If you're just using the algorithm to suggest items customers may be interested in buying, the math might not be important because nobody loses much when a mistake is made. Sometimes the stakes are higher and it's important to know what's really going on. If you're using an algorithm to decide who to give a loan to, all those "unimportant" small details might turn out to be very important once it's too late.