The Myth of 'Human-in-the-Loop'

THE WORKFORCE SHIFT NO ONE IS DESIGNING FOR

Everyone is talking about the future of work. Executives.  Boards.  Governments.  Consultants.  HR leaders. The conversation is everywhere. But here’s the problem: Most organizations are discussing workforce disruption…  without actually designing for it. The World Economic Forum projects:  → 170 million new jobs created globally  → 92 million jobs displaced And many leaders hear that and think: “Well… net positive.” But that is not how workforce transitions work. Because the people losing jobs are not automatically qualified for the new ones being created. That gap?  That transition?  That redesign challenge? That is where leadership either succeeds…  or fails. Today we’re talking about the difference between workforce awareness…  and workforce strategy. Because awareness is not strategy.  Discussion is not design.  And awareness without design becomes deferred management. Leaders know the workforce is changing. They talk about it constantly. AI transformation.  Reskilling.  Workforce disruption.  Jobs of the future. The language is everywhere. But most organizations are still operating with workforce models built for stability. Not acceleration. And that gap? Is becoming one of the biggest leadership failures of the AI era. Because awareness… is not strategy. Stay connected with 2 Doctors & A Twist – Just What the Doctor Ordered! * Subscribe on Apple Podcasts, Spotify, or wherever you listen. * Follow us on LinkedIn for clips, insights, and upcoming episodes.

Valuable Visibility: Why the Future of Work Will Reward Who You Are, Not Just What You Do

This conversation with Charity McDonald reminded me why the future of work cannot be reduced to AI tools, job titles, or credentials alone. The real shift is deeper. It is about valuable visibility. It is about demonstrating what you know. It is about becoming the solution. It is about building a life and career where contribution, identity, creativity, community, and compensation can finally meet. Charity brought such a powerful perspective to Two Doctors and a Twist — especially for graduates, professionals in transition, and leaders trying to understand what comes next. The future of work will not only ask, “What can you do?” It will also ask, “Who are you becoming — and how are you contributing?” Stay connected with 2 Doctors & A Twist – Just What the Doctor Ordered! * Subscribe on Apple Podcasts, Spotify, or wherever you listen. * Follow us on LinkedIn for clips, insights, and upcoming episodes.

THE LMS IS NOT ENOUGH

The Learning Management System tracks completion. It does not build capability. And in the AI era… That gap is becoming impossible to ignore. Organizations are asking: “Did they complete the training?” The real question is: “What can they actually do?” According to World Economic Forum: → 77% of employers are investing in AI-driven learning  → Yet 63% still cite skill gaps as their biggest barrier That’s not a technology issue. That’s a design issue. We need to move from: Learning Management → Learning Intelligence Completion is not a capability. Stay connected with 2 Doctors & A Twist – Just What the Doctor Ordered! * Subscribe on Apple Podcasts, Spotify, or wherever you listen. * Follow us on LinkedIn for clips, insights, and upcoming episodes.

WHAT AI CAN'T REPLACE -LEADERSHIP

Welcome back to 2 DOCTORS and a Twist - Operating at the Edge — the show where we stop managing AI and start leading through it. I'm Dr. Marilyn Carroll, and today we're doing something I've been building toward since Episode One. We're not going to talk about which skills leaders should develop for the AI era. That's the wrong question. Every conference is asking it. Every LinkedIn post is answering it. The right question is this: What does leadership do that no AI system — however capable, however advanced — can do in its place? Not because of current limitations. Not because the models aren't smart enough yet. But because of what leadership fundamentally is. That's where we're starting today. A few years ago, I worked with a leader — let's call her Dana. Dana had spent nearly a decade being exceptional at what she did. She was sharp, she was dependable, and everyone around her knew it. When the opportunity came for a senior leadership role — a real step up — she went after it. And she got it. And the day she got it, she was on top of the world. But something began to happen in the weeks that followed. Her team was navigating a significant organizational shift — the kind that creates real uncertainty. People had questions. Not just operational questions — existential ones. What does this mean for us? Where are we going? Does leadership even see us right now? And Dana… went quiet. Not because she didn't care. She cared deeply. But she was doing what she had always done: putting her head down, working the problem, trying to figure it all out before she communicated anything. That's what had made her great at the role she used to have. But this wasn't that role. Her team needed something she didn't know how to give yet — not information, not a polished plan, not a memo with bullet points. They needed orientation. They needed someone to stand with them in the uncertainty and say: I see you. I know this is hard. Here's what I believe about where we're going — and here's why your work still matters. They needed meaning. And meaning requires a narrator. A person who is in it, not just managing it. By the time Dana and I started working together, her team had already started to drift. Not dramatically. Not in ways that showed up in a dashboard. But the trust had quietly cracked. And she couldn't figure out why, because by every metric she could measure, she was doing her job. She was. She just wasn't doing the new job. That's the thing about leadership transitions that no one tells you clearly enough: the role you earned is not the same as the role you're now required to inhabit. And the gap between those two things? That's where leaders get lost. That's what today's episode is about. Stay connected with 2 Doctors & A Twist – Just What the Doctor Ordered! * Subscribe on Apple Podcasts, Spotify, or wherever you listen. * Follow us on LinkedIn for clips, insights, and upcoming episodes.

The Myth of 'Human-in-the-Loop'

"Don't worry — there's a human in the loop." It's become the reassurance phrase of AI governance. But what if the human in the loop isn't actually doing anything? A 2025 EU Joint Research Centre study of 1,400 professionals found that human reviewers showed no tendency to choose fair AI recommendations over biased ones — and consistently deferred to what they perceived as organizational interests. In this episode, Dr. Marilyn Carroll dismantles the myth of human oversight and replaces it with something more honest: the four conditions required for meaningful oversight, the documented reality of automation bias, and a new standard — not "human-in-the-loop" but "human accountable for the loop." The difference is everything. [ Hashtags ] #HumanintheLoop #AIOversight #AutomationBias #AIGovernance #ResponsibleAI #TwoDoctorsAndATwist #AIAccountability #ExecutiveLeadership #EthicalAI #FutureOfWork #AILeadership #DrMarilynCarroll #AIPolicy   Stay connected with 2 Doctors & A Twist – Just What the Doctor Ordered! * Subscribe on Apple Podcasts, Spotify, or wherever you listen. * Follow us on LinkedIn for clips, insights, and upcoming episodes.