Downward substitution is common in many industries and occurs in supply chain management when a firm used a higher value item to satisfy the demand of a lower value item that is out of stock. This type of substitution is driven by the supplier in order to increase customer service quality and / or revenue. For example, a hotel might choose to fill its
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