~/talk

Developing a Prototyping Competency in a Statistical Science Organization

Talkat posit::conf(2023) · 2023-09-17..09-20· [data-science]
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slides:none on file

Argues that a deliberate prototyping competency speeds adoption and reduces risk by proving ideas fast; a two-person, scrappy team runs 2–3 projects at once and targets 10 prototypes per quarter. Uses Shiny plus an async crew worker pattern to offload long-running jobs, builds a POC that is open-sourced and extended, and moves most work only to alpha/beta readiness before handing off. Uses an organizational hierarchy of needs, OKRs, fear-setting, and quarterly scorecards to measure and iterate.

AI-written summary · about

  1. 0:00Introduction
  2. 1:57Building prototyping capability
  3. 3:47Statistical hierarchy of needs
  4. 6:17Prototyping process
  5. 8:49Prototype finish line
  6. 9:35Prototype maturity scorecard
  7. 11:03Small team operations
  8. 12:29Risk management
  9. 15:05Key prototyping lessons
  10. 19:26Q&A
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