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DATA-FLUENCY5 MIN READ

Sort the Data Quality Problem

Classify common data problems by quality dimension to pick the right fix.

sort-buckets common-trap-callout score-chips Place each data issue in the quality dimension that best describes the fix needed. Completeness Validity Consistency Timeliness Thirty percent of enterprise accounts have no renewal date Several opportunities have blank next-step fields before forecast submission Deal stage contains values such as probably and TBD Discount percentage is entered as 130 for several closed deals Finance says ARR is 2.4M while CRM says the same account is 2.1M Customer region differs between billing system and CRM owner table Support-severity flags update only once a week for a daily health report Renewal risk score still uses product usage…

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