The increased variability and uncertainty requires each member of the supply chain to increase the level of stocks in order to maintain established service levels causing increased inventory holding costs due to overstocking throughout the supply chain, and leads to inefficient use of resources, and eventually results in poor customer service and profitability. Because the bullwhip effect has the detrimental impacts on the performance of the whole supply chain, many researchers have attempted to identify possible causes of the bullwhip effect.