Summary
Using the Variance Components procedure, you have obtained four different estimates for the store effect's contribution to the random variation in Amount spent, ranging from 620.413 to 727.860. The variation in the estimates can help you to decide how trustworthy the estimates are. Here, the differences between the estimates across estimation methods do not seem to be very large in comparison to the values of the estimates themselves.