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Sample QuestionWhich of the following is a categorical variable?GenderObjectNumberAlphabet

Question

Sample Question

Which of the following is a categorical variable?

  • Gender
  • Object
  • Number
  • Alphabet
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Solution

1. ### Break Down the Problem

To identify a categorical variable, we need to understand what a categorical variable is. A categorical variable represents types or categories of data, which can be divided into groups or classifications.

2. ### Relevant Concepts

  • Categorical Variable: A variable that can take on one of a limited, and usually fixed, number of possible values, assigning each individual or other unit of observation to a particular group or nominal category.
  • Examples of categorical variables include gender (male, female), color (red, blue, green), etc.

3. ### Analysis and Detail

We will evaluate each option to determine if it fits the definition of a categorical variable:

  1. Gender: Represents categories (male, female) - This is a categorical variable.
  2. Object: This term is vague but typically refers to things rather than categories - This might not be categorical.
  3. Number: Represents numerical values which are typically quantitative - This is not a categorical variable.
  4. Alphabet: This refers to letters which can be considered categories but is more ambiguous than gender.

4. ### Verify and Summarize

From the analysis above:

  • Gender is clearly a categorical variable.
  • Object is unclear but likely not categorical.
  • Number is not categorical.
  • Alphabet is ambiguous and may not be strictly categorical depending on context.

Final Answer

The categorical variable among the options is Gender.

This problem has been solved

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