Overfitting prediction model

"All models are wrong, but some are useful."( the statistician George Box 1976 ).

When developing a prediction model, you should make sure all the variables you enter into the model make sense business-wise and always accept to get a gap between predictions and actual numbers. Otherwise, you probably have an overfitting model.