The regression line is a visual interpretation of the prediction equation. ... In linear regression, when there's just a single independent variable, the analysis is sometimes called simple linear ...

Line of Best Fit and Regression Analysis . To perform a regression analysis, a statistician collects a set of data points, each including a complete set of dependent and independent variables.