High Signal: Data Science | Career | AI30 Tammi 2025

Episode 9: Why 90% of Data Science Fails—And How to Fix It -- With Eric Colson

In this episode of High Signal, Eric Colson—former Chief Algorithms Officer at Stitch Fix and VP of Data Science and Machine Learning at Netflix—breaks down why most companies fail to unlock the full potential of their data science teams. Drawing from years of experience leading data functions at top tech companies, Eric shares how organizations can shift from treating data scientists as a service function to empowering them as strategic drivers of business impact.

Key topics from the conversation include:

Data Science as a Strategic Function: Why many companies limit their data teams to answering business requests instead of leveraging their ideas for competitive advantage.
Beyond Skills—The Power of Cognitive Repertoires: How data scientists' unique ways of framing problems can lead to breakthrough innovations.
Trial and Error as a Competitive Advantage: Why most experiments fail—but scaling experimentation is the key to big wins.
Decoupling Algorithms from Applications: How separating data science from engineering enables rapid iteration and direct business impact.
Shifting from Cost Center to Revenue Generator: Practical steps for structuring data teams to drive measurable value and long-term success.

💡 Tune in to learn how leading companies structure their data teams for impact, why experimentation beats rigid planning, and how treating data science as a strategic function can unlock new business opportunities.

You can find more on our website: https://high-signal.delphina.ai/

SHOW NOTES

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Episode 41: The Verification Crisis: Why Trust Is the New Bottleneck in AI

Noah Smith, economist and author of Noahpinion, joins High Signal to look at what AI is already changing… and what it isn’t. The conversation moves beyond the usual productivity hype to ask harder que...

18 Kesä 53min

Episode 40: The Economic Reality of AI: Friction, Talent, and the Future of the Firm

Steve Tadelis, Professor of Economics at UC Berkeley and former senior economist at eBay and Amazon, joins High Signal to bridge the gap between economic theory and the high-stakes reality of data sci...

26 Touko 58min

Episode 39: The 100-Year Lead: What Baseball Teaches Us About the Future of AI

Chris Fonnesbeck, veteran analyst for the Yankees and Mets and creator of the open-source Bayesian modeling library PyMC, joins to unpack why baseball has been a leading indicator for data science and...

12 Touko 56min

Episode 38: Why AI Won’t Fix Your Data Culture, It Will Only Amplify It (And What To Do About It)

Noah Bruegmann, President of Data CRT, joins High Signal to discuss how to move your data function from a cost center to a strategic "value center". He explains how AI amplifies your existing data cul...

16 Huhti 45min

Episode 37: Engineered Intelligence and The Data Science Problem in AI

Jordan Morrow, SVP of Data & AI Transformation at AgileOne and the "Godfather of Data Literacy," joins High Signal to discuss the shift from being "data-driven" to becoming "AI-enabled." Jordan warns ...

2 Huhti 46min

Episode 36: AI and the Judgment Problem in Data Science

Dawn Woodard (Distinguished Engineer, LinkedIn), Andrés Bucchi (LATAM Airlines), and Jeremy Hermann (CEO & Co-Founder, Delphina) join High Signal for a deep dive into the shifting architecture of data...

19 Maalis 1h 3min

Episode 35: Beyond Online Experimentation: Generative Software That Optimizes Itself

Martin Tingley, Head of Windows Experimentation at Microsoft and former Head of the Experimentation Platform Analysis Team at Netflix, talks about why humans are the bottleneck in experimentation, and...

5 Maalis 55min

Episode 34: Duolingo and the Future of Personalized Education with AI

Bozena Pajak, VP of Learning at Duolingo, joins High Signal to discuss the evolution of AI at Duolingo: from personalized difficulty models to the current generative frontier where AI characters provi...

10 Helmi 45min