Hosted by Roland Brown · 🇺🇸 US · EN · 89 episodes
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Roland Brown hosts The Data Journey, a business show with 89 episodes published.
In this episode, Roland discusses the concept of ownership and its impact on behavior within an organization. He emphasizes the importance of real ownership, accountability, and value-driven ownership. The conversation d
The conversation explores the debate between centralized and federated operating models, highlighting the impact of behavior on the success of these models. It emphasizes the need for a mature hybrid operating model that
In this episode, Roland Brown discusses the critical distinction between architecture and operating model, emphasizing the importance of aligning these two layers for successful execution of data and AI initiatives. The
The conversation delves into the journey of data products as intentional units of value, the gap between architecture and execution, the role of the operating model in execution, friction in the operating model, the dang
The conversation delves into the challenges and considerations of transitioning AI systems to production, emphasising the organisational commitment, alignment, and maturity required for successful operation. It highlight
The conversation explores the concept of AI theater, where visibility masquerades as progress, and the value of AI is measured by sustainable impact rather than impressive demos. It emphasizes the importance of disciplin
The conversation explores the role of AI in architecture, emphasising the importance of architectural decision-making, complexity, clarity, data patterns, AI in policy-driven environments, risk and consequences of AI, ow
The episode introduces the concept of explainability and its importance in AI systems. It emphasizes that explainability is not an AI feature but an architectural outcome, and it's about being able to retrace intent. The
The conversation explores the failure of AI governance, the need to move governance closer to where decisions are made, and the shift to product-centric governance. It also discusses the importance of specificity and con
The episode explores the concept of responsible AI and the role of humans in AI systems. It discusses the seduction of automation, the danger of full automation, effective human in the loop design, and common anti-patter
In this episode, Roland introduces the Data Journey and discusses the importance of observability in AI systems. He explains the significance of observability in detecting gradual failures in AI systems and emphasizes th
The podcast episode explores the critical importance of data quality in the context of AI and machine learning. It delves into the nuances of data quality for training and inference, the impact of contextual quality, and
In this episode, Roland Brown discusses the importance of explainability in AI systems, emphasizing that it begins in the architecture. He highlights the significance of metadata as the architecture of meaning and lineag
The podcast episode explores the distinction between training data and inference data, highlighting the architectural discipline required for each type of data. It emphasises the challenges and root causes of architectur
The podcast episode explores the concept of AI-readiness and the architecture required for successful AI implementation. It emphasises the importance of trust, context, and intelligence in building a robust AI-ready arch
When AI initiatives fail, the model is usually blamed. But that explanation is structurally wrong. In this episode, Roland reframes AI failure as a data architecture accountability problem , not a mathematical one. AI do
Most organisations believe they’re starting their AI journey by choosing tools, models, or use cases. In reality, they’re starting a foundation test they’ve been postponing for years. In this series transition episode, R
Most data initiatives don’t fail because they were badly executed. They fail because success was defined as delivery instead of value. In this episode, Roland Brown brings the entire data products series together by tack
Almost every organisation claims to have a Customer 360. Very few trust it. Even fewer use it consistently to make better decisions. In this episode, Roland Brown takes one of the most familiar and most misunderstood con
Most organisations don’t struggle to find data. They struggle to find data they can trust . In this episode, Roland Brown reframes one of the most hyped topics in modern data architecture, data marketplaces and discovery
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The Data Journey is hosted by Roland Brown. The show is categorised under business (technology) and has published 89 episodes.
The Data Journey has published 89 episodes.
The Data Journey regularly covers business, technology. It sits in the business category, with a technology focus.
The Data Journey is accessible for guests with genuine business expertise. A personalised, episode-aware pitch will still outperform a generic one every time.
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Episodes of The Data Journey average 10 minutes. a focused format where a clear narrative arc and tight preparation matter most.
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