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Order from chaos: A meta‐analysis of supply chain complexity and firm performance

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  • Melek Akın Ateş
  • Robert Suurmond
  • Davide Luzzini
  • Daniel Krause

Abstract

Increased globalization, varying customer requirements, extended product lines, uncertainty regarding supplier performance, and myriad related factors make supply chains utterly complex. While previous research indicates that supply chain complexity plays an important role in explaining performance outcomes, the accumulating evidence is ambiguous. Thus, a finer‐grained analysis is required. By meta‐analyzing 27,668 observations across 102 independent samples from 123 empirical studies, we examine the link between supply chain complexity and firm performance. While the preponderance of evidence from previous studies identifies supply chain complexity as detrimental to firm performance, our results illustrate that although supply chain complexity has a negative effect on operational performance, it has a positive effect on innovation performance and financial performance. Furthermore, we also distinguish among different levels of supply chain (i.e., upstream, downstream, and internal) and observe nuanced findings. Finally, our findings also reveal moderating effects of construct operationalization and study design characteristics. We discuss implications for theory and practice and provide avenues for future research.

Suggested Citation

  • Melek Akın Ateş & Robert Suurmond & Davide Luzzini & Daniel Krause, 2022. "Order from chaos: A meta‐analysis of supply chain complexity and firm performance," Journal of Supply Chain Management, Institute for Supply Management, vol. 58(1), pages 3-30, January.
  • Handle: RePEc:bla:jscmgt:v:58:y:2022:i:1:p:3-30
    DOI: 10.1111/jscm.12264
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    as
    1. Chen, Jian-Xun & Sharma, Piyush & Zhan, Wu & Liu, Li, 2019. "Demystifying the impact of CEO transformational leadership on firm performance: Interactive roles of exploratory innovation and environmental uncertainty," Journal of Business Research, Elsevier, vol. 96(C), pages 85-96.
    2. Hsiao, H.I. & Kemp, R.G.M. & van der Vorst, J.G.A.J. & (Onno) Omta, S.W.F., 2010. "A classification of logistic outsourcing levels and their impact on service performance: Evidence from the food processing industry," International Journal of Production Economics, Elsevier, vol. 124(1), pages 75-86, March.
    3. Wan, Xiang & Sanders, Nadia R., 2017. "The negative impact of product variety: Forecast bias, inventory levels, and the role of vertical integration," International Journal of Production Economics, Elsevier, vol. 186(C), pages 123-131.
    4. Zhongfeng Su (苏中锋) & Jisheng Peng (彭纪生) & Hao Shen (沈灏) & Ting Xiao (肖婷), 2013. "Technological Capability, Marketing Capability, and Firm Performance in Turbulent Conditions. 技术能力、市场能力与企业绩效:基于环境不确定性的研究," Management and Organization Review, The International Association for Chinese Management Research, vol. 9(1), pages 115-137, March.
    5. Sampath Rajagopalan, 2013. "Impact of Variety and Distribution System Characteristics on Inventory Levels at U.S. Retailers," Manufacturing & Service Operations Management, INFORMS, vol. 15(2), pages 191-204, May.
    6. Caridi, Maria & Crippa, Luca & Perego, Alessandro & Sianesi, Andrea & Tumino, Angela, 2010. "Do virtuality and complexity affect supply chain visibility?," International Journal of Production Economics, Elsevier, vol. 127(2), pages 372-383, October.
    7. Andrea Masini & Luk van Wassenhove, 2009. "ERP Competence-Building Mechanisms: An Exploratory Investigation of Configurations of ERP Adopters in the European and U.S. Manufacturing Sectors," Post-Print hal-00516135, HAL.
    8. Merschmann, Ulf & Thonemann, Ulrich W., 2011. "Supply chain flexibility, uncertainty and firm performance: An empirical analysis of German manufacturing firms," International Journal of Production Economics, Elsevier, vol. 130(1), pages 43-53, March.
