AI Workforce Transformation Wiki

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    • ‘Let Me Explain’: A Comparative Field Study on How Experts Enact Authority Over Clients When Facing AI Decisions

      • A Framework of User Experience Principles for Human-AI Agent Interaction in the Workplace

        • A Quantitative Analysis of 21st Century Skills: A Case of Semantic and Psychometric Overlap

          • A simple threshold captures the social learning of conventions

            • A simulation of the impacts of machine learning to combine psychometric employee selection system predictors on performance prediction, adverse impact, and number of dropped predictors

              • Agentic coding and persistent returns to expertise

                • Agents That Teach: Towards Designing Incidental Learning Back into AI-Assisted Software Development

                  • AI Adoption Across a Multinational Workforce: Sociotechnical Conditions for GenAI Acceptance in Human Resources

                    • AI and Bias in Recruitment: Ensuring Fairness in Algorithmic Hiring

                      • AI-accelerated End-to-End Framework for Rapid Professional Upskilling

                        • Algorithmic Fairness in Recruitment: Designing AI-Powered Hiring Tools to Identify and Reduce Biases in Candidate Selection

                          • Are there cracks in our foundation? An integrative review of diversity issues in job analysis

                            • Artificial Hivemind: The Open-Ended Homogeneity of Language Models (and Beyond)

                              • Artificial Intelligence and Job Design: Insights from Job Demands–Resources Theory

                                • Augmenting or Automating Labor? The Effect of AI Development on New Work, Employment, and Wages

                                  • Automated Employment Decision Tools: Frequently Asked Questions

                                    • Automation Won't Save You—Workflow Redesign Will: The Strategic Imperative for Value Capture in the Age of Agentic AI

                                      • Balancing Accuracy and Acceptance of Algorithmic Hiring Decisions: Put the Human Touch into the Equation

                                        • Barriers to AI Adoption: Image Concerns at Work

                                          • Benchmarking the learning capability of organizations

                                            • Beyond headcount and human capital: The Effective Cognitive Population as a decomposable capacity unit for AI-era planning

                                              • Choose Your Agent: Tradeoffs in Adopting AI Advisors, Coaches, and Delegates in Multi-Party Negotiation

                                                • Cognitive Atrophy Paradox of AI–Human Interaction: From Cognitive Growth and Atrophy to Balance

                                                  • Cognitive Debt in AI-Augmented Research: Evidence from Neuroscience and Implications for Knowledge Production

                                                    • Cognitive Debt: The Cumulative Cognitive Cost of AI-Augmented Knowledge Work

                                                      • Cognitive Load Optimization for Contact Center Agents Using Real-Time Monitoring and AI-Driven Workload Balancing

                                                        • Cognitive-Aware Shift Scheduling in Smart Manufacturing: An AI Framework for Reducing Burnout and Fatigue and Investigating the Impact of AI-Optimized Work Scheduling and Task Allocation on the Cognitive Load and Emotional Well-Being of Manufacturing Employees

                                                          • Competency Modeling & Job Analysis: Current trends and debates in the academic literature

                                                            • Cyborgs, Centaurs and Self-Automators: The Three Modes of Human-GenAI Knowledge Work and Their Implications for Skilling and the Future of Expertise

                                                              • De-skilling, Cognitive Offloading, and Misplaced Responsibilities: Potential Ironies of AI-Assisted Design

                                                                • Designing the Post-Role Enterprise: Human-AI Orchestration, Fluid Skill Clusters and the end of the Job Description

                                                                  • Developer Productivity in the Age of Generative AI: A Psychological Perspective

                                                                    • Does AI at Work Increase Stress? Text Mining Social Media About Human–AI Team Processes and AI Control

                                                                      • Educating the Agentic Engineer: Curricula, Collaboration, and Continuous Learning in the AI Era

                                                                        • Ethical use of artificial intelligence in industrial-organizational psychology research and practice

                                                                          • Examining the Barriers and Enablers of AI Adoption in a Multimedia Organization

                                                                            • Exploring Underrepresented Employee Perceptions of AI Receptivity Through Leaders’ Stakeholder Engagement

                                                                              • Falling Asleep at the Wheel: Human/AI Collaboration in a Field Experiment on HR Recruiters

                                                                                • Fatigue-Aware Learning to Defer via Constrained Optimisation

                                                                                  • From AI Hype to Workflow Reality: A Strategic Framework for Integrating Generative AI Across Organizational Functions

                                                                                    • From Future of Work to Future of Workers: Addressing Asymptomatic AI Harms for Dignified Human-AI Interaction

