~/talk

Data Poker not Data Chess - thinking in Bets for Data Teams

Talkat DataEngBytes 2022 · 2022-09-27..09-29· [data-engineering]
links:none on file
slides:none on file

Argues that strategic data choices are bets, not chess moves, and proposes Spotify’s DIBBs process (Data → Insight → Belief → Bet) as a practical method. Gives concrete examples: 150 hours/month lost to manual reporting leads to a three-week trial with three data engineers and two product analysts; trial cuts build time but reveals upstream quality issues, prompting a DBT uplift squad; warns about open‑source project decay and vendor feature gaps. Emphasizes calibrating bet size to uncertainty and separating skill vs luck.

AI-written summary · about

  1. 0:00Intro
  2. 0:50Who are we
  3. 2:40The stakes
  4. 5:18Personas
  5. 6:52Probability
  6. 8:41Uncertainty
  7. 14:45Support Product Strategy
  8. 17:02Our Hypothesis
  9. 18:57Chess vs Poker
  10. 22:22Skill vs Luck
  11. 26:43Why should data teams think in bets
  12. 34:07Learning loops
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