Use a main effects plot to examine differences between level means for one or more factors. There is a main effect when different levels of a factor affect the response differently. A main effects plot graphs the response mean for each factor level connected by a line.
When you choose Minitab creates a plot that uses data means. After you have fit a model, you can use the stored model to generate plots that use fitted means.
For example, fertilizer company B is comparing the plant growth rate measured in plants treated with their product compared to plants treated by company A's fertilizer. They tested the two fertilizers in two locations. The following are the main effects plots of these two factors.
Main effects plots will not show interactions. To view interactions between factors, use an interaction plot.
To determine whether a pattern is statistically significant, you must do an appropriate test.