IDEAS home Printed from https://ideas.repec.org/a/ags/polgne/359172.html
   My bibliography  Save this article

Czynniki makroekonomiczne a spłacalność kredytów konsumpcyjnych

Author

Listed:
  • Sztaudynger, Marcin

Abstract

This article is the result of research aiming to quantify the association of macroeconomic factors and the risk of consumer loan default. Data at a medium level of aggregation was used to describe the consumer loan portfolio of one of Poland’s largest commercial banks during the period of 2004–2016. The sample consisted of more than 10,000 observations, describing cohorts of loans disbursed in the successive months of the period. The relations were investigated with the use of panel data models. The approach applied in modelling allows to better isolate the effect of the macroeconomic environment from other key factors determining credit risk, i.e. historic changes in the bank’s lending policy and the natural maturation process of the portfolio. The results confirm the interrelation of credit risk and the economic situation, represented in the model by the unemployment rate and industrial production. An increase in the unemployment rate is associated with the increase the default frequency, while greater dynamics of industrial production works in the opposite direction. Lags of up to 12 months were detected in this relationship. However, the connection of interest rates has not been confirmed. The presented model along with widely available macroeconomic forecasts and stress scenarios allows for more accurate prediction of portfolio deterioration during downturns. This will enable formulation of recommendations for bank lending policy during different phases of the business cycle.

Suggested Citation

  • Sztaudynger, Marcin, 2018. "Czynniki makroekonomiczne a spłacalność kredytów konsumpcyjnych," Gospodarka Narodowa-The Polish Journal of Economics, Szkoła Główna Handlowa w Warszawie / SGH Warsaw School of Economics, vol. 2018(4), December.
  • Handle: RePEc:ags:polgne:359172
    DOI: 10.22004/ag.econ.359172
    as

    Download full text from publisher

    File URL: https://ageconsearch.umn.edu/record/359172/files/Sztaudynger.pdf
    Download Restriction: no

    File URL: https://libkey.io/10.22004/ag.econ.359172?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
    ---><---

    References listed on IDEAS

    as
    1. Rafael E. De Hoyos & Vasilis Sarafidis, 2006. "Testing for cross-sectional dependence in panel-data models," Stata Journal, StataCorp LLC, vol. 6(4), pages 482-496, December.
    2. Castro, Vítor, 2013. "Macroeconomic determinants of the credit risk in the banking system: The case of the GIPSI," Economic Modelling, Elsevier, vol. 31(C), pages 672-683.
    3. Steven Finlay, 2008. "Consumer Credit Management: An Introduction," Palgrave Macmillan Books, in: The Management of Consumer Credit, chapter 1, pages 1-14, Palgrave Macmillan.
    4. David M. Drukker, 2003. "Testing for serial correlation in linear panel-data models," Stata Journal, StataCorp LLC, vol. 3(2), pages 168-177, June.
    5. Steven Finlay, 2008. "The Management of Consumer Credit," Palgrave Macmillan Books, Palgrave Macmillan, number 978-0-230-58250-7, October.
    6. Stephen Zamore & Kwame Ohene Djan & Ilan Alon & Bersant Hobdari, 2018. "Credit Risk Research: Review and Agenda," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 54(4), pages 811-835, March.
    7. T Bellotti & J Crook, 2009. "Credit scoring with macroeconomic variables using survival analysis," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 60(12), pages 1699-1707, December.
    8. Daniel Hoechle, 2007. "Robust standard errors for panel regressions with cross-sectional dependence," Stata Journal, StataCorp LLC, vol. 7(3), pages 281-312, September.
    9. Chaibi, Hasna & Ftiti, Zied, 2015. "Credit risk determinants: Evidence from a cross-country study," Research in International Business and Finance, Elsevier, vol. 33(C), pages 1-16.
    Full references (including those not matched with items on IDEAS)

