Characteristics of a good model

To evaluate a model we need to study the “behavior” of residuals for a group of observations. To confirm that:

• They are deviating from zero randomly implying that:
  • Their distribution should be symmetric around zero, so their mean (or median) value should be zero.
  • Their values most be close to zero to show low variability.