The standard error of the estimate of a multiple regression model is essentially the standard deviation of the residuals for the regression model.

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The standard error of the estimate in a multiple regression model measures the average distance that the observed values fall from the regression line. Essentially, it is the standard deviation of the residuals, which are the differences between the observed values and the values predicted by the regression model.

The Standard Error of the Estimate of a Multiple Regression