In this chapter, we explored aspects of portfolio forecasting, steps in the forecasting process, tips for the visualization of time series data, and model building for a business case. Both regression and ARIMA models were used, and we compared the results of the model by using a validation sample. In the next chapter, we will discuss risk modeling.