interpret residual in context
the model over/underestimates by e for a x-variable of x=?
interpret y-intercept in context
when the x-variable is 0, the predicted y-variable is y-intercept
interpret Se in context
the actual y-variable is typically about Se away from the predicted y-value by the LSR model
interpret r² (coefficient of determination) in context
r²% of the variation of the y-variable is explained by the linear relationship between the x-variable and the y-variable
interpret slope (b) in context
for each one unit of the x-variable the predicted y-variable increases/decreases by slope
interpret r (correlation coefficient) in context
the correlation coefficient of r=# shows a strength, direction, form relationship/association between the x-variable and y-variable