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Discount selection for site sales is largely controlled by the "L5" ML model. The process consists of candidacy selection, discount lift estimation, and constrained optimization to allocate the discount promotional spend. We will discuss the formulation of each portion of the model in context of the overall problem of site sales and Overstock's pricing strategy