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In Chapter 4 of the Production Operations Management tutorial, the focus is on forecasting, specifically addressing a problem with trend and seasonality. The tutorial begins by examining a dataset to identify the trend, suggesting the use of a line chart to visualize it. It emphasizes the importance of determining the intercept and slope through a time series analysis by entering a time period that ranges from 1 to 36. The speaker explains how to find the intercept and slope by utilizing the function for intercept while selecting the relevant demand and period, opting for a whole range over a specific highlighted area.