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DA0-001 · Question #221

A feature can take certain values (A, B, C, D, E, and F) and represents a grade of students from a college. Which of the following variables does this describe?

The correct answer is B. Ordinal variable. The grades A, B, C, D, E, and F represent an ordinal variable because they are distinct categories with a meaningful order or ranking, but the differences between categories are not necessarily uniform or quantifiable.

Data Concepts and Environments

Question

A feature can take certain values (A, B, C, D, E, and F) and represents a grade of students from a college. Which of the following variables does this describe?

Options

  • ADiscrete variable
  • BOrdinal variable
  • CNumerical variable
  • DContinuous variable

How the community answered

(54 responses)
  • A
    2% (1)
  • B
    91% (49)
  • C
    6% (3)
  • D
    2% (1)

Why each option

The grades A, B, C, D, E, and F represent an ordinal variable because they are distinct categories with a meaningful order or ranking, but the differences between categories are not necessarily uniform or quantifiable.

ADiscrete variable

While grades are discrete in that they take specific, separate values, "discrete variable" is a broader term that applies to any countable variable. "Ordinal variable" is more specific and accurately captures the ranking aspect of grades.

BOrdinal variableCorrect

An ordinal variable is a categorical variable where the categories have a natural, meaningful order or ranking, but the intervals between the ranks may not be equal or quantifiable. Student grades (A, B, C, etc.) clearly have a rank (A is better than B), but the "distance" between an A and a B might not be the same as between a C and a D.

CNumerical variable

A numerical variable, also known as a quantitative variable, represents measurable quantities, and grades (A, B, C, etc.) are categories, not direct numerical measurements themselves, even if they can be assigned numerical equivalents for calculation.

DContinuous variable

A continuous variable can take any value within a given range (e.g., height, temperature), which is not the case for distinct, ranked letter grades.

Concept tested: Data types - ordinal variables

Source: https://www.ibm.com/docs/en/spss-statistics/28.0.0?topic=values-measurement-levels-variables

Topics

#Data types#Variables#Ordinal data#Categorical data

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