R the correlation coefficient, together with rsqr, are both measures of how well the regression model describes the data. R values near 1 indicate that the equation is a good description of the relation between the independent and dependent variables. R equals 0 when the values of the independent variables do not allow any prediction of the dependent variables, and equals 1 when you can perfectly predict the dependent variables from the independent variables.