The curve estimation procedure can be used to identify the nature of the functional relationships at play in your data, so you can choose the correct regression model, whether linear or nonlinear ...

Fitting a nonlinear Phillips curve. The original Phillips curve dates back to Phillips (1958), who documented a nonlinear link between nominal wage growth and unemployment in the United Kingdom from ...