#22 John Brandon Elam: Building a Decision Factory in Large Organizations

Make better business decisions with data and AI—subscribe to The Decision Intelligence Lab Newsletter at ⁠https://decisionintelligencelab.substack.com/⁠.In this episode of the Decision Intelligence Lab Podcast, hosts Michael Watson and Vijay welcome John Brandon Elam, Decision Systems Leader at Toyota and co-founder of Bit Bros. John shares deep, practical insights on why decision systems in large organizations often become “orphans,” how fragmented ownership across business, IT, and analytics creates risk, and what it takes to build scalable, repeatable decision-making systems. Drawing on experience at Toyota and AT&T (including work on FirstNet for first responders), the conversation explores decision ownership, incentives, change management, technical debt, and why simplicity must be earned.This episode is a must-listen for leaders, product managers, data scientists, and anyone working at the intersection of analytics, technology, and real-world decision-making.Chapters0:00 - Preview 0:45 - Meet John Brandon Elam1:55 - What are “orphaned” decision systems?4:55 - Why decision ownership breaks down in large companies7:28 - Who should own decision systems? The case for product ownership10:21 - Preparing cross-functional leaders for analytics-driven decisions15:20 - Lessons from AT&T’s FirstNet and mission-critical systems20:05 - Adoption and change management at Toyota: “go and see”25:01 - Trust, influence, and why being likable matters27:01 - KISS 2.0: Keep it simple to start30:02 - Rethinking technical debt31:32 - Aligning incentives between operations and transformation teams37:15 - From data to decisions: building a “Decision Factory”39:29 - Bit Bros, books, and connect with John40:42 - Closing remarksFollow the showApple: ⁠https://podcasts.apple.com/in/podcast/the-decision-intelligence-lab/id1811085064⁠Spotify: ⁠https://open.spotify.com/show/0lFoAVKqJHTYSZNpeN61ou?si=0ae973aab0174b3b⁠Connect with guestJohn Brandon Elam: ⁠https://www.linkedin.com/in/johnbelam/Connect with hostsProf. Vijay Mehrotra (University of San Francisco): ⁠https://www.linkedin.com/in/vijay-mehrotra-ba9498/⁠Prof. Michael Watson (Northwestern University): ⁠https://www.linkedin.com/in/michael-watson-07600a1⁠About the podcastThe Decision Intelligence Lab podcast delivers real-world insights for data professionals, business leaders, and anyone seeking to leverage data & AI for smarter decision-making & successful business outcomes.For business inquiries, email at ⁠[email protected]⁠