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Many-to-one contagion of economic growth rate across trade credit network of firms

Author

Listed:
  • Natasa Golo
  • Guy Kelman
  • David S. Bree
  • Leanne Usher
  • Marco Lamieri
  • Sorin Solomon

Abstract

We propose a novel approach and an empirical procedure to test direct contagion of growth rate in a trade credit network of firms. Our hypotheses are that the use of trade credit contributes to contagion (from many customers to a single supplier - "many to one" contagion) and amplification (through their interaction with the macrocopic variables, such as interest rate) of growth rate. In this paper we test the contagion hypothesis, measuring empirically the mesoscopic "many-to-one" effect. The effect of amplification has been dealt with in another paper. Our empirical analysis is based on the delayed payments between trading partners across many different industrial sectors, intermediated by a large Italian bank during the year 2007. The data is used to create a weighted and directed trade credit network. Assuming that the linkages are static, we look at the dynamics of the nodes/firms. On the ratio of the 2007 trade credit in Sales and Purchases items on the profit and loss statements, we estimate the trade credit in 2006 and 2008. Applying the "many to one" approach we compare such predicted growth of trade (demand) aggregated per supplier, and compare it with the real growth of Sales of the supplier. We analyze the correlation of these two growth rates over two yearly periods, 2007/2006 and 2008/2007, and in this way we test our contagion hypotheses. We could not find strong correlations between the predicted and the actual growth rates. We provide an evidence of contagion only in restricted sub-groups of our network, and not in the whole network. We do find a strong macroscopic effect of the crisis, indicated by a coincident negative drift in the growth of sales of nearly all the firms in our sample.

Suggested Citation

  • Natasa Golo & Guy Kelman & David S. Bree & Leanne Usher & Marco Lamieri & Sorin Solomon, 2015. "Many-to-one contagion of economic growth rate across trade credit network of firms," Papers 1506.01734, arXiv.org.
  • Handle: RePEc:arx:papers:1506.01734
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    References listed on IDEAS

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    1. Petersen, Mitchell A & Rajan, Raghuram G, 1997. "Trade Credit: Theories and Evidence," The Review of Financial Studies, Society for Financial Studies, vol. 10(3), pages 661-691.
    2. Giulio Bottazzi & Marco Grazzi & Angelo Secchi & Federico Tamagni, 2011. "Financial and economic determinants of firm default," Journal of Evolutionary Economics, Springer, vol. 21(3), pages 373-406, August.
    3. Challet, Damien & Solomon, Sorin & Yaari, Gur, 2009. "The universal shape of economic recession and recovery after a shock," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 3, pages 1-24.
    4. Solomon Sorin & Golo Natasa, 2013. "Minsky Financial Instability, Interscale Feedback, Percolation and Marshall–Walras Disequilibrium," Accounting, Economics, and Law: A Convivium, De Gruyter, vol. 3(3), pages 167-260, October.
    5. Huang, Zhi-Feng & Solomon, Sorin, 2001. "Finite market size as a source of extreme wealth inequality and market instability," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 294(3), pages 503-513.
    6. Beaver, Wh, 1966. "Financial Ratios As Predictors Of Failure," Journal of Accounting Research, Wiley Blackwell, vol. 4, pages 71-111.
    7. Paul Krugman, 1999. "Balance Sheets, the Transfer Problem, and Financial Crises," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 6(4), pages 459-472, November.
    8. Natasa Golo & David S. Bree & Guy Kelman & Leanne Usher & Marco Lamieri & Sorin Solomon, 2015. "Too dynamic to fail. Empirical support for an autocatalytic model of Minsky's financial instability hypothesis," Papers 1506.07582, arXiv.org, revised Jul 2015.
    9. Garcia-Appendini, Emilia & Montoriol-Garriga, Judit, 2013. "Firms as liquidity providers: Evidence from the 2007–2008 financial crisis," Journal of Financial Economics, Elsevier, vol. 109(1), pages 272-291.
    10. Giulio Bottazzi & Marco Grazzi & Angelo Secchi & Federico Tamagni, 2011. "Financial and economic determinants of firm default," Journal of Evolutionary Economics, Springer, vol. 21(3), pages 373-406, August.
    11. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, Wiley Blackwell, vol. 18(1), pages 109-131.
    12. Youngna Choi & Raphael Douady, 2012. "Financial crisis dynamics: attempt to define a market instability indicator," Quantitative Finance, Taylor & Francis Journals, vol. 12(9), pages 1351-1365, August.
    13. Boissay, Frédéric, 2006. "Credit chains and the propagation of financial distress," Working Paper Series 573, European Central Bank.
    14. Y. Louzoun & N. M. Shnerb & S. Solomon, 2007. "Microscopic noise, adaptation and survival in hostile environments," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 56(2), pages 141-148, March.
    15. O. S. Klass & O. Biham & M. Levy & O. Malcai & S. Solomon, 2007. "The Forbes 400, the Pareto power-law and efficient markets," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 55(2), pages 143-147, January.
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    Cited by:

    1. Natasa Golo & David S. Bree & Guy Kelman & Leanne Usher & Marco Lamieri & Sorin Solomon, 2015. "Too dynamic to fail. Empirical support for an autocatalytic model of Minsky's financial instability hypothesis," Papers 1506.07582, arXiv.org, revised Jul 2015.
    2. Vipin P. Veetil, 2016. "The Mythology of Capital in the Twenty-First Century," Journal of Private Enterprise, The Association of Private Enterprise Education, vol. 31(Spring 20), pages 21-36.

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