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Financial Conditions Index: Early and Leading Indicator for Colombia

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  • Esteban Gómez
  • Andrés Murcia
  • Nancy Zamudio

Abstract

This paper is an attempt at constructing a simple and effective macroprudential tool for policymakers. By integrating the joint occurrences of the main financialmarkets in Colombia into a single Financial Conditions Index (FCI), we hope to synthesize the information embedded in them regarding possible future economicoutcomes. To do this, we use monthly data on 21 variables for the period comprised between July, 1991 - June, 2010 and apply Principal Component Analysis (PCA) ontheir correlation matrix. On the one hand, we evaluate the predictive capacity of the FCI in forecasting GDP growth at different time horizons and find that it performs better as a leading indicator of real activity than other individual financial variables and an autoregressive model of GDP growth. Additionally, we are interested in testing the FCI´s long-term capability to correctly anticipate periods of distress in the economy, and find that the index could be used as an effective early-warning indicator. Hence, our FCI seems to represent a useful instrument for both financial stability and macroprudential supervision purposes.

Suggested Citation

  • Esteban Gómez & Andrés Murcia & Nancy Zamudio, 2011. "Financial Conditions Index: Early and Leading Indicator for Colombia," Revista ESPE - Ensayos Sobre Política Económica, Banco de la República, vol. 29(66), pages 174-220, December.
  • Handle: RePEc:col:000107:010042
    DOI: 10.32468/Espe.6605
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    1. Fernando Tenjo & Martha López, 2010. "Early Warning Indicators for Latin America," Revista ESPE - Ensayos Sobre Política Económica, Banco de la República, vol. 28(63), pages 232-259, December.
    2. Bernanke, Ben S. & Gertler, Mark & Gilchrist, Simon, 1999. "The financial accelerator in a quantitative business cycle framework," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 21, pages 1341-1393, Elsevier.
    3. Villar Gómez Leonardo & David M. Salamanca Rojas & Andrés Murcia Pabón, 2005. "Crédito, represión financiera y flujos de capitales en Colombia: 1974-2003," Revista Desarrollo y Sociedad, Universidad de los Andes,Facultad de Economía, CEDE, May.
    4. repec:zbw:bofrdp:2001_017 is not listed on IDEAS
    5. 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.
    6. Humberto Bernal Castro & Humberto Bernal Castro & Byron Ortega, 2004. "¿Se ha desarrollado el mercado secundario de acciones colombiano durante el período 1988-2002?," Documentos de Trabajo UEC 3832, Universidad Externado de Colombia.
    7. Eika, Kari H & Ericsson, Neil R & Nymoen, Ragnar, 1996. "Hazards in Implementing a Monetary Conditions Index," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 58(4), pages 765-790, November.
    8. Claudio Borio & Mathias Drehmann, 2011. "Toward an Operational Framework for Financial Stability: “Fuzzy” Measurement and Its Consequences," Central Banking, Analysis, and Economic Policies Book Series, in: Rodrigo Alfaro (ed.),Financial Stability, Monetary Policy, and Central Banking, edition 1, volume 15, chapter 4, pages 063-123, Central Bank of Chile.
    9. Jörg Breitung & Sandra Eickmeier, 2006. "Dynamic Factor Models," Springer Books, in: Olaf Hübler & Jachim Frohn (ed.), Modern Econometric Analysis, chapter 3, pages 25-40, Springer.
    10. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    11. Alberto Montagnoli & Oreste Napolitano, 2004. "Financial Condition Index and interest rate settings: a comparative analysis," Money Macro and Finance (MMF) Research Group Conference 2004 1, Money Macro and Finance Research Group.
    12. Reinhart, Karmen & Rogoff, Kenneth, 2009. ""This time is different": panorama of eight centuries of financial crises," Ekonomicheskaya Politika / Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 1, pages 77-114, March.
