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The Impact of Ordering Behavior on Order-Quantity Variability: A Study of Forward and Reverse Bullwhip Effects

Ying Rong
University of California, Berkeley - Department of Industrial Engineering and Operations Research

Zuo-Jun Max Shen
University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)

Lawrence V. Snyder
Lehigh University


February 8, 2009


Abstract:     
We introduce the concept of the reverse bullwhip effect (RBWE), which can be caused by supply disruptions. In the RBWE, order variability increases as one moves downstream in the supply chain, and therefore the RBWE is the opposite of the classical bullwhip effect (BWE). We test our conjecture that disruptions cause the RBWE using both a live "beer game" experiment and a simulation study. In the beer game, we find that players modify their ordering behavior during disruptions, and that these modifications cause the RBWE. We confirm this cause of the RBWE under a broad range of settings using discrete-event simulation. Our results demonstrate that supply uncertainty (in the form of random disruptions) and an overweighting of the supply line cause the RBWE. They also confirm previous studies showing that demand uncertainty and an underweighting of the supply line cause the BWE. Moreover, our study provides guidance for models of operational disruptions by incorporating human reactions to disruptions.

Working Paper Series

Date posted: February 13, 2009 ; Last revised: April 09, 2009

Suggested Citation

Rong, Ying, Shen, Zuo-Jun Max and Snyder, Lawrence V., The Impact of Ordering Behavior on Order-Quantity Variability: A Study of Forward and Reverse Bullwhip Effects (February 8, 2009). Available at SSRN: http://ssrn.com/abstract=1289830


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Contact Information

Ying Rong (Contact Author)
University of California, Berkeley - Department of Industrial Engineering and Operations Research ( email )
Berkeley, CA 94720
United States
HOME PAGE: http://www.lehigh.edu/~yir204
Zuo-Jun Max Shen
University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) ( email )
IEOR Department
4135 Etcheverry Hall
Berkeley, CA 94720
United States
Lawrence V. Snyder
Lehigh University ( email )
621 Taylor Street
Bethlehem, PA 18015
United States
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