A piece of information starts at the edge of an organization. A salesperson hears a customer hesitate. An analyst notices a number that does not fit. As it moves toward the person who decides, every hand it passes through tidies it up, drops a caveat, and replaces the evidence with a conclusion. By the time it reaches the top, the answer is clear and nobody knows how much doubt was stripped out on the way. March and Simon named that in 1958. Now put a machine in the chain that produces confident, well-written conclusions at any hour and never gets tired.

Adrian Wolfberg spent nearly forty years as an intelligence officer, starting as a naval flight officer flying carrier-based reconnaissance and going on to brief senior leaders in the Pentagon, up through the Chairman of the Joint Chiefs of Staff. He created and led the Knowledge Lab at the Defense Intelligence Agency, earned his doctorate at Case Western Reserve, and is the author of Who Leads When AI Thinks? How Leaders Frame Decisions and Exercise Judgment. In Part 1, he tells the story of a briefing that got laughed out of one room and reached the most senior officer in the United States military a minute later, and what it taught him about knowledge that cannot travel.

From there, Kevin and Adrian work through the auditorium where a leader told employees, you own this problem and I authorize you to solve it, and what happened when the managers in between found out. The line between uncertainty, which more information can fix, and ambiguity, which only time and more perspectives can. Why treating time as a value on the front end of a decision is a competitive advantage rather than a cost. What happens downstream when the framing of a problem does not travel with the resources assigned to it. And whether the telephone game gets better or worse when a growing share of what reaches a leader was generated by AI.

The part closes on confidence: why people need to feel it in whoever is pulling the levers, the difference between apparent confidence and earned confidence, and the mission commander who was in charge of the pilot who could kill them all. Part 2, releasing November 5, goes to the heart of the book: characterizing problems, judgment as a practice, the leader as shepherd of critical and creative thinking, and drift.

Host: Kevin Novak, CEO of 2040 Digital, Professor at the University of Maryland, and author of The Truth About Transformation: Leading in the Age of AI, Uncertainty and Human Complexity.

Episode page and transcript: https://www.2040digital.com/human-factor-podcast/human-factor-podcast-season-3-episode-039-who-leads-when-ai-thinks-judgment-ambiguity-and-the-information-that-never-reaches-the-decision-part-1/
Who Leads When AI Thinks? by Adrian Wolfberg: https://www.amazon.com/Who-Leads-When-Thinks-Decisions/dp/3032197163
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Picture a transformation dashboard that is all green. Milestones on track, budget holding, adoption counted by logins. Now picture the people underneath it. They are tired, unsure what the change means for their jobs, and quiet, because speaking up stopped changing anything. In Part 1, Dr. Michelle Pipes made the case that what change feels like can be measured, through six signals: Meaning, Safety, Belonging, Progress, Recognition, and Play. In Part 2, that instrument goes under real pressure.

The pressure comes from three directions. First, what happens to the six signals when the new colleague is not a person, and work that used to define people starts being done by software. Kevin frames it with Robert Karasek's demand-control model: strain comes from high demands combined with low control, and an AI transformation sets the pace from outside the room. Michelle answers with how she actually works with AI every day, why there is no play when a tool lands in your lap, and why the resistance leaders are seeing may simply be fear of something people cannot yet name.

Second, change accumulation and the personal discipline everyone now needs. Michelle talks about reinventing herself more than once, the lifelong-learning mindset that turns AI into just another tool, and the choice she says every person makes every day: coming out of a change better, or bitter. She tells the story behind that conviction plainly, and then widens it to leadership: organizations that announce an AI initiative one day and layoffs the next are telling their best people exactly where they stand, and those people have choices.

Third, the reflection question this season asks every guest, framed around the nine-year-olds Michelle is teaching to navigate change before most executives learn how. The conversation closes with where to find her books and a line worth sitting with: you do not have to wait. You can start being a different person today.

Host: Kevin Novak, CEO of 2040 Digital, Professor at the University of Maryland, and author of The Truth About Transformation: Leading in the Age of AI, Uncertainty and Human Complexity.

Part 1: https://www.2040digital.com/human-factor-podcast/human-factor-podcast-season-3-episode-037-measuring-what-change-feels-like-the-joyful-change-quotient-and-the-signals-leaders-miss-part-1/
Episode page and transcript: https://www.2040digital.com/human-factor-podcast/human-factor-podcast-season-3-episode-038-measuring-what-change-feels-like-the-joyful-change-quotient-and-the-signals-leaders-miss-part-2/
Subscribe to the Ideas and Innovations newsletter: https://www.2040digital.com/home-2/ideas-and-innovations-newsletter-home-page-explore-all-issues/

Guest: Dr. Michelle Pipes, Creator of Joyful Change and Author of Stewarding Joyful Change.

Picture the dashboard for a change initiative that is about halfway through. Milestones green. Budget tracking. Adoption counted by logins. Now picture the floor where the change is actually landing. People are tired. Nobody is sure what it means for their job. The managers have stopped asking questions because the answers never change anything. The dashboard measures the mechanics. The human signal went dark, and no one built a gauge for that.

Dr. Michelle Pipes built one. She has spent more than two decades in organizational development, change management, and strategic communications, much of it inside STEM, higher education, and corporate environments. She has been Prosci certified since 2002 and consulted on the original foundational Prosci text, which is what makes her view of where the established models stop short so credible. What she built in response is Joyful Change, and at its center the Joyful Change Quotient, which tracks six human signals that decide how a change lands: Meaning, Safety, Belonging, Progress, Recognition, and Play.

This conversation ran long and earned every minute, so it arrives in two parts. Part 1 covers where the established models stop short and why Michelle argues that change itself has changed; why resistance is a readout rather than an obstacle, and what a leader does differently on Monday morning once they start reading signals; the six signals and the research underneath them, from Edmondson on psychological safety to Amabile and Kramer on progress, Baumeister and Leary on belonging, and Deci and Ryan on motivation; and what a leader owes people the moment they start measuring how change feels.

Along the way: polished reporting and why decisions made far from the impact are not made on reality; the invisible backpack of personal change every employee carries into work; the shared carry architecture of executive stewards, designers of fit, and navigators; why "great work, team" is the laziest thing a leader can say; and why launch is the beginning, not the end.

Part 2 arrives October 22: what happens to the six signals when the new colleague is not a person, change accumulation, Personal Change Management, and the reflection question this season asks every guest.

Host: Kevin Novak, CEO of 2040 Digital, Professor at the University of Maryland, and author of The Truth About Transformation: Leading in the Age of AI, Uncertainty and Human Complexity.

Episode page and transcript: https://www.2040digital.com/human-factor-podcast/human-factor-podcast-season-3-episode-037-measuring-what-change-feels-like-the-joyful-change-quotient-and-the-signals-leaders-miss-part-1/
Subscribe to the Ideas and Innovations newsletter: https://www.2040digital.com/home-2/ideas-and-innovations-newsletter-home-page-explore-all-issues/