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CRM-ADMINISTRATION4 MIN READ

Sort fields by data quality failure mode

Classify common CRM field defects by data quality dimension.

Sort each CRM data problem into its primary data quality failure mode. Completeness Validity Accuracy Timeliness Uniqueness Consistency Opportunity has no close date at all Country value is entered as 'Mars' Customer tier says Enterprise after the account downgraded Next step was last updated 42 days ago Acme Inc appears as two account records Lead source appears as Webinar, webinar, and Event-Webinar Phone field stores letters in a numeric-only integration field Billing contact is present but no longer works at the customer Campaign response record never arrived from the webinar platform

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