    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. Marcin Sztaudynger, 2018. "Czynniki makroekonomiczne a spłacalność kredytów konsumpcyjnych," Gospodarka Narodowa. The Polish Journal of Economics, Warsaw School of Economics, issue 4, pages 155-177.
    2. Chimere O. Iheonu, 2019. "Governance and Domestic Investment in Africa," Working Papers 19/001, European Xtramile Centre of African Studies (EXCAS).
    3. Bertoli, Simone & Fernández-Huertas Moraga, Jesús, 2013. "Multilateral resistance to migration," Journal of Development Economics, Elsevier, vol. 102(C), pages 79-100.
    4. Pucar Emilija Beker & Glavaški Olgica, 2019. "Macroeconomic Еxternal (Im)Balances within the Eurozone: Core Vs Periphery," Economic Themes, Sciendo, vol. 57(3), pages 257-272, September.
    5. Tan, Qingmei & Yasmeen, Humaira & Ali, Sharafat & Ismail, Hina & Zameer, Hashim, 2023. "Fintech development, renewable energy consumption, government effectiveness and management of natural resources along the belt and road countries," Resources Policy, Elsevier, vol. 80(C).
    6. Anastasia Petraki & Anna Zalewska, 2013. "With whom and in what is it better to save? Personal pensions in the UK," The Centre for Market and Public Organisation 13/304, The Centre for Market and Public Organisation, University of Bristol, UK.
    7. Chen, Jong-Rong & Chu, Yun-Peng & Ou, Yi-Pey & Yang, Chih-Hai, 2015. "R&D specialization and manufacturing productivity growth: A cross-country study," Japan and the World Economy, Elsevier, vol. 34, pages 33-43.
    8. Taiyang Zhong & Xianjin Huang & Lifang Ye & Steffanie Scott, 2014. "The Impacts on Illegal Farmland Conversion of Adopting Remote Sensing Technology for Land Inspection in China," Sustainability, MDPI, vol. 6(7), pages 1-26, July.
    9. Cotte Poveda Alexander, 2011. "Socio-Economic Development and Violence: An Empirical Application for Seven Metropolitan Areas in Colombia," Peace Economics, Peace Science, and Public Policy, De Gruyter, vol. 17(1), pages 1-23, September.
    10. Corpus, John Paul & Cassimon, Danny, 2025. "Effects of external capital inflows on industrialization in developing countries: evidence from ASEAN-4 economies," IOB Working Papers 2025.05, Universiteit Antwerpen, Institute of Development Policy (IOB).
    11. Vanja Grozdić & Branislav Marić & Mladen Radišić & Jarmila Šebestová & Marcin Lis, 2020. "Capital Investments and Manufacturing Firms’ Performance: Panel-Data Analysis," Sustainability, MDPI, vol. 12(4), pages 1-18, February.
    12. Robert W. Wassmer, 2021. "Do Higher Land Costs for New Single-Family Housing Inhibit Economic Activity in U.S. Metropolitan Areas?," Economic Development Quarterly, , vol. 35(4), pages 325-337, November.
    13. Kersey, Jessica & Blechinger, Philipp & Shirley, Rebekah, 2021. "A panel data analysis of policy effectiveness for renewable energy expansion on Caribbean islands," Energy Policy, Elsevier, vol. 155(C).
    14. Cohen, Joseph N, 2011. "“Economic freedom” and economic growth: questioning the claim that freer markets make societies more prosperous," MPRA Paper 33758, University Library of Munich, Germany.
    15. Ulrich Gunter & Egon Smeral, 2016. "The decline of tourism income elasticities in a global context," Tourism Economics, , vol. 22(3), pages 466-483, June.
    16. Chukwuemeka Chinonso Emenekwe & Robert Ugochukwu Onyeneke & Chinedum Uzoma Nwajiuba & Ifeoma Quinette Anugwa & Obioma Uchenna Emenekwe, 2025. "Determinants of consumption-based and production-based carbon emissions," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(5), pages 10303-10339, May.
    17. Leal, Patrícia Hipólito & Marques, António Cardoso, 2020. "Rediscovering the EKC hypothesis for the 20 highest CO2 emitters among OECD countries by level of globalization," International Economics, Elsevier, vol. 164(C), pages 36-47.
    18. Kai Daniel Schmid & Michael Schmidt, 2012. "EMU and the Renaissance of Sovereign Credit Risk Perception," IAW Discussion Papers 87, Institut für Angewandte Wirtschaftsforschung (IAW).
    19. Muhammad Waqas & Nudrat Fatima & Aryan Khan & Muhammad Arif, 2017. "Determinants of Non-performing Loans: A Comparative Study of Pakistan, India, and Bangladesh," International Journal of Finance & Banking Studies, Center for the Strategic Studies in Business and Finance, vol. 6(1), pages 51-68, January.
    20. D T Barnum & J M Gleason & B Hemily & J Lin & P Wang, 2010. "Progressing from uncertainty to risk for DEA-based decisions," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 61(10), pages 1548-1555, October.

    More about this item

    Keywords

    ;
    ;

    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:ags:polgne:359172. 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: AgEcon Search (email available below). General contact details of provider: https://edirc.repec.org/data/irsghpl.html .

    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.