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Measures of the Capital Network of the U.S. Economy

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  • Ben Klemens

Abstract

About two million U.S. corporations and partnerships are linked to each other and human investors by about 15 million owner-subsidiary links. Comparable social networks such as corporate board memberships and socially-built systems such as the network of Internet links are "small worlds," meaning a network with a small diameter and link densities with a power-law distribution, but these properties had not yet been measured for the business entity network. This article shows that both inbound links and outbound links display a power-law distribution with a coefficient of concentration estimable to within a generally narrow confidence interval, overall, for subnetworks including only business entities, only for the great connected component of the network, and in subnetworks with edges associated with certain industries, for all years 2009-2021. In contrast to other networks with power-law distributed link densities, the network is mostly a tree, and has a diameter an order of magnitude larger than a small-world network with the same link distribution. The regularity of the power-law distribution indicates that its coefficient can be used as a new, well-defined macroeconomic metric for the concentration of capital flows in an economy. Economists might use it as a new measure of market concentration which is more comprehensive than measures based only on the few biggest firms. Comparing capital link concentrations across countries would facilitate modeling the relationship between business network characteristics and other macroeconomic indicators.

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  • Ben Klemens, 2024. "Measures of the Capital Network of the U.S. Economy," Papers 2401.12118, arXiv.org.
  • Handle: RePEc:arx:papers:2401.12118
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    References listed on IDEAS

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    1. Omar A Guerrero & Robert L Axtell, 2013. "Employment Growth through Labor Flow Networks," PLOS ONE, Public Library of Science, vol. 8(5), pages 1-12, May.
    2. S. Battiston & M. Catanzaro, 2004. "Statistical properties of corporate board and director networks," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 38(2), pages 345-352, March.
    3. Raffaele Corrado & Maurizio Zollo, 2006. "Small worlds evolving: governance reforms, privatizations, and ownership networks in Italy," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 15(2), pages 319-352, April.
    4. Fredrik Liljeros & Christofer R. Edling & Luís A. Nunes Amaral & H. Eugene Stanley & Yvonne Åberg, 2001. "The web of human sexual contacts," Nature, Nature, vol. 411(6840), pages 907-908, June.
    5. Garry Robins & Malcolm Alexander, 2004. "Small Worlds Among Interlocking Directors: Network Structure and Distance in Bipartite Graphs," Computational and Mathematical Organization Theory, Springer, vol. 10(1), pages 69-94, May.
    6. William F. Fox & LeAnn Luna, 2005. "Do Limited Liability Companies Explain Declining State Corporate Tax Revenues?," Public Finance Review, , vol. 33(6), pages 690-720, November.
    7. Michael Boss & Helmut Elsinger & Martin Summer & Stefan Thurner, 2004. "Network topology of the interbank market," Quantitative Finance, Taylor & Francis Journals, vol. 4(6), pages 677-684.
    8. Park, Sangjin & Yang, Jae-Suk, 2021. "Relationships between capital flow and economic growth: A network analysis," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 72(C).
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