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An information-content based measure of proliferation as a proxi for structural complexity

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  • Ruiz-Hernández, Diego
  • Menezes, Mozart B.C.
  • Amrani, Aicha

Abstract

In this article we propose the use of an information-content based measure as a proxy for supply chain complexity. The focus of our research is the problem of structural complexity in the supply chain, i.e. the complexity emanating from the proliferation of products, channels and markets. Notwithstanding it is widely agreed among practitioners that this proliferation damages supply chains, rendering them less efficient, there is still need for a mechanism for measuring structural complexity and evaluating its impact on the firm's performance. In an attempt to filling this void, we propose a definition that originates from the firm's business strategy and, based on it, suggest the direct use of entropy as a more austere measure for structural complexity than other available alternatives, which rely heavily in the use of typically hard to acquire data. We show that the suggested measure has some interesting mathematical properties (to which we refer to as internal consistency) together with the capability of reproducing certain empirical regularities observed in supply chain management (external consistency). Moreover, the proposed measure has attributes that are not present in other measures: it requires a limited and easily accessible amount of data, it allows direct comparison between firms or business units, and it is a useful tool for assessing the impact on structural complexity of alternative managerial decisions (the look-ahead property). Numerical examples are provided.

Suggested Citation

  • Ruiz-Hernández, Diego & Menezes, Mozart B.C. & Amrani, Aicha, 2019. "An information-content based measure of proliferation as a proxi for structural complexity," International Journal of Production Economics, Elsevier, vol. 212(C), pages 78-91.
  • Handle: RePEc:eee:proeco:v:212:y:2019:i:c:p:78-91
    DOI: 10.1016/j.ijpe.2019.02.008
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    1. S Sivadasan & J Smart & L Huaccho Huatuco & A Calinescu, 2010. "Operational complexity and supplier–customer integration: case study insights and complexity rebound," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 61(12), pages 1709-1718, December.
    2. Da Silveira, Giovani & Borenstein, Denis & Fogliatto, Flavio S., 2001. "Mass customization: Literature review and research directions," International Journal of Production Economics, Elsevier, vol. 72(1), pages 1-13, June.
    3. Jacquemin, Alexis P & Berry, Charles H, 1979. "Entropy Measure of Diversification and Corporate Growth," Journal of Industrial Economics, Wiley Blackwell, vol. 27(4), pages 359-369, June.
    4. Blecker, Thorsten & Abdelkafi, Nizar & Kaluza, Bernd & Kreutler, Gerold, 2004. "Mass Customization vs. Complexity: A Gordian Knot?," MPRA Paper 5290, University Library of Munich, Germany.
    5. Sharon Novak & Steven D. Eppinger, 2001. "Sourcing By Design: Product Complexity and the Supply Chain," Management Science, INFORMS, vol. 47(1), pages 189-204, January.
    6. Marshall L. Fisher & Christopher D. Ittner, 1999. "The Impact of Product Variety on Automobile Assembly Operations: Empirical Evidence and Simulation Analysis," Management Science, INFORMS, vol. 45(6), pages 771-786, June.
    7. Wang, Q. & von Tunzelmann, N., 2000. "Complexity and the functions of the firm: breadth and depth," Research Policy, Elsevier, vol. 29(7-8), pages 805-818, August.
    8. Fernando Bernstein & A. Gürhan Kök & Lei Xie, 2011. "The Role of Component Commonality in Product Assortment Decisions," Manufacturing & Service Operations Management, INFORMS, vol. 13(2), pages 261-270, August.
    9. Wu, Y. & Frizelle, G. & Efstathiou, J., 2007. "A study on the cost of operational complexity in customer-supplier systems," International Journal of Production Economics, Elsevier, vol. 106(1), pages 217-229, March.
    10. Gong, Qiguo & Yang, Yuru & Wang, Shouyang, 2014. "Information and decision-making delays in MRP, KANBAN, and CONWIP," International Journal of Production Economics, Elsevier, vol. 156(C), pages 208-213.
    11. Perona, Marco & Miragliotta, Giovanni, 2004. "Complexity management and supply chain performance assessment. A field study and a conceptual framework," International Journal of Production Economics, Elsevier, vol. 90(1), pages 103-115, July.
    12. David P. Rutenberg & Timothy L. Shaftel, 1971. "Product Design: Subassemblies for Multiple Markets," Management Science, INFORMS, vol. 18(4-Part-I), pages 220-231, December.
    13. Sivadasan, S. & Efstathiou, J. & Calinescu, A. & Huatuco, L. Huaccho, 2006. "Advances on measuring the operational complexity of supplier-customer systems," European Journal of Operational Research, Elsevier, vol. 171(1), pages 208-226, May.
    14. Fan, Huan & Li, Gang & Sun, Hongyi & Cheng, T.C.E., 2017. "An information processing perspective on supply chain risk management: Antecedents, mechanism, and consequences," International Journal of Production Economics, Elsevier, vol. 185(C), pages 63-75.
    15. Ibrahim H. Garbie & Ashraf Shikdar, 2011. "Analysis and estimation of complexity level in industrial firms," International Journal of Industrial and Systems Engineering, Inderscience Enterprises Ltd, vol. 8(2), pages 175-197.
    16. Krishna Palepu, 1985. "Diversification strategy, profit performance and the entropy measure," Strategic Management Journal, Wiley Blackwell, vol. 6(3), pages 239-255, July.
    17. Wang, Hui & Gong, Qiguo & Wang, Shouyang, 2017. "Information processing structures and decision making delays in MRP and JIT," International Journal of Production Economics, Elsevier, vol. 188(C), pages 41-49.
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    Cited by:

    1. Perea, Federico & Yepes-Borrero, Juan C. & Menezes, Mozart B.C., 2023. "Acceptance Ordering Scheduling Problem: The impact of an order-portfolio on a make-to-order firm’s profitability," International Journal of Production Economics, Elsevier, vol. 264(C).
    2. Menezes, Mozart B.C. & Pinto, Roberto, 2022. "Product proliferation, cannibalisation, and substitution: A first look into entailed risk and complexity," International Journal of Production Economics, Elsevier, vol. 243(C).
    3. Menezes, Mozart B.C. & Ruiz-Hernández, Diego & Chen, Yen-Tsang, 2021. "On the validity and practical relevance of a measure for structural complexity," International Journal of Production Economics, Elsevier, vol. 240(C).
    4. Menezes, Mozart B.C. & Jalali, Hamed & Lamas, Alejandro, 2021. "One too many: Product proliferation and the financial performance in manufacturing," International Journal of Production Economics, Elsevier, vol. 242(C).
    5. Lin, Yun Hui & Wang, Yuan & Lee, Loo Hay & Chew, Ek Peng, 2021. "Consistency matters: Revisiting the structural complexity for supply chain networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 572(C).

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