A prediction is an empirical consequence of a theory that has not yet been verified at the time the theory was constructed. A **predictive model** is a statistical model used to provide a value or range of values of the response based on values of the predictors that were not used to train the model. Prediction can go wrong with a poorly fitted model--either due to overfitting or insufficient data and inappropriate [[extrapolation]].