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Tag: data scales

Differences in Nominal, Ordinal, Interval, and Ratio Data Measurement Scales for Research

By Kanda Data / Date Jan 23.2026 / Category Statistics

In research activities, data serve as the main foundation for analysis and drawing conclusions. However, not all data have the same characteristics. One of the common challenges faced by novice researchers is understanding and applying data measurement scales. In fact, an understanding of data scales greatly determines the type of statistical analysis that can be used as well as the validity of research results.

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