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Glossary

Confidence score

A number attached to an automated decision, such as a proposed match or correction, saying how sure the method is that the decision is right.

A score is only useful if it has been checked against known answers. Its usual job is routing: act on the high scores, send the middle to a person, and leave the low ones alone.

Where it comes up

  • Near-duplicate recordsTwo rows describe the same real thing but differ enough that an exact comparison misses them.

See also

  • Match thresholdThe similarity score at or above which two records are treated as the same thing. Pairs scoring below it are left as separate records.
  • Human reviewHaving a person examine a proposed change, and accept, correct, or reject it, before it is applied to the data.
  • False positiveA case that a check or matching step flagged wrongly: two different people treated as one, or a correct value reported as an error.

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.