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Testing "efficient supply chain propositions" using topological characterization of the global supply chain network
Abhijit Chakraborty1, Yuichi Ikeda2
1Graduate School of Simulation Studies, The University of Hyogo, Kobe, Japan.
Plos One
|October 1, 2020
Summary
This study analyzes the global supply chain network
Area of Science:
- Network science
- Supply chain management
- Economic complexity
Background:
- Understanding the topological properties of global supply chains is crucial for assessing their efficiency.
- Previous research proposed efficient supply chain propositions based on network characteristics.
- The structure and dynamics of global supply chains remain complex and require further investigation.
Purpose of the Study:
- To analyze the topological properties of the global supply chain network using 2017 data.
- To test the efficient supply chain propositions proposed by Hearnshaw et al.
- To provide a conceptual addition to the short path length proposition by analyzing the bow-tie structure.
Main Methods:
- Collected global supply chain data from Standard & Poor's Capital IQ platform for 2017.
- Analyzed network properties including degree distribution, clustering coefficient, degree-degree correlation, bow-tie structure, and community structure.
- Applied network analysis techniques to characterize the giant weakly connected component (GWCC) and giant strong connected component (GSCC).
Main Results:
- The in- and out-degree distributions follow a power law with exponents γin = 2.42 and γout = 2.11.
- The clustering coefficient decays with an exponent βk = 0.46, and no assortativity was found in nodal degree-degree correlations.
- The bow-tie structure's OUT component is largest (41.1%), and the giant strong connected component (GSCC) comprises 16.4% of firms, with upstream/downstream firms located a few steps away.
Conclusions:
- The study confirms the validity of Hearnshaw et al.'s efficient supply chain propositions (S1-S5, S7) for the global supply chain network.
- The analysis of the bow-tie structure provides a conceptual addition to Proposition S1, detailing short path lengths from the GSCC to IN and OUT components.
- The largest community identified belongs to the consumer discretionary sector in the US, residing within the OUT component of the bow-tie structure.
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