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Statistics LibreTexts

4.6: Restriction of Range Demo

Skills to Develop

  • State how range restriction affects the correlation between two variables
  • State the effect of choosing the upper and lower extremes on the correlation

Instructions

This demonstration illustrates the effect of restricting the range of scores on the the correlaton between variables. When the demonstration begins, the dataset "Strength" is displayed. The \(X\)-axis contains scores on a measure of grip strength; the \(Y\)-axis contains scores on a measure of arm strength. Notice that there is a strong relationship. Also note that the two scatterplots are identical and both show that for the entire dataset of \(147\) subjects, the correlaton is \(0.63\). The two vertical bars on the upper graph can be used to select a subset of scores to be plotted on the lower graph. If you click on the left-hand bar and drag it to the right, scores to the left of the bar will not be included on the lower graph. The correlaton shown for the lower graph shows only the correlation for the data in the subset. Similarly, if you drag the right-hand bar to the left, scores to the right of the bar will be excluded. If you click the "Data outside bars" button, the lower graph will, as you might expect, only include scores to the left of the left-hand bar and to the right of the right-hand bar.

Illustrated Instructions

The restriction of range simulation displays data from \(1\) of \(4\) datasets. You can change datasets by selecting one from the drop down menu at the top of the simulation. The top scatterplot displays all the data from the selected dataset. 

Notice the two vertical bars on either side of this graph. You can "drag" these bars and restrict the range of data from the dataset that is displayed in the bottom scatterplot. You can include data on the inside or outside of the bars by selecting one of the options right above the graph.

For some browsers you will not see the bars move as you move them. They will move when you release the mouse button.

restriction1.jpg 

Figure \(\PageIndex{1}\): Restriction of Range demonstration

Contributor

  • Online Statistics Education: A Multimedia Course of Study (http://onlinestatbook.com/). Project Leader: David M. Lane, Rice University.