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SPSS Statistics Variables Level of Measurement

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2020-08-15 16:49:31
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Level of measurement defines which summary statistics and graphs should be used. The following table provides definitions, examples, appropriate summary statistics, and graphs for variables based on their level of measurement.
Nominal Ordinal Scale
Definition Unordered categories Ordered categories Both interval and ratio
Examples Gender, geographic location, job category Satisfaction ratings, income groups, ranking of preferences Number of purchases, cholesterol level, age
Measures of Central Tendency Mode Median Median or mean
Measures of Dispersion None Min/max/range Min/max/range, Standard deviation/ variance
Graph Pie or bar Bar Histogram

About This Article

This article is from the book: 

About the book author:

Keith McCormick has traveled the world speaking at conferences teaching machine learning, data science, and SPSS. He currently serves as executive data scientist in residence at Pandata. Hundreds of thousands have watched his LinkedIn Learning courses.

Jesus Salcedo, PhD, studied psychometrics at Fordham and has been using SPSS for over 25 years. Currently at Wiley, he served as the SPSS curriculum lead at IBM and has trained thousands of users.