    9. BLOME, Constantin & SCHOENHERR, Tobias & ECKSTEIN, Dominik, 2014. "The impact of knowledge transfer and complexity on supply chain flexibility: a knowledge-based view," LIDAM Reprints CORE 2603, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    10. Yue Maggie Zhou & Xiang Wan, 2017. "Product variety and vertical integration," Strategic Management Journal, Wiley Blackwell, vol. 38(5), pages 1134-1150, May.
    11. Sheng, Shibin & Zhou, Kevin Zheng & Lessassy, Leopold, 2013. "NPD speed vs. innovativeness: The contingent impact of institutional and market environments," Journal of Business Research, Elsevier, vol. 66(11), pages 2355-2362.
    12. Robert M. Grant & Charles Baden‐Fuller, 2004. "A Knowledge Accessing Theory of Strategic Alliances," Journal of Management Studies, Wiley Blackwell, vol. 41(1), pages 61-84, January.
    13. Andrea Masini & Luk N. Van Wassenhove, 2009. "ERP Competence-Building Mechanisms: An Exploratory Investigation of Configurations of ERP Adopters in the European and U.S. Manufacturing Sectors," Manufacturing & Service Operations Management, INFORMS, vol. 11(2), pages 274-298, May.
    14. Lorentz, Harri & Töyli, Juuso & Solakivi, Tomi & Ojala, Lauri, 2016. "The effect of a geographically dispersed supply base on downside risk: Developing and testing the N-shaped theory," International Business Review, Elsevier, vol. 25(4), pages 872-882.
    15. Robert Suurmond & Finn Wynstra & Jan Dul, 2020. "Unraveling the Dimensions of Supplier Involvement and their Effects on NPD Performance: A Meta‐Analysis," Journal of Supply Chain Management, Institute for Supply Management, vol. 56(3), pages 26-46, July.
    16. Juneho Um & Neungho Han & Tonci Grubic & Asad Ghalib, 2018. "Aligning product variety with supply chain and business strategy," International Journal of Productivity and Performance Management, Emerald Group Publishing Limited, vol. 67(9), pages 1837-1853, November.
    17. Shawnee K. Vickery & Xenophon Koufteros & Cornelia Dröge & Roger Calantone, 2016. "Product Modularity, Process Modularity, and New Product Introduction Performance: Does Complexity Matter?," Production and Operations Management, Production and Operations Management Society, vol. 25(4), pages 751-770, April.
    18. Shibin Sheng & Kevin Zheng Zhou & L. Lessassy, 2013. "NPD speed vs. innovativeness: The contingent impact of institutional and market environments," Post-Print halshs-00862665, HAL.
    19. Kentaro Nobeoka & Jeffrey H Dyer & Anoop Madhok, 2002. "The Influence of Customer Scope on Supplier Learning and Performance in the Japanese Automobile Industry," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 33(4), pages 717-736, December.
    20. Maestrini, Vieri & Luzzini, Davide & Maccarrone, Paolo & Caniato, Federico, 2017. "Supply chain performance measurement systems: A systematic review and research agenda," International Journal of Production Economics, Elsevier, vol. 183(PA), pages 299-315.
    21. Amalesh Sharma & V. Kumar & Jun Yan & Sourav Bikash Borah & Anirban Adhikary, 2019. "Understanding the structural characteristics of a firm’s whole buyer–supplier network and its impact on international business performance," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 50(3), pages 365-392, April.
    22. Yunyue Zhou & Chengli Shu & Wei Jiang & Shanxing Gao, 2019. "Green management, firm innovations, and environmental turbulence," Business Strategy and the Environment, Wiley Blackwell, vol. 28(4), pages 567-581, May.
    23. Li, Yuan & Wei, Zelong & Zhao, Jie & Zhang, Chenlu & Liu, Yi, 2013. "Ambidextrous organizational learning, environmental munificence and new product performance: Moderating effect of managerial ties in China," International Journal of Production Economics, Elsevier, vol. 146(1), pages 95-105.
    24. Wan, Xiang & Britto, Rodrigo & Zhou, Zenan, 2020. "In search of the negative relationship between product variety and inventory turnover," International Journal of Production Economics, Elsevier, vol. 222(C).
    25. Davide Luzzini & Markus Amann & Federico Caniato & Michael Essig & Stefano Ronchi, 2015. "The path of innovation: purchasing and supplier involvement into new product development," Post-Print hal-01289738, HAL.
    26. Su, Zhongfeng & Peng, Jisheng & Shen, Hao & Xiao, Ting, 2013. "Technological Capability, Marketing Capability, and Firm Performance in Turbulent Conditions," Management and Organization Review, Cambridge University Press, pages 115-138.
