

  • Conduct individual assessments, including interpreting measures and providing feedback for selection, placement, or promotion.

  • Develop and implement employee selection or placement programs.

  • Provide expert testimony in employment lawsuits.

  • Counsel workers about job and career-related issues.

  • Conduct presentations on research findings for clients or at research meetings.

  • Study consumers' reactions to new products and package designs, and to advertising efforts, using surveys and tests.

  • Coach senior executives and managers on leadership and performance.

  • Study organizational effectiveness, productivity, and efficiency, including the nature of workplace supervision and leadership.

  • Train clients to administer human resources functions, including testing, selection, and performance management.

  • Facilitate organizational development and change.

  • Conduct research studies of physical work environments, organizational structures, communication systems, group interactions, morale, or motivation to assess organizational functioning.

  • Identify training and development needs.

  • Analyze data, using statistical methods and applications, to evaluate the outcomes and effectiveness of workplace programs.

  • Observe and interview workers to obtain information about the physical, mental, and educational requirements of jobs, as well as information about aspects such as job satisfaction.

  • Participate in mediation and dispute resolution.

  • Write articles, white papers, or reports to share research findings and educate others.

  • Develop interview techniques, rating scales, and psychological tests used to assess skills, abilities, and interests for the purpose of employee selection, placement, or promotion.

  • Provide advice on best practices and implementation for selection.

  • Write reports on research findings and implications to contribute to general knowledge or to suggest potential changes in organizational functioning.

  • Develop new business by contacting potential clients, making sales presentations, and writing proposals.

  • Formulate and implement training programs, applying principles of learning and individual differences.

  • Assess employee performance.

  • Advise management concerning personnel, managerial, and marketing policies and practices and their potential effects on organizational effectiveness and efficiency.

Technologies & Software

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  • Hypertext markup language HTML
  • Gemini (Google)
  • ChatGPT (OpenAI)
  • Scientific Software International BILOG-MG
  • Microsoft Project
  • NotebookLM (Google)
  • Grok (xAI)
  • Assessment Systems Corporation XCALIBRE
  • Scientific Software International HLM
  • Elicit
  • Microsoft Word
  • Llama (Meta)
  • Web browser software
  • Microsoft Visio
  • IBM SPSS Statistics
  • Psychometric testing software
  • Scientific Software International PARSCALE
  • Gemini for Workspace
  • Nova (Amazon)
  • Qwen (Alibaba)
  • Perplexity AI
  • Scientific Software International MULTILOG
  • Adobe Acrobat
  • Semantic Scholar AI
  • Oracle PeopleSoft
  • Padlet
  • Microsoft Excel
  • Microsoft Outlook
  • Muthen & Muthen Mplus
  • Mistral AI (chat/models)
  • Mistral (Mistral AI)
  • Winsteps
  • Learning management system LMS
  • Mentimeter
  • DeepSeek
  • Scite AI
  • Scientific Software International TESTFACT
  • Consensus
  • Human resource information system (HRIS)
  • Microsoft PowerPoint
  • Microsoft Access
  • Microsoft Office software
  • SAS
  • Scientific Software International LISREL
  • Google Sheets
  • Liquid crystal display LCD video projectors
  • Personal computers
  • Data input scanners
  • Desktop computers
  • Laptop computers
  • Universal serial bus USB flash drives