Briefly answer the questions.

1. Explain why demand forecasting should be an "extrapolation", not "interpolation" .

2. Note that the revenue is not the same as demand. Usually, the amount of revenue in general is smaller than that of real demand. Explain why.

3. In the time-series regression analysis, there are three cases in practice, where lagged variables must be incorporated. Please explain them.