Advanced Search
MyIDEAS: Login

Mapping the state of financial stability

Contents:

Author Info

  • Sarlin, Peter
  • Peltonen, Tuomas A.

Abstract

The aim of this paper is to introduce modern mapping techniques to the finance community. Mapping techniques provide means for representing high-dimensional data on low-dimensional displays. This paper lays out a methodology called the Self-Organizing Financial Stability Map (SOFSM) based upon data and dimensionality reduction that can be used for mapping the state of financial stability and visualizing potential sources of systemic risks. Besides of its visualization capabilities, the SOFSM can be used as an early-warning model that can be calibrated according to policymakers’ preferences between missing systemic financial crises and issuing false alarms. An application of the SOFSM to the recent global financial crisis shows that it performs on par with a statistical benchmark model and correctly calls the crises that started in 2007 in the United States and the euro area.

Download Info

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.sciencedirect.com/science/article/pii/S1042443113000243
Download Restriction: Full text for ScienceDirect subscribers only

As the access to this document is restricted, you may want to look for a different version under "Related research" (further below) or search for a different version of it.

Bibliographic Info

Article provided by Elsevier in its journal Journal of International Financial Markets, Institutions and Money.

Volume (Year): 26 (2013)
Issue (Month): C ()
Pages: 46-76

as in new window
Handle: RePEc:eee:intfin:v:26:y:2013:i:c:p:46-76

Contact details of provider:
Web page: http://www.elsevier.com/locate/intfin

Related research

Keywords: Mapping techniques; Self-Organizing Financial Stability Map (SOFSM); Systemic financial crisis; Systemic risk; Visualization; Prediction;

Other versions of this item:

Find related papers by JEL classification:

References

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. 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.
  2. Ismael E Arciniegas Rueda & Fabio Arciniegas, 2005. "SOM-based Data Analysis of Speculative Attacks' Real Effects," International Finance 0507001, EconWPA.
  3. Fioramanti, Marco, 2008. "Predicting sovereign debt crises using artificial neural networks: A comparative approach," Journal of Financial Stability, Elsevier, vol. 4(2), pages 149-164, June.
  4. Sarlin, Peter & Peltonen, Tuomas A., 2011. "Mapping the state of financial stability," Working Paper Series 1382, European Central Bank.
  5. Demirguc, Asli & Detragiache, Enrica, 2000. "Monitoring Banking Sector Fragility: A Multivariate Logit Approach," World Bank Economic Review, World Bank Group, vol. 14(2), pages 287-307, May.
  6. Graciela Laura Kaminsky, 1997. "Leading Indicators of Currency Crises," IMF Working Papers 97/79, International Monetary Fund.
  7. 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.
  8. Lo Duca, Marco & Peltonen, Tuomas A., 2011. "Macro-financial vulnerabilities and future financial stress: assessing systemic risks and predicting systemic events," Working Paper Series 1311, European Central Bank.
  9. Philip Lowe & Claudio Borio, 2002. "Asset prices, financial and monetary stability: exploring the nexus," BIS Working Papers 114, Bank for International Settlements.
  10. Andrew Berg & Eduardo Borensztein & Catherine Pattillo, 2005. "Assessing Early Warning Systems: How Have They Worked in Practice?," IMF Staff Papers, Palgrave Macmillan, vol. 52(3), pages 5.
  11. 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.
  12. Sarlin, Peter, 2013. "On policymakers’ loss functions and the evaluation of early warning systems," Economics Letters, Elsevier, vol. 119(1), pages 1-7.
  13. repec:ecb:ecbwps:20111426 is not listed on IDEAS
  14. Marcello Pericoli & Massimo Sbracia, 2003. "A Primer on Financial Contagion," Journal of Economic Surveys, Wiley Blackwell, vol. 17(4), pages 571-608, 09.
  15. Fratzscher, Marcel & Matthieu Bussiere, 2003. "Towards A New Early Warning System of Financial Crises," Royal Economic Society Annual Conference 2003 81, Royal Economic Society.
  16. Jaume Puig & Ken Miyajima & Rebecca McCaughrin & Peter Dattels, 2010. "Can You Map Global Financial Stability?," IMF Working Papers 10/145, International Monetary Fund.
  17. Demyanyk , Yuliya & Hasan, Iftekhar, 2009. "Financial crises and bank failures: a review of prediction methods," Research Discussion Papers 35/2009, Bank of Finland.
  18. Hans Byström, 2003. "The Market's View on the Probability of Banking Sector Failure: Cross-Country Comparisons," Research Paper Series 93, Quantitative Finance Research Centre, University of Technology, Sydney.
  19. 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.
  20. 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.
  21. Cardarelli, Roberto & Elekdag, Selim & Lall, Subir, 2011. "Financial stress and economic contractions," Journal of Financial Stability, Elsevier, vol. 7(2), pages 78-97, June.
  22. 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.
  23. 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.
  24. Peltonen, Tuomas A., 2006. "Are emerging market currency crises predictable? A test," Working Paper Series 0571, European Central Bank.
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 in new window

Cited by:
  1. Betz, Frank & Oprica, Silviu & Peltonen, Tuomas A. & Sarlin, Peter, 2013. "Predicting distress in European banks," Working Paper Series 1597, European Central Bank.
  2. Ramsay, Bruce A. & Sarlin, Peter, 2014. "Ending over-lending: Assessing systemic risk with debt to cash flow," Research Discussion Papers 11/2014, Bank of Finland.
  3. Peter Sarlin, 2014. "Macroprudential oversight, risk communication and visualization," Papers 1404.4550, arXiv.org, revised Jun 2014.
  4. Sarlin, Peter, 2013. "On policymakers’ loss functions and the evaluation of early warning systems," Economics Letters, Elsevier, vol. 119(1), pages 1-7.
  5. 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.
  6. Lang, Michael, 2013. "The early warnings of balance-of-payments problems: Kaminsky and Reinhart revisited," Frankfurt School - Working Paper Series 205, Frankfurt School of Finance and Management.
  7. Kauko, Karlo, 2012. "External deficits and non-performing loans in the recent financial crisis," Economics Letters, Elsevier, vol. 115(2), pages 196-199.

Lists

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

Statistics

Access and download statistics

Corrections

When requesting a correction, please mention this item's handle: RePEc:eee:intfin:v:26:y:2013:i:c:p:46-76. 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: (Zhang, Lei).

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.