Consistency matters: Revisiting the structural complexity for supply chain networks

Abstract Modern supply chains are becoming increasingly complex. It is commonly believed that complexity is an impediment to performance, and proactively managing complexity can lead to better supply chain efficiency. However, complexity management has not been well-established and widely implemented in the industry, partly because little effort has been made to develop tools for quantifying the complexity. In this paper, we investigate the structural complexity of supply chain networks and aim to provide a supplement to the complexity measures in the literature. For supply chain networks, it is argued that a proper complexity measure should guarantee the consistency requirement, i.e., the complexity of a network should be higher than the complexity of its subnetwork. This is because the network has more members and interactions and normally incurs higher maintenance cost and imposes higher difficulties of management. With this argument, the contributions are three-fold. Firstly, by visualizing supply chain networks as directed graphs, this paper examines the consistency of six existing complexity measures with rigorous proofs. Unfortunately, only two of them are consistent. We point out that although the consistency check is only valid for unweighted graphs, it still has practical implications because it is prevailing in the literature to represent a large-scale supply chain network as an unweighted graph. Secondly, this paper shows those consistent measures are not suitable in multiple scenarios of supply chain networks because they may generate misleading results. Thirdly, to overcome their limitations, a consistent measure that leads to reasonable conclusions is proposed. Extensive numerical experiments are conducted to verify the usefulness of the proposed measure.

[1]  V. Modrak,et al.  Structural Complexity of Assembly Supply Chains: A Theoretical Framework , 2013 .

[2]  Thomas Y. Choi,et al.  The Supply Base and Its Complexity: Implications For Transaction Costs, Risks, Responsiveness, and Innovation , 2006 .

[3]  Yoram Koren,et al.  Product variety and manufacturing complexity in assembly systems and supply chains , 2008 .

[4]  Tao Wen,et al.  Measuring the complexity of complex network by Tsallis entropy , 2019, Physica A: Statistical Mechanics and its Applications.

[5]  Jennifer Blackhurst,et al.  The Severity of Supply Chain Disruptions: Design Characteristics and Mitigation Capabilities , 2007, Decis. Sci..

[6]  Robert E. Ulanowicz,et al.  Quantitative methods for ecological network analysi , 2004, Comput. Biol. Chem..

[7]  Vladimir Modrak,et al.  Modelling and Complexity Assessment of Assembly Supply Chain Systems , 2012 .

[8]  Thomas Wilhelm,et al.  What is a complex graph , 2008 .

[9]  Philippa Pattison,et al.  Manufacturing Relations: An Empirical Study of the Organization of Production Across Multiple Networks , 2006, Organ. Sci..

[10]  Gregory M. Constantine,et al.  Graph complexity and the laplacian matrix in blocked experiments , 1990 .

[11]  Nancy R. Hall,et al.  Combined Network Complexity Measures , 1984, IBM J. Res. Dev..

[12]  Giovanni Miragliotta,et al.  Complexity management and supply chain performance assessment. A field study and a conceptual framework , 2004 .

[13]  Dong-Young Kim,et al.  Understanding supplier structural embeddedness: A social network perspective , 2014 .

[14]  Paolo Trucco,et al.  Managing structural and dynamic complexity in supply chains: insights from four case studies , 2019, Production Planning & Control.

[15]  Angappa Gunasekaran,et al.  Supply chain resilience: role of complexities and strategies , 2015 .

[16]  Janet Efstathiou,et al.  A method for analysing operational complexity in supply chains , 2013, J. Oper. Res. Soc..

[17]  Diego Ruiz-Hernández,et al.  A Metaheuristic Approach for Quantifying the Effects of the Structural Complexity in Facility Location Problems , 2020 .

[18]  Adil Baykasoglu,et al.  Complexity and performance measurement for retail supply chains , 2019, Ind. Manag. Data Syst..

[19]  Adil Baykasoglu,et al.  Modelling complexity in retail supply chains , 2016, Kybernetes.

[20]  S. Borgatti,et al.  On Social Network Analysis in a Supply Chain Context , 2009 .

[21]  Ladislav Lukás,et al.  Operational Complexity of Supplier-Customer Systems Measured by Entropy - Case Studies , 2016, Entropy.

[22]  Daria Battini,et al.  Performance measurement in supply chains: new network analysis and entropic indexes , 2010 .

[23]  Aicha Amrani,et al.  An information-content based measure of proliferation as a proxi for structural complexity , 2019, International Journal of Production Economics.

[24]  Carlos Manuel Taboada Rodriguez,et al.  A Theoretical Framework Assessment Proposal for a Complexity Degree Measurement on a Supply Chain Network , 2020 .

[25]  HERBERT A. SIMON,et al.  The Architecture of Complexity , 1991 .

[26]  Stasys Jukna,et al.  On Graph Complexity , 2006, Combinatorics, Probability and Computing.

[27]  Seyda Serdarasan,et al.  A review of supply chain complexity drivers , 2013, Comput. Ind. Eng..

[28]  Janet Efstathiou,et al.  A web-based expert system to assess the complexity of manufacturing organizations , 2002 .

[29]  K. Lai,et al.  An Organizational Theoretic Review of Green Supply Chain Management Literature , 2011 .

[30]  Matthias Dehmer,et al.  Entropy and the Complexity of Graphs Revisited , 2012, Entropy.

[31]  Michael E. Orrison,et al.  The Linear Complexity of a Graph , 2006, Electron. J. Comb..

[32]  Zach G. Zacharia,et al.  DEFINING SUPPLY CHAIN MANAGEMENT , 2001 .

[33]  D. Battini,et al.  Decreasing network complexity with logistics outsourcing: an entropic approach , 2010 .

[34]  Stephan M. Wagner,et al.  Structural drivers of upstream supply chain complexity and the frequency of supply chain disruptions , 2015 .

[35]  Hector Zenil,et al.  A Review of Graph and Network Complexity from an Algorithmic Information Perspective , 2018, Entropy.

[36]  Jennifer Blackhurst,et al.  PCDM: a decision support modeling methodology for supply chain, product and process design decisions , 2005 .

[37]  Daria Battini,et al.  Towards a use of network analysis: quantifying the complexity of Supply Chain Networks , 2007 .

[38]  Yin-Yann Chen,et al.  An analysis of the structural complexity of supply chain networks , 2014 .

[39]  Claude E. Shannon,et al.  The Mathematical Theory of Communication. , 1951 .

[40]  V. Modrak,et al.  Unraveling complexity in assembly supply chain networks , 2012, 2012 4th IEEE International Symposium on Logistics and Industrial Informatics.

[41]  Janet Efstathiou,et al.  Advances on measuring the operational complexity of supplier-customer systems , 2006, Eur. J. Oper. Res..

[42]  Thomas Y. Choi,et al.  Unveiling the structure of supply networks: case studies in Honda, Acura, and DaimlerChrysler , 2002 .

[43]  Cecil Bozarth,et al.  The impact of supply chain complexity on manufacturing plant performance , 2009 .

[44]  Filiz Isik,et al.  An entropy-based approach for measuring complexity in supply chains , 2010 .

[45]  Thomas Y. Choi,et al.  Supply networks and complex adaptive systems: Control versus emergence , 2001 .