An alternative solution to the problem of curvature is to extend the simple linear model with the addition of a quadratic term,
If a relationship is nonlinear, residuals from a quadratic model are likely to be smaller than those for a linear model. This also suggests that the errors are likely to be smaller if the model is used to predict future response values.
The next example illustrates the potential improvement from using a quadratic model.
Forbes' data