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COMPUTATIONAL-THINKING5 MIN READ

Negotiate Data Quality Before Analysis

Use CRISP-DM business and data understanding questions before analysis begins.

Victor V Onboarding director 1 Business target 2 Data meaning 3 Quality gate The model request 20 sec Predict launch misses The CRM data has missing launch dates, duplicate contacts, and inconsistent custom fields. A model trained on ambiguous labels gives precise-looking unreliable recommendations. 30d desired forecast window launch-date definitions needed customer ID

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