The Macro and Micro of Helping Humans Through Rapid AI Advancement

AI transformation is as much a human challenge as a technological one—and enterprise technology leaders are charged with navigating both simultaneously. In this paper, Christine Hudson, Melissa Reeve, and Brian Scott examine the forces reshaping work at two levels: the macro dynamics of labor markets and business models being restructured by AI, and the micro realities of individual employees whose roles, skills, and professional identities are being renegotiated in real time. Holding both levels of view at once, they argue, is one of the defining demands of enterprise leadership in this moment.

At the macro level, the authors explore how AI complements and substitutes human labor, what Jevons Paradox means for organizational workloads, and how leaders can prepare their organizations for jobs that don't yet exist. At the micro level, they offer practical guidance for supporting employees through the anxiety and disruption that rapid AI advancement can produce—without losing sight of the strategic imperatives driving the transformation.

This paper is part of the Spring 2026 Enterprise Technology Leadership Journal, a collection of guidance papers from IT Revolution authors and past presenters at the Enterprise Technology Leadership Summit.

Pages
37
Publication Date
May 18, 2026
Topics
AI · Leadership
Formats
epub · pdf
License
Creative Commons BY-NC-SA

About the authors

3 authors
Melissa M. ReeveHyperadaptive Solutions (at publication)

Now: Founder, HyperadaptiveSolutions

Melissa Reeve brings a unique interdisciplinary perspective shaped by over three decades at the intersection of executive leadership, organizational transformation, and process excellence. Her foundation in the Lean mindset began at Waseda University in Tokyo, where she studied the Toyota Production System and witnessed Hino Motor Company’s Andon cords in action. This early exposure to process excellence informed her pioneering work with Agile marketing from 2011. As the first VP of Marketing at Scaled Agile and thought leader in the SAFe in Marketing space, Melissa immersed herself in systems thinking, Total Quality Management, DevOps, and Lean principles. She went on to co-found the Agile Marketing Alliance, where she built a community of Agile marketing practitioners and gained firsthand insight into the challenges of organizational change. Recognizing the enormous impact of AI with ChatGPT's introduction in November 2022, Melissa dedicated herself to researching AI's organizational impacts. Hyperadaptive represents the culmination of this work, offering a synthesis of process excellence, organizational evolution, and the human side of AI integration that provides leaders with a practical pathway to becoming AI-native enterprises.

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Christine HudsonMnfst AI (at publication)

Now: Co-founder and Principal, The Welcome Elephant

Christine Hudson is a coach and facilitator of modern value flow and facilitative leadership. She is on a mission to help create a world full of happier humans in high-performing teams and organizations. Christine has a background in enterprise technology and tech entrepreneurship, in product development and management, and in leading change. She loves working with extended leadership teams, helping tens to hundreds of people practice together to achieve the results and culture change they want to see and feel. Her current favorite is working 1:1 with individual leaders who are striving to up their game–to improve the value flow and culture of their organizations. Christine volunteers as a facilitator for board and leadership meetings of nonprofit organizations she cares deeply about. In the past, she has helped organize and run New Tech meetups and Fort Collins Startup Week. Christine has a BS in Computer Science and Mathematics from Colorado State University and a smattering of graduate courses on subjects from machine learning to organizational behavior. She speaks several languages (including some French, Spanish, and Dutch and others like Perl, Java, and C++) and loves adventuring–sailing, hiking, skiing, cycling, and climbing–with her partner, friends, and dog.

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Brian ScottAdobe (at publication)

Brian Scott is a seasoned technologist with over 25 years of experience in DevOps, SRE, and managing technical operations at scale in Cloud & Infrastructure. His career includes impactful roles at MySpace, OpenTable, and The Walt Disney Company. Currently, as a Principal Architect at Adobe, Brian supports engineering teams with technology, cloud, and AI governance and adoption while assisting senior leadership in solving enterprise-wide challenges and breaking down technical barriers.

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