The intercept (often labeled the constant) is the expected mean value of Y when all X=0.
Start with a regression equation with one predictor, X.
If X sometimes equals 0, the intercept is simply the expected mean value of Y at that value.
If X never equals 0, then the intercept has no intrinsic meaning. [Read more…] about Interpreting the Intercept in a Regression Model