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From Supply Chain Integration to Operational Performance: The Moderating Effect of Market Uncertainty

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Listed:
  • Dawei Lu

    (University of Warwick)

  • Yi Ding

    (University of Warwick)

  • Sobhan Asian

    (RMIT University)

  • Sanjoy Kumar Paul

    (University of Technology Sydney)

Abstract

This research examines the moderating effect of market uncertainty on the causal effects from supply chain integration to operational performance of a typical supply chain. Based on an extensive and critical literature review, two exploratory conceptual hypotheses have been developed for the nonlinear relationship between the supply chain integration and operational performance of the original equipment manufacturer, and how may that relationship be moderated by a specific construct of market uncertainty. Empirical survey instrument has been designed and applied to gather the data from a wide spectrum of automotive industry in China. Confirmative factor analysis and threshold regression analysis were used as the primary research methodology to test the hypotheses. We find strong support to the hypotheses from the empirical evidence, which leads to the finding that the relationship between the supply chain integration and operational performance is ‘nonlinear’, and the ‘nonlinearity’ can be significantly moderated by the market uncertainty as one of the key environmental factors for the supply chain. This study extends the current literature by contributing for the first time the discussion of an analytical model that represents the causal effects from supply chain integration to its operational performance with respect to the market uncertainty as a moderating factor.

