Example
A headcount report is unreliable because some departed employees remain active and several current workers have missing location fields, affecting totals by office.
What to keep in mind
Quality is purpose-dependent: data adequate for a broad trend may be unsuitable for an individual pay decision. Fix errors at their source and record known limitations rather than only cleaning each report.