Regression = the purpose of the experiment is estimation or prediction (i.e., to describe a functional relationship between X and Y variables).
The variables do not have the same status.
The Y variable is a response that we want to predict.
The X variable is an explanatory variable.
(sometimes called the independent variable).
The regression line is a smoothed version of the graph of averages.