~/talk

From Data Confusion to Data Intelligence

Talkat posit::conf(2023) · 2023-09-17..09-20· [data-science, engineering-leadership]
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Claims that executive hope for data vastly outpaces organizational support, and the fix is pragmatic: show don't tell, take the data and run, iterate to nail the landing. Concrete moves: build a skinny dashboard from one‑off extracts, run simulations of a microtransit algorithm, turn that into a sales demo that actually lands deals. Tech and hygiene: set up Posit Connect/Posit server, curated IML‑ready datasets, APIs and data pipelines, dbt and Tableau consolidation. Measured pain points include a 750,000‑cell export limit and two years to secure enterprise access.

AI-written summary · about

  1. 0:00Introduction and context
  2. 1:10The gap in data science
  3. 5:30Key organizational needs
  4. 7:52Guerilla data science tactics
  5. 11:07Case study: Transit software
  6. 14:41Building sustainable foundations
  7. 16:55Overcoming data silos
  8. 20:00Knowledge architecture framework
  9. 23:58Data governance and literacy
  10. 28:32Creating sustainable pipelines
  11. 33:35Analytical architecture overview
  12. 37:22Conclusion and key takeaways
  13. 38:28Q&A session
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