IDEAS home Printed from https://ideas.repec.org/a/cup/netsci/v14y2026ipe22_22.html

Measures of the capital network of the U.S. economy

Author

Listed:
  • Klemens, Ben

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 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, both overall and for many types of subnetwork. But 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 interested in private equity acquisitions of a large number of entities in one industry might use it as a new measure of market concentration and competitiveness 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 such as growth indicators.

Suggested Citation

  • Klemens, Ben, 2026. "Measures of the capital network of the U.S. economy," Network Science, Cambridge University Press, vol. 14, pages 1-22, January.
  • Handle: RePEc:cup:netsci:v:14:y:2026:i::p:e22_22
    as

    Download full text from publisher

    File URL: https://www.cambridge.org/core/product/identifier/S2050124226100435/type/journal_article
    File Function: link to article abstract page
    Download Restriction: no
    ---><---

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:cup:netsci:v:14:y:2026:i::p:e22_22. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Kirk Stebbing (email available below). General contact details of provider: https://www.cambridge.org/nws .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.