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#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.
Chapters
0:00 - Preview
0:45 - Meet John Brandon Elam
1:55 - What are “orphaned” decision systems?
4:55 - Why decision ownership breaks down in large companies
7:28 - Who should own decision systems? The case for product ownership
10:21 - Preparing cross-functional leaders for analytics-driven decisions
15:20 - Lessons from AT&T’s FirstNet and mission-critical systems
20:05 - Adoption and change management at Toyota: “go and see”
25:01 - Trust, influence, and why being likable matters
27:01 - KISS 2.0: Keep it simple to start
30:02 - Rethinking technical debt
31:32 - Aligning incentives between operations and transformation teams
37:15 - From data to decisions: building a “Decision Factory”
39:29 - Bit Bros, books, and connect with John
40:42 - Closing remarks
Follow the show
Apple: https://podcasts.apple.com/in/podcast/the-decision-intelligence-lab/id1811085064
Spotify: https://open.spotify.com/show/0lFoAVKqJHTYSZNpeN61ou?si=0ae973aab0174b3b
Connect with guest
John Brandon Elam: https://www.linkedin.com/in/johnbelam/
Connect with hosts
Prof. 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-07600a1
About the podcast
The 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]
View all episodes
By The Decision Intelligence LabMake 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.
Chapters
0:00 - Preview
0:45 - Meet John Brandon Elam
1:55 - What are “orphaned” decision systems?
4:55 - Why decision ownership breaks down in large companies
7:28 - Who should own decision systems? The case for product ownership
10:21 - Preparing cross-functional leaders for analytics-driven decisions
15:20 - Lessons from AT&T’s FirstNet and mission-critical systems
20:05 - Adoption and change management at Toyota: “go and see”
25:01 - Trust, influence, and why being likable matters
27:01 - KISS 2.0: Keep it simple to start
30:02 - Rethinking technical debt
31:32 - Aligning incentives between operations and transformation teams
37:15 - From data to decisions: building a “Decision Factory”
39:29 - Bit Bros, books, and connect with John
40:42 - Closing remarks
Follow the show
Apple: https://podcasts.apple.com/in/podcast/the-decision-intelligence-lab/id1811085064
Spotify: https://open.spotify.com/show/0lFoAVKqJHTYSZNpeN61ou?si=0ae973aab0174b3b
Connect with guest
John Brandon Elam: https://www.linkedin.com/in/johnbelam/
Connect with hosts
Prof. 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-07600a1
About the podcast
The 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]