Sort the Issue Into the Right Quality Dimension

Place each issue in the quality dimension it most directly reflects. Completeness Validity Uniqueness Timeliness Renewal opportunities above $25,000 are missing contract_end_date. A customer phone field contains abc123 even though the field requires a phone-number pattern. The same account appears three times with the same CRM ID in the customer-master table. The operations dashboard refreshes after the morning stand-up has ended. A vendor feed arrives two days after the campaign attribution cutoff. A mandatory country code is blank on 9 percent of new distributor records.

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