                                                                                      • From Model Design to Organizational Design: Complexity Redistribution and Trade-Offs in Generative AI

                                                                                        • Fully leveraging AI in B2B sales: Exploring sales managers’ capabilities and organizational knowledge processes

                                                                                          • Future of Work with AI Agents: Auditing Automation and Augmentation Potential across the U.S. Workforce

                                                                                            • GenAI as a Power Persuader: How Professionals Get Persuasion Bombed When They Attempt to Validate LLMs

                                                                                              • Generation AI: Job Crafting by Entry-Level Professionals in the Age of Generative AI

                                                                                                • Generative AI and the Productivity Divide: Human-AI Complementarities in Education and Knowledge Work

                                                                                                  • Generative AI as a conditional job resource under job demands in academic knowledge work: directed content analysis using the job demands–resources framework

                                                                                                    • Generative AI at Work

                                                                                                      • Generative AI in Knowledge Work: Design Implications for Data Navigation and Decision-Making

                                                                                                        • Google's AI & Economy ATLAS v1.0: Mapping Gemini Usage in the Economy

                                                                                                          • Guidelines for Human-AI Interaction

                                                                                                            • How AI Agents and Humans Approach Professional Work Differently—Evidence and Strategies for Designing Effective Human-Agent Systems

                                                                                                              • How AI Impacts Skill Formation

                                                                                                                • How Do AI Agents Do Human Work? Comparing AI and Human Workflows Across Diverse Occupations

                                                                                                                  • How does organizational AI adoption affect employees’ job crafting behaviors? An approach-avoidance perspective

                                                                                                                    • How Well Does Agent Development Reflect Real-World Work?

                                                                                                                      • Indexing the Impact of AI within the O*NET System: A Review of Methods and Development of Recommendations

                                                                                                                        • Is the Most Accurate AI the Best Teammate? Optimizing AI for Teamwork

                                                                                                                          • Labor market impacts of AI: A new measure and early evidence

                                                                                                                            • Large Language Models Develop Novel Social Biases Through Adaptive Exploration

                                                                                                                              • Leading AI Adoption in Organizations: Introducing a Behavioral Human-Centered Approach

                                                                                                                                • Lower Artificial Intelligence Literacy Predicts Greater AI Receptivity

                                                                                                                                  • Making the Invisible Visible: Understanding the Mismatch Between Organizational Goals and Worker Experiences in AI Adoption

                                                                                                                                    • Mapping AI into Production: A Field Experiment on Firm Performance

                                                                                                                                      • Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of Artificial Intelligence on Knowledge Worker Productivity and Quality

                                                                                                                                        • Neurodivergent Expertise in AI-Augmented Knowledge Work: Cognitive Debt, Reflective Scaffolding, and the Redesign Imperative

                                                                                                                                          • New Talent Signals: Shiny New Objects or a Brave New World?

                                                                                                                                            • Not All Cognitive Offloading Is Equal: Distinguishing Dependent and Autonomous Offloading to Generative AI

                                                                                                                                              • Novice risk work: How juniors coaching seniors on emerging technologies such as generative AI can lead to learning failures

                                                                                                                                                • Organizational size and knowledge flow: a proposed theoretical link

                                                                                                                                                  • Performance or Principle: Resistance to Artificial Intelligence in the U.S. Labor Market

                                                                                                                                                    • Persona Migration and Expectation Recalibration in Generative AI Adoption: A Longitudinal Study at a State Department of Transportation

                                                                                                                                                      • Philosophy as Cognitive Assay: Measuring the Delegation Legitimacy Boundary in AI-Assisted Knowledge Work

                                                                                                                                                        • Precision Proactivity: Measuring Cognitive Load in Real-World AI-Assisted Work

                                                                                                                                                          • Predictors and processes related to employees’ change-related compliance and championing

                                                                                                                                                            • Psychological Coupling: The Necessary Science of Human-AI Interaction

                                                                                                                                                              • Ready or Not, AI Comes—An Interview Study of Organizational AI Readiness Factors

                                                                                                                                                                • Remote Labor Index: Measuring AI Automation of Remote Work

                                                                                                                                                                  • Scaffolding Human–AI Collaboration: A Field Experiment on Behavioral Protocols and Cognitive Reframing

                                                                                                                                                                    • Super Mario Meets AI: Experimental Effects of Automation and Skills on Team Performance and Coordination

                                                                                                                                                                      • Technostress and employee well-being: A systematic review of empirical evidence

