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A New Cluster-Based Financial Vulnerability Indicator: The Analytical Concept and its Application for Stress Testing in a Post-Socialist Economy

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  • Ivana Herceg
  • Danijel Nestić

Abstract

This paper proposes a new approach to household financial vulnerability analysis by employing cluster analysis techniques in the identification of potentially vulnerable households. The cluster-based vulnerability indicator is combined with a binary dependant variable model and used in stress testing. The proposed methodology is applied to householdlevel data for a post-socialist economy – that of Croatia – with the specific aim of testing the extent to which the prolonged economic downturn following the Great Recession of 2008-2009 might hurt indebted households. The paper compares the results based on the new approach with those based on traditional stress testing methods. Interest rate shocks had a stronger impact on household vulnerability in the traditional approach, whereas decreases in employment are found to be more disruptive in the cluster-based approach.

Suggested Citation

  • Ivana Herceg & Danijel Nestić, 2012. "A New Cluster-Based Financial Vulnerability Indicator: The Analytical Concept and its Application for Stress Testing in a Post-Socialist Economy," wiiw Balkan Observatory Working Papers 100, The Vienna Institute for International Economic Studies, wiiw.
    • Handle: RePEc:wii:bpaper:100
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    1. Gianni Betti & Neil Dourmashkin & Mariacristina Rossi & Ya Ping Yin, 2007. "Consumer over‐indebtedness in the EU: measurement and characteristics," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 34(2), pages 136-156, May.
    2. Beck, Thorsten & Kibuuka, Katie & Tiongson, Erwin R., 2010. "Mortgage Finance in Central and Eastern Europe: Opportunity or Burden?," IZA Discussion Papers 4758, Institute of Labor Economics (IZA).
    3. repec:zbw:bofrdp:2007_005 is not listed on IDEAS
    4. Sabina Alkire & James Foster, 2011. "Understandings and misunderstandings of multidimensional poverty measurement," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 9(2), pages 289-314, June.
    5. Igor Ljubaj, 2012. "Estimating the Impact of Monetary Policy on Household and Corporate Loans: a FAVEC Approach," Working Papers 34, The Croatian National Bank, Croatia.
    6. Georgarakos, Dimitris & Lojschova, Adriana & Ward-Warmedinger, Melanie E., 2009. "Mortgage Indebtedness and Household Financial Distress," IZA Discussion Papers 4631, Institute of Labor Economics (IZA).
    7. Daras, Tomasz & Tyrowicz, Joanna, 2011. "Breeding one's own sub-prime crisis: The labour market effects on financial system stability," Economic Systems, Elsevier, vol. 35(2), pages 278-299, June.
    8. Tullio Jappelli & Marco Pagano & Marco Di Maggio, 2013. "Households' indebtedness and financial fragility," Journal of Financial Management, Markets and Institutions, Società editrice il Mulino, issue 1, pages 23-46, January.
    9. Nicolas Albacete & Pirmin Fessler, 2010. "Stress Testing Austrian Households," Financial Stability Report, Oesterreichische Nationalbank (Austrian Central Bank), issue 19, pages 72-91.
    10. Rinaldi, Laura & Sanchis-Arellano, Alicia, 2006. "Household debt sustainability: what explains household non-performing loans? An empirical analysis," Working Paper Series 570, European Central Bank.
    11. Dániel Holló & Mónika Papp, 2008. "Assessing household credit risk: evidence from a household survey," MNB Occasional Papers 2008/70, Magyar Nemzeti Bank (Central Bank of Hungary).
    12. Greninger, Sue A. & Hampton, Vickie L. & Kitt, Karrol A. & Achacoso, Joseph A., 1996. "Ratios and benchmarks for measuring the financial well-being of families and individuals," Financial Services Review, Elsevier, vol. 5(1), pages 57-70.
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