IDEAS home Printed from https://ideas.repec.org/a/eee/phsmap/v486y2017icp883-894.html
   My bibliography  Save this article

Debt and growth: A non-parametric approach

Author

Listed:
  • Brida, Juan Gabriel
  • Gómez, David Matesanz
  • Seijas, Maria Nela

Abstract

In this study, we explore the dynamic relationship between public debt and economic growth by using a non-parametric approach based on data symbolization and clustering methods. The study uses annual data of general government consolidated gross debt-to-GDP ratio and gross domestic product for sixteen countries between 1977 and 2015. Using symbolic sequences, we introduce a notion of distance between the dynamical paths of different countries. Then, a Minimal Spanning Tree and a Hierarchical Tree are constructed from time series to help detecting the existence of groups of countries sharing similar economic performance. The main finding of the study appears for the period 2008–2016 when several countries surpassed the 90% debt-to-GDP threshold. During this period, three groups (clubs) of countries are obtained: high, mid and low indebted countries, suggesting that the employed debt-to-GDP threshold drives economic dynamics for the selected countries.

Suggested Citation

  • Brida, Juan Gabriel & Gómez, David Matesanz & Seijas, Maria Nela, 2017. "Debt and growth: A non-parametric approach," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 486(C), pages 883-894.
  • Handle: RePEc:eee:phsmap:v:486:y:2017:i:c:p:883-894
    DOI: 10.1016/j.physa.2017.05.060
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378437117305782
    Download Restriction: Full text for ScienceDirect subscribers only. Journal offers the option of making the article available online on Science direct for a fee of $3,000

