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Glossary

Accuracy

How closely a recorded value matches the real thing it describes. A birth date that is a well-formed date and still not the person's birth date is inaccurate.

Accuracy is the hardest quality to check, because the data alone cannot tell you. It takes a comparison with the real world or with a source you trust more.

Where it comes up

  • Outliers from entry errorsA value sits far outside the rest because of a slipped key, an extra zero, or a misplaced decimal point.

See also

  • ValidityWhether a value follows the rules for its column: the right type, the right format, and within the allowed range or list. A date of February 30 is invalid.
  • Data qualityHow well a dataset serves the purpose it is used for. Usually judged by accuracy, completeness, consistency, validity, uniqueness, and timeliness.
  • Source of truthThe one system or dataset agreed to hold the authoritative version of a piece of information. When copies disagree, it is the one that is taken to be right.

Karg checks for many of these when it profiles a file, applies the fixes it is confident about, and sets the rest aside for your review. See how it works, or have our team clean your data for you.