A new study from Auburn University’s Harbert College of Business reported that consumers who buy online and pick up in store, a process known as BOPIS or click and collect, are more likely to be satisfied with substitutions for out-of-stock products when the item is a staple like ketchup or paper towels rather than an indulgence item like coffee or perfume.