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Stevens' Four Levels of Measurement

Source: Wikipedia: Level of measurementbeginner

Data is not just numbers; Stevens' levels classify the nature of information each variable holds. In UX research, this determines whether you can average feedback or only count it. Treating every rating scale as a ratio number wrecks your analysis.

Data is not just numbers; Stevens' levels classify the nature of information each variable holds. In UX research, this framework decides whether you can calculate a mean satisfaction score or simply tally category frequencies. The four levels nominal, ordinal, interval, and ratio form a hierarchy of mathematical power. The common footgun is treating ordinal survey responses as interval data and running invalid parametric tests, which produces misleading conclusions about user behavior.

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Stevens' Four Levels of Measurement · Tezvyn