IDEAS home Printed from https://ideas.repec.org/
MyIDEAS: Login to save this paper or follow this series

Mapping the state of financial stability

  • Sarlin, Peter
  • Peltonen, Tuomas A.

The paper uses the Self-Organizing Map for mapping the state of financial stability and visualizing the sources of systemic risks as well as for predicting systemic financial crises. The Self-Organizing Financial Stability Map (SOFSM) enables a two-dimensional representation of a multidimensional financial stability space that allows disentangling the individual sources impacting on systemic risks. The SOFSM can be used to monitor macro-financial vulnerabilities by locating a country in the financial stability cycle: being it either in the pre-crisis, crisis, post-crisis or tranquil state. In addition, the SOFSM performs better than or equally well as a logit model in classifying in-sample data and predicting out-of-sample the global financial crisis that started in 2007. Model robustness is tested by varying the thresholds of the models, the policymaker’s preferences, and the forecasting horizons. JEL Classification: E44, E58, F01, F37, G01

If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.

File URL: http://www.ecb.europa.eu/pub/pdf/scpwps/ecbwp1382.pdf
Download Restriction: no

Paper provided by European Central Bank in its series Working Paper Series with number 1382.

as
in new window

Length:
Date of creation: Sep 2011
Date of revision:
Handle: RePEc:ecb:ecbwps:20111382
Contact details of provider: Postal: 60640 Frankfurt am Main, Germany
Phone: +49 69 1344 0
Fax: +49 69 1344 6000
Web page: http://www.ecb.europa.eu/
Email:


More information through EDIRC

References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:

as in new window
  1. Claudio E. V. Borio & Philip Lowe, 2004. "Securing sustainable price stability: should credit come back from the wilderness?," BIS Working Papers 157, Bank for International Settlements.
  2. Marcello Pericoli & Massimo Sbracia, 2001. "A Primer on Financial Contagion," Temi di discussione (Economic working papers) 407, Bank of Italy, Economic Research and International Relations Area.
  3. Byström, Hans, 2003. "The Market’s View on the Probability of Banking Sector Failure: Cross-Country Comparisons," Working Papers 2003:2, Lund University, Department of Economics.
  4. Ismael E Arciniegas Rueda & Fabio Arciniegas, 2005. "SOM-based Data Analysis of Speculative Attacks' Real Effects," International Finance 0507001, EconWPA.
  5. Fratzscher, Marcel & Matthieu Bussiere, 2003. "Towards A New Early Warning System of Financial Crises," Royal Economic Society Annual Conference 2003 81, Royal Economic Society.
  6. Demyanyk , Yuliya & Hasan, Iftekhar, 2009. "Financial crises and bank failures: a review of prediction methods," Research Discussion Papers 35/2009, Bank of Finland.
  7. Graciela Kaminsky & Saul Lizondo & Carmen M. Reinhart, 1998. "Leading Indicators of Currency Crises," IMF Staff Papers, Palgrave Macmillan, vol. 45(1), pages 1-48, March.
  8. Craig S. Hakkio & William R. Keeton, 2009. "Financial stress: what is it, how can it be measured, and why does it matter?," Economic Review, Federal Reserve Bank of Kansas City, issue Q II, pages 5-50.
  9. Sarlin, Peter & Peltonen, Tuomas A., 2011. "Mapping the State of Financial Stability," BOFIT Discussion Papers 18/2011, Bank of Finland, Institute for Economies in Transition.
  10. Sarlin, Peter, 2013. "On policymakers' loss function and the evaluation of early warning systems," Working Paper Series 1509, European Central Bank.
  11. Marco Fioramanti, 2006. "Predicting Sovereign Debt Crises Using Artificial Neural Networks: A Comparative Approach," ISAE Working Papers 72, ISTAT - Italian National Institute of Statistics - (Rome, ITALY).
  12. Andrew Berg & Eduardo Borensztein & Catherine A. Pattillo, 2004. "Assessing Early Warning Systems; How Have they Worked in Practice?," IMF Working Papers 04/52, International Monetary Fund.
  13. Illing, Mark & Liu, Ying, 2006. "Measuring financial stress in a developed country: An application to Canada," Journal of Financial Stability, Elsevier, vol. 2(3), pages 243-265, October.
  14. Cardarelli, Roberto & Elekdag, Selim & Lall, Subir, 2011. "Financial stress and economic contractions," Journal of Financial Stability, Elsevier, vol. 7(2), pages 78-97, June.
  15. Berg, Andrew & Pattillo, Catherine, 1999. "Predicting currency crises:: The indicators approach and an alternative," Journal of International Money and Finance, Elsevier, vol. 18(4), pages 561-586, August.
  16. Enrica Detragiache & Asli Demirgüç-Kunt, 1999. "Monitoring Banking Sector Fragility; A Multivariate Logit Approach," IMF Working Papers 99/147, International Monetary Fund.
  17. Peltonen, Tuomas A., 2006. "Are emerging market currency crises predictable? A test," Working Paper Series 0571, European Central Bank.
  18. repec:ecb:ecbwps:20111426 is not listed on IDEAS
  19. Lo Duca, Marco & Peltonen, Tuomas, 2011. "Macro-financial vulnerabilities and future financial stress - Assessing systemic risks and predicting systemic events," BOFIT Discussion Papers 2/2011, Bank of Finland, Institute for Economies in Transition.
  20. Stephan Danninger & Irina Tytell & Ravi Balakrishnan & Selim Elekdag, 2009. "The Transmission of Financial Stress From Advanced to Emerging Economies," IMF Working Papers 09/133, International Monetary Fund.
  21. Alessi, Lucia & Detken, Carsten, 2009. "'Real time'early warning indicators for costly asset price boom/bust cycles: a role for global liquidity," Working Paper Series 1039, European Central Bank.
  22. Jaume Puig & Ken Miyajima & Rebecca McCaughrin & Peter Dattels, 2010. "Can You Map Global Financial Stability?," IMF Working Papers 10/145, International Monetary Fund.
  23. Alessi, Lucia & Detken, Carsten, 2011. "Quasi real time early warning indicators for costly asset price boom/bust cycles: A role for global liquidity," European Journal of Political Economy, Elsevier, vol. 27(3), pages 520-533, September.
  24. Philip Lowe & Claudio Borio, 2002. "Asset prices, financial and monetary stability: exploring the nexus," BIS Working Papers 114, Bank for International Settlements.
Full references (including those not matched with items on IDEAS)

This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.

When requesting a correction, please mention this item's handle: RePEc:ecb:ecbwps:20111382. See general information about how to correct material in RePEc.

For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Official Publications)

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 references are entirely missing, you can add them using this form.

If the full references list an item that is present in RePEc, but the system did not link 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 profile, as there may be some citations waiting for confirmation.

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

This information is provided to you by IDEAS at the Research Division of the Federal Reserve Bank of St. Louis using RePEc data.