I want to forecast the July demand for the new bicycle that will be launched into the market….

➤ Why is the intercept important when forecasting July demand with this model?
The intercept represents the model’s baseline demand when period equals zero. It anchors the line and combines with the slope to predict future months. It does not directly capture seasonality, so use seasonal indices or dummy variables to reflect hot versus cold months when forecasting to avoid biased estimates.