Walk the Data Readiness Gate
Use CRISP-DM thinking to gate an AI logistics idea before modeling begins.
The request Ops asks for detention prediction, but key appointment times live in free-text notes across several facilities. A model can only learn from signals that exist with consistent meaning before the decision point. CRISP-DM gate Business understanding before modeling The first two phases prevent premature modeling. Business understanding names the decision and value. Data understanding tests whether the available data can support that decision. Jump to model Build first, discover data gaps later The team spends modeling time only where the decision and data are ready. Do not ask whether the data is big enough first. Ask whether it…
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