Study Notes on Quantitative Variables and Their Graphical Representation
Quantitative Variables
Definition: Quantitative variables are variables measured on a numeric scale.
Examples of Quantitative Variables:
Height
Weight
Temperature
Scores on an exam
Distinction from Categorical Variables:
Categorical Variables: Variables that are classified into categories where there is no inherent ordering or measurable scale.
Examples of Categorical Variables:
Favorite color
Religion
City of birth
Favorite sport
Note: Categorical variables are also known as qualitative variables.
Graphical Representations of Quantitative Variables
Many types of graphs can be used to illustrate the distribution of quantitative variables.
Types of Graphs:
Stem and Leaf Graph:
Best Suited For:
Small to moderate amounts of data.
Histogram:
Best Suited For:
Large amounts of data.
Box Plots:
Functionality: Good at summarizing differences between distributions.
Example:
Comparison of time to complete a task for men and women using box plots.
Scatter Plot:
Purpose: Used to show the relationship between variables.
Summary of Key Points
Distinguishing Characteristics:
Quantitative variables can be measured and expressed numerically, while categorical variables cannot.
Optimal Graphs for Data Presentation:
Selection of graph type depends on the amount of data and the insight one aims to gain from the representation.