                                                                                                                                                                        • The AI Jobs Transition Framework: Mapping AI's Near-Term Impact on Jobs

                                                                                                                                                                          • The Assessment of 21st Century Skills in Industrial and Organizational Psychology: Complex and Collaborative Problem Solving

                                                                                                                                                                            • The Basic B*** Effect: The Use of LLM-based Agents Reduces the Distinctiveness and Diversity of People's Choices

                                                                                                                                                                              • The Cybernetic Teammate: A Field Experiment on Generative AI and Teamwork

                                                                                                                                                                                • The definition and measurement of human capital resources: A content and meta-analytic review

                                                                                                                                                                                  • The Deployment of AI to Infer Employee Skills: Insights From Johnson & Johnson's Digital-First Workforce Initiative

                                                                                                                                                                                    • The effects of generative AI usage on employee knowledge behavior: a perspective based on the Automation–Augmentation Paradox

                                                                                                                                                                                      • The GDP Benchmark: A New Frontier for Measuring AI Capabilities in Professional Knowledge Work

                                                                                                                                                                                        • The Human-AI Contracting Paradox

                                                                                                                                                                                          • The Hybrid Intelligence Manifesto: A Multi-Level Socio-Technical Framework for Keeping Human Judgment Economically Indispensable

                                                                                                                                                                                            • The Impact of Generative AI Adoption on Organizational Networks: Evidence From A Field Experiment

                                                                                                                                                                                              • The Impact of Generative AI on Critical Thinking: Self-Reported Reductions in Cognitive Effort and Confidence Effects From a Survey of Knowledge Workers

                                                                                                                                                                                                • The impact of generative artificial intelligence usage on job performance through job crafting and work engagement: Does digital competence matter?

                                                                                                                                                                                                  • The new social image: how AI competency and AI proactivity influence self- and peer-perceptions in the workplace

                                                                                                                                                                                                    • The Organizational Behavior of Agentic AI: Context, Boundaries, and Collective Intelligence in Human-Agent Workflows

                                                                                                                                                                                                      • The Shift to Agentic AI: Evidence from Codex

                                                                                                                                                                                                        • The Tragedy of the Cognitive Commons: How AI Could Disrupt the Regeneration of Professional Expertise

                                                                                                                                                                                                          • Thinking—Fast, Slow, and Artificial: How AI is Reshaping Human Reasoning and the Rise of Cognitive Surrender

                                                                                                                                                                                                            • Toward a Human-AI Task Tensor: A Taxonomy for Organizing Work in the Age of Generative AI

                                                                                                                                                                                                              • Towards a methodologically congruent framework for GenAI use in nonpositivist qualitative research

                                                                                                                                                                                                                • Trust and AI weight: human-AI collaboration in organizational management decision-making

                                                                                                                                                                                                                  • What is (or should be) the difference between competency modeling and traditional job analysis?

                                                                                                                                                                                                                    • What is employee engagement and does it matter?: An evidence-based approach

                                                                                                                                                                                                                      • What Jobs Can AI Learn? Measuring Exposure by Reinforcement Learning

                                                                                                                                                                                                                        • What Work is AI Actually Doing? Uncovering the Drivers of Generative AI Adoption

                                                                                                                                                                                                                          • When Bots Join the Team: Bot Adoption and the Institutional Fabric of Open-Source Software Projects

                                                                                                                                                                                                                            • When Not to Automate: A Formal Protocol for Human Preservation in AI-Optimized Organizations

                                                                                                                                                                                                                              • Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations

                                                                                                                                                                                                                                • Whose readiness counts? Disagreement within and between sectors in perceived AI and robotics preparedness

                                                                                                                                                                                                                                  • Why Workers Use AI Less Often: Reasons for Declining Workplace AI Use in Germany

                                                                                                                                                                                                                                    • Will Employee–AI Collaboration Enhance Employees’ Proactive Behavior? A Study Based on the Conservation of Resources Theory

                                                                                                                                                                                                                                      • With Great Power Comes Great Responsibility: What Shapes AI Literacy for Responsible Interactions of Knowledge Workers With AI?

                                                                                                                                                                                                                                        • Work at the Frontier: How AI Is Expanding What People Do at Work

                                                                                                                                                                                                                                          • Work Design and Multidimensional AI Threat as Predictors of Workplace AI Adoption and Depth of Use

                                                                                                                                                                                                                                            • Working with AI: Measuring the Applicability of Generative AI to Occupations

                                                                                                                                                                                                                                              • Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task


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