Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
is what happens most of the time. A regression model not built for prediction, but used anyhow, will easily run into problems when you extend it outside its boundaries. When analyzing a relationship between a response (y) and an explanatory variable (x) it may be apparent that for different ranges