    File URL: https://libkey.io/10.1016/j.physa.2017.05.060?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Lyócsa, Štefan & Výrost, Tomáš & Baumöhl, Eduard, 2012. "Stock market networks: The dynamic conditional correlation approach," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 391(16), pages 4147-4158.
    2. Panizza, Ugo & Presbitero, Andrea F., 2014. "Public debt and economic growth: Is there a causal effect?," Journal of Macroeconomics, Elsevier, vol. 41(C), pages 21-41.
    3. Balázs Égert, 2015. "Public debt, economic growth and nonlinear effects: Myth or reality?," Journal of Macroeconomics, Elsevier, vol. 43(C), pages 226-238.
    4. Carmen M. Reinhart & Kenneth S. Rogoff, 2010. "Growth in a Time of Debt," American Economic Review, American Economic Association, vol. 100(2), pages 573-578, May.
    5. Billio, Monica & Getmansky, Mila & Lo, Andrew W. & Pelizzon, Loriana, 2012. "Econometric measures of connectedness and systemic risk in the finance and insurance sectors," Journal of Financial Economics, Elsevier, vol. 104(3), pages 535-559.
    6. R. Mantegna, 1999. "Hierarchical structure in financial markets," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 11(1), pages 193-197, September.
    7. Brida, Juan Gabriel & Matesanz, David & Seijas, Maria Nela, 2016. "Network analysis of returns and volume trading in stock markets: The Euro Stoxx case," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 444(C), pages 751-764.
    8. Papageorgiou, Chris, 2002. "Trade as a threshold variable for multiple regimes," Economics Letters, Elsevier, vol. 77(1), pages 85-91, September.
    9. Keskin, Mustafa & Deviren, Bayram & Kocakaplan, Yusuf, 2011. "Topology of the correlation networks among major currencies using hierarchical structure methods," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 390(4), pages 719-730.
    10. Brida, Juan G. & Punzo, Lionello F., 2003. "Symbolic time series analysis and dynamic regimes," Structural Change and Economic Dynamics, Elsevier, vol. 14(2), pages 159-183, June.
    11. Checherita-Westphal, Cristina & Rother, Philipp, 2012. "The impact of high government debt on economic growth and its channels: An empirical investigation for the euro area," European Economic Review, Elsevier, vol. 56(7), pages 1392-1405.
    12. Tse, Chi K. & Liu, Jing & Lau, Francis C.M., 2010. "A network perspective of the stock market," Journal of Empirical Finance, Elsevier, vol. 17(4), pages 659-667, September.
    13. Lof, Matthijs & Malinen, Tuomas, 2014. "Does sovereign debt weaken economic growth? A panel VAR analysis," Economics Letters, Elsevier, vol. 122(3), pages 403-407.
    14. Dror Y Kenett & Michele Tumminello & Asaf Madi & Gitit Gur-Gershgoren & Rosario N Mantegna & Eshel Ben-Jacob, 2010. "Dominating Clasp of the Financial Sector Revealed by Partial Correlation Analysis of the Stock Market," PLOS ONE, Public Library of Science, vol. 5(12), pages 1-14, December.
    15. Kourtellos, Andros & Stengos, Thanasis & Tan, Chih Ming, 2013. "The effect of public debt on growth in multiple regimes," Journal of Macroeconomics, Elsevier, vol. 38(PA), pages 35-43.
    16. Brunetti, Celso & Harris, Jeffrey H. & Mankad, Shawn & Michailidis, George, 2019. "Interconnectedness in the interbank market," Journal of Financial Economics, Elsevier, vol. 133(2), pages 520-538.
    17. Brida, Juan G. & Anyul, Martin Puchet & Punzo, Lionello F., 2003. "Coding economic dynamics to represent regime dynamics. A teach-yourself exercise," Structural Change and Economic Dynamics, Elsevier, vol. 14(2), pages 133-157, June.
    18. Markus Eberhardt & Andrea F. Presbitero, 2013. "This Time They’re Different: Heterogeneity and Nonlinearity in the Relationship between Debt and Growth," Discussion Papers 2013/10, University of Nottingham, Centre for Finance, Credit and Macroeconomics (CFCM).
    19. Mr. Andrea Pescatori & Mr. Damiano Sandri & John Simon, 2014. "Debt and Growth: Is There a Magic Threshold?," IMF Working Papers 2014/034, International Monetary Fund.
    20. Bernd Kempa & Nazmus Sadat Khan, 2016. "Government debt and economic growth in the G7 countries: are there any causal linkages?," Applied Economics Letters, Taylor & Francis Journals, vol. 23(6), pages 440-443, April.
    21. Baum, Anja & Checherita-Westphal, Cristina & Rother, Philipp, 2013. "Debt and growth: New evidence for the euro area," Journal of International Money and Finance, Elsevier, vol. 32(C), pages 809-821.
    22. Carmen M. Reinhart & Kenneth S. Rogoff, 2011. "From Financial Crash to Debt Crisis," American Economic Review, American Economic Association, vol. 101(5), pages 1676-1706, August.
    23. Kocakaplan, Yusuf & Doğan, Şerafettin & Deviren, Bayram & Keskin, Mustafa, 2013. "Correlations, hierarchies and networks of the world’s automotive companies," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 392(12), pages 2736-2774.
    24. Matesanz, David & Ortega, Guillermo J., 2015. "Sovereign public debt crisis in Europe. A network analysis," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 436(C), pages 756-766.
    25. Jenna Birch & Athanasios A. Pantelous & Kimmo Soramäki, 2016. "Analysis of Correlation Based Networks Representing DAX 30 Stock Price Returns," Computational Economics, Springer;Society for Computational Economics, vol. 47(4), pages 501-525, April.
    26. David Matesanz Gomez & Benno Torgler & Guillermo J. Ortega, 2013. "Measuring Global Economic Interdependence: A Hierarchical Network Approach," The World Economy, Wiley Blackwell, vol. 36(12), pages 1632-1648, December.
    27. Barbara Fritz & Laurissa Muhlich, 2010. "South-south monetary integration: the case for a research framework beyond the theory of optimum currency area," International Journal of Public Policy, Inderscience Enterprises Ltd, vol. 6(1/2), pages 118-135.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Gopal Prasad Bhatta, PhD & Anu Mishra, 2020. "Estimating Optimum Growth-Maximizing Public Debt Threshold for Nepal," NRB Economic Review, Nepal Rastra Bank, Economic Research Department, vol. 32(2), pages 1-28, October.
