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Value Driven Data Science

Episode 104: [Value Boost] The Four Zones of AI Productivity for Data Scientists

06 May 2026 13:51 Dr Genevieve Hayes

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About this episode

AI can get you to 60% of a finished output in minutes. But getting from 60% to 100% - the part where real insight lives - is where human expertise becomes the deciding factor. And the more expertise you bring, the further AI can take you.

In this Value Boost episode, Brent Dykes joins Dr Genevieve Hayes to apply his Four Zones of AI Productivity framework to the insight generation process and explore what it means for data professionals who want to position themselves as strategic advisors.

In this episode, you'll discover:

  1. The Four Zones of AI Productivity and how they apply to insight generation [01:28]
  2. Why AI can help you find an insight but can't generate an actionable one [06:39]
  3. Why better AI tools will widen the gap between experts and novices [09:46]
  4. How to use AI effectively in your insight generation process [11:44]

Guest Bio

Brent Dykes is the author of Effective Data Storytelling and the founder of AnalyticsHero. He has consulted with some of the world’s most recognised brands, including Microsoft, Sony, Nike and Amazon, and is a regular contributor to Forbes.

Links

  • Connect with Brent on LinkedIn
  • Effective Data Storytelling website
  • Forbes article about the Four Zones of AI Productivity
  • Connect with Genevieve on LinkedIn
  • Be among the first to hear about the release of each new podcast episode by signing up HERE

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