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PRODID:-//pretalx//cfp.pydata.org//pydataglobal2025//talk//FLD9SR
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UID:pretalx-pydataglobal2025-FLD9SR@cfp.pydata.org
DTSTART:20251211T150000Z
DTEND:20251211T160000Z
DESCRIPTION:Python is the number one language on GitHub\, yet a git log of 
 our shared future reveals a critical system failure. While Python adoption
  is exponential\, women author only 2–3% of core-repository commits and 
 comprise just 22% of the global AI talent pool. This talk moves beyond rhe
 toric to present a 5-Step Engineering Framework based on quantitative rese
 arch from 24 global tech communities. We will introduce the VIM Model (Vis
 ibility\, Invitation\, Mechanism)—a proven architecture that drove 179% 
 membership growth and 99% retention in pilot programs.
DTSTAMP:20260518T191723Z
LOCATION:General Track
SUMMARY:Keynote- Noor Aftab- The Next Commit: Building Inclusive\, Data-Dri
 ven Ecosystems for Responsible AI - Noor Aftab
URL:https://cfp.pydata.org/pydataglobal2025/talk/FLD9SR/
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