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Precision

Plain-language meaning

Among the cases a classifier marks positive, the proportion that really are positive.

Why it matters

It helps assess how often an alert is a false alarm.

Practical example

Of 20 spam alerts, 18 are spam: precision is 18/20 or 90%.

Common misunderstanding

Confusing a low false-alarm rate with finding all relevant cases.

Related concepts

Recall · Accuracy

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References

Reviewed 2026-10-02.

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