Suggested Citation

  • Dawei Lu & Yi Ding & Sobhan Asian & Sanjoy Kumar Paul, 2018. "From Supply Chain Integration to Operational Performance: The Moderating Effect of Market Uncertainty," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 19(1), pages 3-20, March.
  • Handle: RePEc:spr:gjofsm:v:19:y:2018:i:1:d:10.1007_s40171-017-0161-9
    DOI: 10.1007/s40171-017-0161-9
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    1. van der Vaart, Taco & van Donk, Dirk Pieter, 2008. "A critical review of survey-based research in supply chain integration," International Journal of Production Economics, Elsevier, vol. 111(1), pages 42-55, January.
    2. Hansen, Bruce E., 1999. "Threshold effects in non-dynamic panels: Estimation, testing, and inference," Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
    3. Lee Cronbach, 1951. "Coefficient alpha and the internal structure of tests," Psychometrika, Springer;The Psychometric Society, vol. 16(3), pages 297-334, September.
    4. Yuandi Wang & Jian Li & Lutao Ning & Deming Zeng & Xin Gu, 2014. "Dynamic patterns of technology collaboration: a case study of the Chinese automobile industry, 1985–2010," Scientometrics, Springer;Akadémiai Kiadó, vol. 101(1), pages 663-683, October.
    5. Steven Tadelis & Oliver E.Williamson, 2012. "Transaction Cost Economics [The Handbook of Organizational Economics]," Introductory Chapters,, Princeton University Press.
    6. Liu, Zugang & Cruz, Jose M., 2012. "Supply chain networks with corporate financial risks and trade credits under economic uncertainty," International Journal of Production Economics, Elsevier, vol. 137(1), pages 55-67.
    7. Rezaei Somarin, Aghil & Chen, Songlin & Asian, Sobhan & Wang, David Z.W., 2017. "A heuristic stock allocation rule for repairable service parts," International Journal of Production Economics, Elsevier, vol. 184(C), pages 131-140.
    8. Zhang, David Z., 2011. "Towards theory building in agile manufacturing strategies--Case studies of an agility taxonomy," International Journal of Production Economics, Elsevier, vol. 131(1), pages 303-312, May.
    9. Prajogo, Daniel & Olhager, Jan, 2012. "Supply chain integration and performance: The effects of long-term relationships, information technology and sharing, and logistics integration," International Journal of Production Economics, Elsevier, vol. 135(1), pages 514-522.
    10. Bruce E. Hansen, 2000. "Sample Splitting and Threshold Estimation," Econometrica, Econometric Society, vol. 68(3), pages 575-604, May.
    11. Stratton, R. & Warburton, R. D. H., 2003. "The strategic integration of agile and lean supply," International Journal of Production Economics, Elsevier, vol. 85(2), pages 183-198, August.
    12. Li, Gang & Yang, Hongjiao & Sun, Linyan & Sohal, Amrik S., 2009. "The impact of IT implementation on supply chain integration and performance," International Journal of Production Economics, Elsevier, vol. 120(1), pages 125-138, July.
    13. Kim, Soo Wook, 2009. "An investigation on the direct and indirect effect of supply chain integration on firm performance," International Journal of Production Economics, Elsevier, vol. 119(2), pages 328-346, June.
    14. Kingshuk K. Sinha & Andrew H. Van de Ven, 2005. "Designing Work Within and Between Organizations," Organization Science, INFORMS, vol. 16(4), pages 389-408, August.
    15. Jushan Bai, 1997. "Estimation Of A Change Point In Multiple Regression Models," The Review of Economics and Statistics, MIT Press, vol. 79(4), pages 551-563, November.
    16. Agarwal, Ashish & Shankar, Ravi & Tiwari, M.K., 2006. "Modeling the metrics of lean, agile and leagile supply chain: An ANP-based approach," European Journal of Operational Research, Elsevier, vol. 173(1), pages 211-225, August.
    17. Javad Khazaei Pool & Sobhan Asian & S. Mohammad Arabzad & Hadi Balouei Jamkhaneh & Jafar Kia Lashaki, 2017. "Development of a model to analyse the factors affecting RFID technology acceptance in small and medium-sized enterprises," International Journal of Services and Operations Management, Inderscience Enterprises Ltd, vol. 28(4), pages 468-494.
    18. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    19. Andrews, Donald W K & Ploberger, Werner, 1994. "Optimal Tests When a Nuisance Parameter Is Present Only under the Alternative," Econometrica, Econometric Society, vol. 62(6), pages 1383-1414, November.
    20. Shahrzad Faghih-Roohi & Yew-Soon Ong & Sobhan Asian & Allan N. Zhang, 2016. "Dynamic conditional value-at-risk model for routing and scheduling of hazardous material transportation networks," Annals of Operations Research, Springer, vol. 247(2), pages 715-734, December.
    21. Koenker, Roger & Bassett, Gilbert, Jr, 1982. "Robust Tests for Heteroscedasticity Based on Regression Quantiles," Econometrica, Econometric Society, vol. 50(1), pages 43-61, January.
    22. Les Coleman, 2011. "An Exploratory Analysis of Factors Influencing Initial Market Response and Media Reports following Shock Corporate Events," The Financial Review, Eastern Finance Association, vol. 46(2), pages 313-336, May.
    23. Suresh Kotha & Anil Nair, 1995. "Strategy and environment as determinants of performance: Evidence from the Japanese machine tool industry," Strategic Management Journal, Wiley Blackwell, vol. 16(7), pages 497-518.
    24. Breusch, T S & Pagan, A R, 1979. "A Simple Test for Heteroscedasticity and Random Coefficient Variation," Econometrica, Econometric Society, vol. 47(5), pages 1287-1294, September.
    25. Yusuf, Y. Y. & Gunasekaran, A. & Adeleye, E. O. & Sivayoganathan, K., 2004. "Agile supply chain capabilities: Determinants of competitive objectives," European Journal of Operational Research, Elsevier, vol. 159(2), pages 379-392, December.
    26. Bradley C. Boehmke & Benjamin T. Hazen, 2017. "The Future of Supply Chain Information Systems: The Open Source Ecosystem," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 18(2), pages 163-168, June.
    27. Farrell, Andrew M., 2010. "Insufficient discriminant validity: A comment on Bove, Pervan, Beatty, and Shiu (2009)," Journal of Business Research, Elsevier, vol. 63(3), pages 324-327, March.
    28. Droge, Cornelia & Vickery, Shawnee K. & Jacobs, Mark A., 2012. "Does supply chain integration mediate the relationships between product/process strategy and service performance? An empirical study," International Journal of Production Economics, Elsevier, vol. 137(2), pages 250-262.
    29. Sten Henrysson, 1963. "Correction of item-total correlations in item analysis," Psychometrika, Springer;The Psychometric Society, vol. 28(2), pages 211-218, June.
    30. Cristina Giménez & Eva Ventura, 2003. "Logistics-production, logistics-marketing and external integration: Their impact on performance," Economics Working Papers 657, Department of Economics and Business, Universitat Pompeu Fabra.
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