Definition: Categorical data

Categorical data is statistical data comprising of categorical (i.e., qualitative) variables that are converted into categories. Categorical variables take on values that are names or labels. The color of a ball (e.g., red, green, blue) or the breed of a dog (e.g., collie, shepherd, terrier) would be examples of categorical variables.

Categorical data represents data types that may be divided into groups. Examples of categorical data are race, sex, age group, and educational level. While the latter two variables may also be considered as a numerical manner by using exact values for age and highest grade completed, it is usually more informative to categorize such variables into a relatively small number of groups.

svg viewer

New on Educative
Learn to Code
Learn any Language as a beginner
Develop a human edge in an AI powered world and learn to code with AI from our beginner friendly catalog
🏆 Leaderboard
Daily Coding Challenge
Solve a new coding challenge every day and climb the leaderboard

Free Resources

Copyright ©2025 Educative, Inc. All rights reserved