    2. Yilmaz BAYAR & Mahmut Unsal SASMAZ, 2019. "Foreign borrowing, foreign direct investment inflows and economic growth in European Union transition economies," Eastern Journal of European Studies, Centre for European Studies, Alexandru Ioan Cuza University, vol. 10, pages 107-125, December.
    3. Nur Hayati Abd Rahman & Shafinar Ismail & Khairunnisa Abd Samad & Bestari Dwi Handayani & Yozi Aulia Rahman & Wijang Sakitri, 2022. "The Effects of Regulatory Performance on the Debt–Growth Relationship: Cases of Upper-Middle-Income Economies," Economies, MDPI, vol. 10(10), pages 1-14, September.
    4. Abdul Jalil, 2020. "Debt Sustainability: Economic Growth is the Panacea," PIDE Knowledge Brief 2020:19, Pakistan Institute of Development Economics.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Balázs Égert, 2015. "Public debt, economic growth and nonlinear effects: Myth or reality?," Journal of Macroeconomics, Elsevier, vol. 43(C), pages 226-238.
    2. Gautier Marti & Frank Nielsen & Miko{l}aj Bi'nkowski & Philippe Donnat, 2017. "A review of two decades of correlations, hierarchies, networks and clustering in financial markets," Papers 1703.00485, arXiv.org, revised Nov 2020.
    3. Brida, Juan Gabriel & Matesanz, David & Seijas, Maria Nela, 2016. "Network analysis of returns and volume trading in stock markets: The Euro Stoxx case," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 444(C), pages 751-764.
    4. Goldberg, Andrew & Romalis, John, 2015. "Public Debt and Growth in U.S. States," Working Papers 2015-10, University of Sydney, School of Economics.
    5. Ugo Panizza & Andrea F. Presbitero, 2013. "Public Debt and Economic Growth in Advanced Economies: A Survey," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 149(II), pages 175-204, June.
    6. Panizza, Ugo & Presbitero, Andrea F., 2014. "Public debt and economic growth: Is there a causal effect?," Journal of Macroeconomics, Elsevier, vol. 41(C), pages 21-41.
    7. Grobéty, Mathieu, 2018. "Government debt and growth: The role of liquidity," Journal of International Money and Finance, Elsevier, vol. 83(C), pages 1-22.
    8. Law, Siong Hook & Ng, Chee Hung & Kutan, Ali M. & Law, Zhi Kei, 2021. "Public debt and economic growth in developing countries: Nonlinearity and threshold analysis," Economic Modelling, Elsevier, vol. 98(C), pages 26-40.
    9. Yannis Dafermos, 2015. "The ‘other half’ of the public debt–economic growth relationship: a note on Reinhart and Rogoff," European Journal of Economics and Economic Policies: Intervention, Edward Elgar Publishing, vol. 12(1), pages 20-28, April.
    10. Markus Ahlborn & Rainer Schweickert, 2018. "Public debt and economic growth – economic systems matter," International Economics and Economic Policy, Springer, vol. 15(2), pages 373-403, April.
    11. Carsten Colombier & Christian Breuer, 2020. "Debt and growth: historical evidence," Economics Bulletin, AccessEcon, vol. 40(3), pages 2594-2609.
    12. Puente-Ajovín, Miguel & Sanso-Navarro, Marcos, 2015. "Granger causality between debt and growth: Evidence from OECD countries," International Review of Economics & Finance, Elsevier, vol. 35(C), pages 66-77.
    13. Mustafa Koroglu, 2019. "Growth and Debt: An Endogenous Smooth Coefficient Approach," JRFM, MDPI, vol. 12(1), pages 1-22, February.
    14. Shahrzad Ghourchian & Hakan Yilmazkuday, 2020. "Government consumption, government debt and economic growth," Review of Development Economics, Wiley Blackwell, vol. 24(2), pages 589-605, May.
    15. Antonakakis, Nikolaos, 2014. "Sovereign Debt and Economic Growth Revisited: The Role of (Non-)Sustainable Debt Thresholds," Department of Economics Working Paper Series 187, WU Vienna University of Economics and Business.
    16. Séverine MENGUY, 2019. "Does public indebtedness constrain or can it favor economic growth? A simple analytical modeling," Bulletin of Applied Economics, Risk Market Journals, vol. 6(2), pages 1-29.
    17. Blessy Augustine & O.P.C. Muhammed Rafi, 2021. "Public Debt - Economic Growth: Evidence of a Non-linear Relationship," BASE University Working Papers 11/2021, BASE University, Bengaluru, India.
    18. Swamy, Vighneswara, 2015. "The Dynamics of Government Debt and Economic Growth," MPRA Paper 63693, University Library of Munich, Germany.
    19. Ahlborn, Markus & Schweickert, Rainer, 2018. "Public Debt and Economic Growth – Economic Systems Matter," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 15(2), pages 373-403.
    20. Ikonen, Pasi, 2017. "Financial depth, debt, and growth," Bank of Finland Scientific Monographs, Bank of Finland, volume 0, number e51.

    More about this item

    Keywords

    Data symbolization; Minimum spanning tree; Multidimensional clustering methods; Debt–growth regimes; Public debt; Euro crisis;
    All these keywords.

    JEL classification:

    • C45 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Neural Networks and Related Topics
    • F34 - International Economics - - International Finance - - - International Lending and Debt Problems
    • F36 - International Economics - - International Finance - - - Financial Aspects of Economic Integration
    • O49 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Other

    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:eee:phsmap:v:486:y:2017:i:c:p:883-894. 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.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with 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: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/physica-a-statistical-mechpplications/ .

    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.