    13. Esteban Gómez & Sandra Rozo, 2008. "Beyond Bubbles: The Role of Asset Prices in Early-Warning Indicators," Revista ESPE - Ensayos Sobre Política Económica, Banco de la República, vol. 26(56), pages 114-148, June.
    14. Graciela Laura Kaminsky, 1997. "Leading Indicators of Currency Crises," IMF Working Papers 1997/079, International Monetary Fund.
    15. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    16. Sandra Eickmeier & Christina Ziegler, 2008. "How successful are dynamic factor models at forecasting output and inflation? A meta-analytic approach," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 27(3), pages 237-265.
    17. Carmen M. Reinhart & Kenneth S. Rogoff, 2014. "This Time is Different: A Panoramic View of Eight Centuries of Financial Crises," Annals of Economics and Finance, Society for AEF, vol. 15(2), pages 215-268, November.
    18. Victor Zarnowitz, 1992. "Composite Indexes of Leading, Coincident, and Lagging Indicators," NBER Chapters, in: Business Cycles: Theory, History, Indicators, and Forecasting, pages 316-356, National Bureau of Economic Research, Inc.
    19. Ben S. Bernanke & Mark Gertler, 1995. "Inside the Black Box: The Credit Channel of Monetary Policy Transmission," Journal of Economic Perspectives, American Economic Association, vol. 9(4), pages 27-48, Fall.
    20. Stock, James H & Watson, Mark W, 2002. "Macroeconomic Forecasting Using Diffusion Indexes," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(2), pages 147-162, April.
    21. Stéphanie Guichard & David Turner, 2008. "Quantifying the Effect of Financial Conditions on US Activity," OECD Economics Department Working Papers 635, OECD Publishing.
    22. Konstantinos Tsatsaronis, 2005. "Investigating the relationship between the financial and real economy," BIS Papers chapters, in: Bank for International Settlements (ed.), Investigating the relationship between the financial and real economy, volume 22, pages 1-4, Bank for International Settlements.
    23. Esteban Gómez & Sandra Rozo, 2008. "Beyond Bubbles: The Role of Asset Prices in Early-Warning Indicators," Revista ESPE - Ensayos Sobre Política Económica, Banco de la República, vol. 26(56), pages 114-148, June.
    24. Jan Hatzius & Peter Hooper & Frederic S. Mishkin & Kermit L. Schoenholtz & Mark W. Watson, 2010. "Financial Conditions Indexes: A Fresh Look after the Financial Crisis," NBER Working Papers 16150, National Bureau of Economic Research, Inc.
    25. Stock, James H. & Watson, Mark W., 2006. "Forecasting with Many Predictors," Handbook of Economic Forecasting, in: G. Elliott & C. Granger & A. Timmermann (ed.), Handbook of Economic Forecasting, edition 1, volume 1, chapter 10, pages 515-554, Elsevier.
    26. Victor Zarnowitz, 1992. "Business Cycles: Theory, History, Indicators, and Forecasting," NBER Books, National Bureau of Economic Research, Inc, number zarn92-1.
    27. Goodhart, Charles, 2001. "What Weight Should Be Given to Asset Prices in the Measurement of Inflation?," Economic Journal, Royal Economic Society, vol. 111(472), pages 335-356, June.
    28. Bai, Jushan & Ng, Serena, 2008. "Large Dimensional Factor Analysis," Foundations and Trends(R) in Econometrics, now publishers, vol. 3(2), pages 89-163, June.
    29. G. Elliott & C. Granger & A. Timmermann (ed.), 2006. "Handbook of Economic Forecasting," Handbook of Economic Forecasting, Elsevier, edition 1, volume 1, number 1.
    30. William English & Kostas Tsatsaronis & Edda Zoli, 2005. "Assessing the predictive power of measures of financial conditions for macroeconomic variables," BIS Papers chapters, in: Bank for International Settlements (ed.), Investigating the relationship between the financial and real economy, volume 22, pages 228-52, Bank for International Settlements.
    31. Philip Lowe & Claudio Borio, 2002. "Asset prices, financial and monetary stability: exploring the nexus," BIS Working Papers 114, Bank for International Settlements.
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    Cited by:

