Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
each (statistical) model that you create can serve two purposes: fitting a model to explain the data using the fitted model to predict for unseen situations Although both purposes co-exist in a single model, you should model differently if you intend one purpose above the other. For instance, a