Starting with the historical need to fit a model we outline the issues involved in fitting. Next we explain the set-up of forecast and illustrate with some examples and applications. Issues involved in forecast, including some unresolved ones, are described. In the process, we realize that fitting and forecasting are different objectives and the same methods and criteria are not applicable to both.