    1. Dimitris, Korobilis, 2013. "Forecasting with Factor Models: A Bayesian Model Averaging Perspective," MPRA Paper 52724, University Library of Munich, Germany.
    2. Carlos León & Clara Machado & Andrés Murcia, 2013. "Macro-prudential assessment of Colombian financial institutions’ systemic importance," Borradores de Economia 800, Banco de la Republica de Colombia.
    3. A. Hakan Kara & Pinar Ozlu & Deren Unalmis, 2012. "Financial Conditions Indices for the Turkish Economy," CBT Research Notes in Economics 1231, Research and Monetary Policy Department, Central Bank of the Republic of Turkey.
    4. Wilmar Cabrera & Jorge Hurtado & Miguel Morales & Juan Sebastián Rojas, 2014. "A Composite Indicator of Systemic Stress (CISS) for Colombia," Borradores de Economia 826, Banco de la Republica de Colombia.
    5. Zhyvko Zinaida & Morhachov Illa & Zhelikhovska Maiia & Artiukh-Pasiuta Olena & Hnatenko Iryna & Skrypnyk Viktoriia & Yanechko Serhii, 2024. "The Influence of the US Stock Market on the Institutional Security Strategy of the Management of Innovative Development," Management Theory and Studies for Rural Business and Infrastructure Development, Sciendo, vol. 46(1), pages 104-111, March.
    6. Hakan Kara & Pinar Ozlu & Deren Unalmis, 2015. "Turkiye icin Finansal Kosullar Endeksi," Central Bank Review, Research and Monetary Policy Department, Central Bank of the Republic of Turkey, vol. 15(3), pages 41-73.
    7. Koop, Gary & Korobilis, Dimitris, 2014. "A new index of financial conditions," European Economic Review, Elsevier, vol. 71(C), pages 101-116.
    8. Thanda Sithole & Beatrice D. Simo-Kengne & Modeste Some, 2017. "The role of financial conditions in transmitting external shocks to South Africa," International Economics, CEPII research center, issue 150, pages 36-56.
    9. Simone Auer, 2017. "A Financial Conditions Index for the CEE economies," Temi di discussione (Economic working papers) 1145, Bank of Italy, Economic Research and International Relations Area.
    10. Shaoping Wang & Fan Xu & Sanpan Chen, 2018. "Constructing a dynamic financial conditions indexes by TVP-FAVAR model," Applied Economics Letters, Taylor & Francis Journals, vol. 25(3), pages 183-186, February.
    11. Ikhlaas Gurrib, 2018. "Can an Energy Futures Index Predict US Stock Market Index Movements?," International Journal of Energy Economics and Policy, Econjournals, vol. 8(5), pages 230-240.
    12. Jiménez Polanco, Miguel A. & Ramírez de León, Francisco A., 2016. "Un Indicador de Condiciones Financieras para la República Dominicana [A Financial Condition Index for the Dominican Republic]," MPRA Paper 75859, University Library of Munich, Germany.
    13. Diego Alejandro Martínez-Cruz, 2021. "Indicador Combinado de Liquidez para la Deuda Pública Local Colombiana," Borradores de Economia 1167, Banco de la Republica de Colombia.
    14. Esteban Gómez & Juan Carlos Mendoza & Nancy Zamudio Gómez, 2012. "CrashMetrics: An Application for Colombia," Temas de Estabilidad Financiera 069, Banco de la Republica de Colombia.
    15. Lawson, Jeremy & Watt, Abigail & Martinez, Carolina & Fu, Rong, 2019. "Chinese Financial Conditions and their Spillovers to the Global Economy and Markets," CEPR Discussion Papers 14065, C.E.P.R. Discussion Papers.

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    More about this item

    Keywords

    Financial conditions index; early-warningindicators; leading indicators; macroprudential supervision; principal component analysis;
    All these keywords.

    JEL classification:

    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
    • E47 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Forecasting and Simulation: Models and Applications
    • E51 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Money Supply; Credit; Money Multipliers

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