CRISP DM Phase 1 — Business Understanding
by Rafik Elkhoury
Free
Earn the right to build the pipeline before touching data.
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Urbanist + AI strategist for the built environment. I built crisp-for-data — a 97,000-word CRISP-DM methodology with executable quality gates, 125 verified citations, and a fully worked example from a real Barcelona urban-ecology pipeline. MSc AI for Architecture (IAAC) · MSc Spatial Planning & Sustainable Urban Design (Dundee) · BEng Civil Engineering (Loughborough). AI Implementation Strategist at Rafik El-Khoury & Partners — Consulting Engineers.