Naval Research Logistics (NRL) · 2000 · 448 citations · 14 references
Forecasting MethodologyEngineeringInventory TheorySupply Chain RiskClosed-loop Supply ChainOperations ResearchEconomic ForecastingSupply Chain DisruptionManagementEconomic AnalysisLogisticsSupply ChainQuantitative ManagementEconomicsBullwhip EffectCustomer DemandPredictive AnalyticsDemand ForecastingSupply Chain DesignSupply Chain ManagementForecastingMarketingFinanceSupply ManagementMacroeconomicsBusinessEconometricsProduction ForecastingBusiness ForecastingSupply Chain Analysis
An important phenomenon often observed in supply chain management, known as the bullwhip effect, implies that demand variability increases as one moves up the supply chain, i.e., as one moves away from customer demand. In this paper we quantify this effect for simple, two-stage, supply chains consisting of a single retailer and a single manufacturer. We demonstrate that the use of an exponential smoothing forecast by the retailer can cause the bullwhip effect and contrast these results with the increase in variability due to the use of a moving average forecast. We consider two types of demand processes, a correlated demand process and a demand process with a linear trend. We then discuss several important managerial insights that can be drawn from this research. © 2000 John Wiley & Sons, Inc. Naval Research Logistics 47: 269–286, 2000
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Forecasting methods and applications
Computers & Operations Research · 1993 · 2.4K citations
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The Bullwhip Effect In Supply Chains 1
Hau L. Lee, Vineet Padmanabhan, Seungjin Whang · 1997 · 1.9K citations