Data Quality

Athletic Record Units Standardization Guide: Consistent Times, Distances, and Scores

Athletic Record Units Standardization Guide: Consistent Times, Distances, and Scores

When a swimmer’s best time is stored as “1:02.4” in one season’s data and “62.40” in the next, the record board cannot rank them correctly — and a legitimate school record can sit invisibly below a slower mark simply because the units do not match. Athletic record units standardization is the practice of defining one official format for every measurable category — times, distances, scores, heights, weights — and applying it consistently at entry, during historical migration, and before any mark appears on a public display. Done once and enforced through written policy, it eliminates the comparison errors that produce silent inaccuracies on record boards and award programs for years.

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Athletic Record Duplicate Athlete Resolution: Match Names Without Merging the Wrong Person

Athletic Record Duplicate Athlete Resolution: Match Names Without Merging the Wrong Person

Duplicate athlete records — two entries that either belong to the same person entered under different name spellings, or two entirely different athletes who share the same name — are among the most consequential data problems a school record board can hold. The fix for one scenario (merge) is exactly the wrong action for the other (keep separate), and choosing incorrectly credits the wrong athlete, erases legitimate history, or conflates two people who competed in different eras entirely. Athletic record duplicate athlete resolution is the structured process of comparing available identifiers to make that determination correctly before touching any data.

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