Importance of Demand Estimation

Why is knowing (or estimating) the product demand so crucial for a firm?

In your response, include an example of a business that has suffered from poorly estimating the demand of its products. Evaluate how or why the business made such a mistake.
To keep our discussion more interesting, please use examples that are not from our textbook.