    27. Prajogo, Daniel I., 2016. "The strategic fit between innovation strategies and business environment in delivering business performance," International Journal of Production Economics, Elsevier, vol. 171(P2), pages 241-249.
    28. Taylor Randall & Serguei Netessine & Nils Rudi, 2006. "An Empirical Examination of the Decision to Invest in Fulfillment Capabilities: A Study of Internet Retailers," Management Science, INFORMS, vol. 52(4), pages 567-580, April.
    29. Chen, Kaui-Hwang & Wang, Chun-Hsien & Huang, Shi-Zheng & Shen, George C., 2016. "Service innovation and new product performance: The influence of market-linking capabilities and market turbulence," International Journal of Production Economics, Elsevier, vol. 172(C), pages 54-64.
    30. Chowdhury, Sanjib, 2011. "The moderating effects of customer driven complexity on the structure and growth relationship in young firms," Journal of Business Venturing, Elsevier, vol. 26(3), pages 306-320, May.
    31. Wei, Zelong & Song, Xi & Wang, Donghan, 2017. "Manufacturing flexibility, business model design, and firm performance," International Journal of Production Economics, Elsevier, vol. 193(C), pages 87-97.
    32. Dominik Eckstein & Matthias Goellner & Constantin Blome & Michael Henke, 2015. "The performance impact of supply chain agility and supply chain adaptability: the moderating effect of product complexity," International Journal of Production Research, Taylor & Francis Journals, vol. 53(10), pages 3028-3046, May.
    33. Blome, Constantin & Schoenherr, Tobias & Eckstein, Dominik, 2014. "The impact of knowledge transfer and complexity on supply chain flexibility: A knowledge-based view," International Journal of Production Economics, Elsevier, vol. 147(PB), pages 307-316.
    34. Shirish Jeble & Rameshwar Dubey & Stephen J. Childe & Thanos Papadopoulos & David Roubaud & Anand Prakash, 2018. "Impact of big data and predictive analytics capability on supply chain sustainability," Post-Print hal-02061341, HAL.
    35. Michel Lander & Pursey Heugens, 2009. "Structure! Agency! (And Other Quarrels): Meta-Analyzing Institutional Theories of Organization," Post-Print hal-00623835, HAL.
    36. Danese, Pamela, 2013. "Supplier integration and company performance: A configurational view," Omega, Elsevier, vol. 41(6), pages 1029-1041.
    37. James G. Combs & T. Russell Crook & Andreas Rauch, 2019. "Meta‐Analytic Research in Management: Contemporary Approaches, Unresolved Controversies, and Rising Standards," Journal of Management Studies, Wiley Blackwell, vol. 56(1), pages 1-18, January.
    38. Su, Zhongfeng & Peng, Jisheng & Shen, Hao & Xiao, Ting, 2013. "Technological Capability, Marketing Capability, and Firm Performance in Turbulent Conditions," Management and Organization Review, Cambridge University Press, vol. 9(1), pages 115-137, March.
    39. Rameshwar Dubey & Angappa Gunasekaran & Stephen J. Childe & Thanos Papadopoulos & Zongwei Luo & David Roubaud, 2020. "Upstream supply chain visibility and complexity effect on focal company’s sustainable performance: Indian manufacturers’ perspective," Annals of Operations Research, Springer, vol. 290(1), pages 343-367, July.
    40. Emma Brandon-Jones & Brian Squire & Yvonne G.T. Van Rossenberg, 2015. "The impact of supply base complexity on disruptions and performance: the moderating effects of slack and visibility," International Journal of Production Research, Taylor & Francis Journals, vol. 53(22), pages 6903-6918, November.
    41. Panagopoulos, Nikolaos G. & Avlonitis, George J., 2010. "Performance implications of sales strategy: The moderating effects of leadership and environment," International Journal of Research in Marketing, Elsevier, vol. 27(1), pages 46-57.
    42. Wong, Christina W.Y. & Lai, Kee-hung & Bernroider, Edward W.N., 2015. "The performance of contingencies of supply chain information integration: The roles of product and market complexity," International Journal of Production Economics, Elsevier, vol. 165(C), pages 1-11.
    43. Yoon Hee Kim, 2017. "The Effects of Major Customer Networks on Supplier Profitability," Journal of Supply Chain Management, Institute for Supply Management, vol. 53(1), pages 26-40, January.
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