Turn Data Quality Caveats Into Usable Notes
Draft a caveat that states coverage, bias risk, and next validation.
Make an incomplete-data caveat useful enough for a decision review. CRISP-DM separates business understanding from data understanding; the caveat should connect missing data to decision risk. Generic caveats protect the writer but do not help the reader interpret the estimate. Before Data is incomplete and subject to change. After Early read excludes LATAM, 14% of volume and historically 1-2 points lower conversion, so current conversion may be overstated until Monday load. 1. State coverage LATAM missing; 86% of volume loaded. Coverage turns uncertainty into a bounded scope. 2. Name likely bias LATAM usually converts lower than other regions. The missing…
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