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DATA-FLUENCY5 MIN READ

Triage a Suspect Data Pull

Triage a questionable dataset using fitness-for-purpose, completeness, consistency, and timeliness.

quality-dimension-buckets decision-ladder stat-tile-trio Quality alarm The at-risk list tripled, but key routing fields are incomplete and renewal dates are stale in two regions. Using the list blindly could send the wrong accounts into a save motion and miss real risk elsewhere. Quality triage Purpose -> Dimension -> Decision A data quality issue matters when it can change the decision, action, or trust level. Use or reject Too binary. You communicate decision-grade quality instead of vague data anxiety. Assess data quality against intended use, not against a fantasy of perfect data. 01 Purpose 02 Dimension 03

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