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Supply chain cash-flow bullwhip effect: An empirical investigation

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  • Patil, Chintan
  • Prabhu, Vittaldas

Abstract

The cashflow bullwhip effect (CFB) is the amplification of working capital variance along a supply chain, analogous to the bullwhip effect (BWE) for order variance. High CFB is an indication of inefficiency in working capital management. This study investigates the occurrence of CFB and BWE in a sample of 763 U.S. public companies from 2010 to 2019. The results indicate that CFB is experienced by 37% of retailing, 43% of wholesaling, and 81% of manufacturing firms. Additionally, firms with conservative payment policies have smaller CFB and BWE, while high liquidity ratios are associated with smaller BWE. Predictability in demand seasonality is linked with smaller CFB and BWE, while high lead time is associated with larger CFB and BWE. Higher demand autocorrelation is associated with larger BWE. This new knowledge on the associations between CFB and BWE with firm attributes can help inform important decisions, including those made at the firm, industry, or government policy level.

Suggested Citation

  • Patil, Chintan & Prabhu, Vittaldas, 2024. "Supply chain cash-flow bullwhip effect: An empirical investigation," International Journal of Production Economics, Elsevier, vol. 267(C).
    • Handle: RePEc:eee:proeco:v:267:y:2024:i:c:s0925527323002979
    DOI: 10.1016/j.ijpe.2023.109065
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    1. Towill, Denis R. & Zhou, Li & Disney, Stephen M., 2007. "Reducing the bullwhip effect: Looking through the appropriate lens," International Journal of Production Economics, Elsevier, vol. 108(1-2), pages 444-453, July.
    2. Alexandre Dolgui & Dmitry Ivanov & Maxim Rozhkov, 2020. "Does the ripple effect influence the bullwhip effect? An integrated analysis of structural and operational dynamics in the supply chain," International Journal of Production Research, Taylor & Francis Journals, vol. 58(5), pages 1285-1301, March.
    3. Xingji Chen & Jing Zeng & Xigang Yuan & Sundarapandian Vaidyanathan, 2022. "The Impact of Bullwhip Effect on the Cash Flow in Two-Parallel Supply Chain Systems with the Competition Effect," Discrete Dynamics in Nature and Society, Hindawi, vol. 2022, pages 1-21, January.
    4. Gérard P. Cachon & Taylor Randall & Glen M. Schmidt, 2007. "In Search of the Bullwhip Effect," Manufacturing & Service Operations Management, INFORMS, vol. 9(4), pages 457-479, April.
    5. Ehsan Badakhshan & Paul Humphreys & Liam Maguire & Ronan McIvor, 2020. "Using simulation-based system dynamics and genetic algorithms to reduce the cash flow bullwhip in the supply chain," International Journal of Production Research, Taylor & Francis Journals, vol. 58(17), pages 5253-5279, September.
    6. Isaksson, Olov H.D. & Seifert, Ralf W., 2016. "Quantifying the bullwhip effect using two-echelon data: A cross-industry empirical investigation," International Journal of Production Economics, Elsevier, vol. 171(P3), pages 311-320.
    7. Pastore, Erica & Alfieri, Arianna & Zotteri, Giulio, 2019. "An empirical investigation on the antecedents of the bullwhip effect: Evidence from the spare parts industry," International Journal of Production Economics, Elsevier, vol. 209(C), pages 121-133.
    8. Chiang, Chung-Yean & Lin, Winston T. & Suresh, Nallan C., 2016. "An empirically-simulated investigation of the impact of demand forecasting on the bullwhip effect: Evidence from U.S. auto industry," International Journal of Production Economics, Elsevier, vol. 177(C), pages 53-65.
    9. Ojha, Divesh & Sahin, Funda & Shockley, Jeff & Sridharan, Sri V., 2019. "Is there a performance tradeoff in managing order fulfillment and the bullwhip effect in supply chains? The role of information sharing and information type," International Journal of Production Economics, Elsevier, vol. 208(C), pages 529-543.
    10. Tangsucheeva, Rattachut & Prabhu, Vittaldas, 2013. "Modeling and analysis of cash-flow bullwhip in supply chain," International Journal of Production Economics, Elsevier, vol. 145(1), pages 431-447.
    11. Udenio, Maximiliano & Fransoo, Jan C. & Peels, Robert, 2015. "Destocking, the bullwhip effect, and the credit crisis: Empirical modeling of supply chain dynamics," International Journal of Production Economics, Elsevier, vol. 160(C), pages 34-46.
    12. Huang, Jing & Yang, Wensheng & Tu, Yiliu, 2020. "Financing mode decision in a supply chain with financial constraint," International Journal of Production Economics, Elsevier, vol. 220(C).
    13. Peng, Juan & Zhou, Zhili, 2019. "Working capital optimization in a supply chain perspective," European Journal of Operational Research, Elsevier, vol. 277(3), pages 846-856.
    14. Frank Chen & Zvi Drezner & Jennifer K. Ryan & David Simchi-Levi, 2000. "Quantifying the Bullwhip Effect in a Simple Supply Chain: The Impact of Forecasting, Lead Times, and Information," Management Science, INFORMS, vol. 46(3), pages 436-443, March.
    15. Robert L. Bray & Haim Mendelson, 2012. "Information Transmission and the Bullwhip Effect: An Empirical Investigation," Management Science, INFORMS, vol. 58(5), pages 860-875, May.
    16. repec:eme:marpps:10222529200500001 is not listed on IDEAS
    17. Akkermans, H.A. & Voss, C., 2013. "The service bullwhip effect," Other publications TiSEM 94cf4db3-1de0-4b53-897b-8, Tilburg University, School of Economics and Management.
    18. Zhu, Tianyuan & Balakrishnan, Jaydeep & da Silveira, Giovani J.C., 2020. "Bullwhip effect in the oil and gas supply chain: A multiple-case study," International Journal of Production Economics, Elsevier, vol. 224(C).
    19. Pirttilä, M. & Virolainen, V.M. & Lind, L. & Kärri, T., 2020. "Working capital management in the Russian automotive industry supply chain," International Journal of Production Economics, Elsevier, vol. 221(C).
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