Analyze Factorial Design

Residual plots - Histogram of the Residuals

  

A histogram of the residuals shows the distribution of the residuals for all observations. Use the histogram as an exploratory tool to learn about the following characteristics of the data:

·    Typical values, spread or variation, and shape.

·    Unusual values in the data.

The histogram of the residuals should be bell-shaped. Use this plot to look for the following:

This pattern...

Indicates...

Long tails

Skewness

A bar far away from the other bars

An outlier

Because the appearance of the histogram can change depending on the number of intervals used to group the data, use the normal probability plot and goodness-of-fit tests to assess whether the residuals are normal.

Example Output

image\facar_1n.gif

Interpretation

For the insulation data, no evidence of skewness or outliers exists.