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Explaining and forecasting bank loans. Good times and crisis

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  • Grégory Levieuge

    (LEO - Laboratoire d'Économie d'Orleans [UMR7322] - UO - Université d'Orléans - UT - Université de Tours - CNRS - Centre National de la Recherche Scientifique)

Abstract

This article aims to develop a parsimonious model to explain and forecast bank loans to nonfinancial companies during calm periods as well as in situations of financial turmoil. It focuses on the French context, over a period including financial, banking and sovereign debt crises. Theoretical views and intuitions led us to gauge the marginal informational content of a large set of leading indicators in VAR and VECM models, and to investigate potential nonlinearity in credit dynamics. In accordance with firms and banks’ balance sheet effects, the growth rate of equity prices appears to be one of the most interesting leading indicator as well as a significant threshold variable for explaining regime switching. However, it appears difficult to accurately predict the right credit dynamics regimes. A simple VAR model finally performs better.
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Suggested Citation

  • Grégory Levieuge, 2017. "Explaining and forecasting bank loans. Good times and crisis," Post-Print hal-03529226, HAL.
    • Handle: RePEc:hal:journl:hal-03529226
    DOI: 10.1080/00036846.2016.1208350
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    1. Christoffersen, Peter F & Diebold, Francis X, 1998. "Cointegration and Long-Horizon Forecasting," Journal of Business & Economic Statistics, American Statistical Association, vol. 16(4), pages 450-458, October.
    2. Leonardo Gambacorta & Paolo Emilio Mistrulli, 2014. "Bank Heterogeneity and Interest Rate Setting: What Lessons Have We Learned since Lehman Brothers?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 46(4), pages 753-778, June.
    3. Douglas Elliott & Mr. Andre O Santos, 2012. "Assessing the Cost of Financial Regulation," IMF Working Papers 2012/233, International Monetary Fund.
    4. Philip R Lane & Gian Maria Milesi-Ferretti, 2011. "The Cross-Country Incidence of the Global Crisis," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 59(1), pages 77-110, April.
    5. Delis, Manthos D. & Kouretas, Georgios P. & Tsoumas, Chris, 2014. "Anxious periods and bank lending," Journal of Banking & Finance, Elsevier, vol. 38(C), pages 1-13.
    6. Michael R King, 2010. "Mapping capital and liquidity requirements to bank lending spreads," BIS Working Papers 324, Bank for International Settlements.
    7. Babecký, Jan & Havránek, Tomáš & Matějů, Jakub & Rusnák, Marek & Šmídková, Kateřina & Vašíček, Bořek, 2014. "Banking, debt, and currency crises in developed countries: Stylized facts and early warning indicators," Journal of Financial Stability, Elsevier, vol. 15(C), pages 1-17.
    8. Stephen D. Oliner & Glenn D. Rudebusch, 1996. "Is there a broad credit channel for monetary policy?," Economic Review, Federal Reserve Bank of San Francisco, pages 3-13.
    9. Todd Clark & Michael McCracken, 2012. "Reality Checks and Comparisons of Nested Predictive Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(1), pages 53-66.
    10. Grégory Levieuge, 2014. "Cohérence et contenu prédictif des indicateurs du Bank Lending Survey pour la France," Revue française d'économie, Presses de Sciences-Po, vol. 0(2), pages 245-287.
    11. Hempell, Hannah S. & Kok, Christoffer, 2010. "The impact of supply constraints on bank lending in the euro area - crisis induced crunching?," Working Paper Series 1262, European Central Bank.
    12. Anil K Kashyap & Owen A. Lamont & Jeremy C. Stein, 1994. "Credit Conditions and the Cyclical Behavior of Inventories," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(3), pages 565-592.
    13. Bassett, William F. & Chosak, Mary Beth & Driscoll, John C. & Zakrajšek, Egon, 2014. "Changes in bank lending standards and the macroeconomy," Journal of Monetary Economics, Elsevier, vol. 62(C), pages 23-40.
    14. Kaminsky, Graciela L. & Reinhart, Carmen M., 2000. "On crises, contagion, and confusion," Journal of International Economics, Elsevier, vol. 51(1), pages 145-168, June.
    15. Grégory LEVIEUGE, 2009. "Annexes détaillées de l'article "Bank Capital Channel and Counter-Cyclical Prudential Regulation in a DSGE Model," LEO Working Papers / DR LEO 232, Orleans Economics Laboratory / Laboratoire d'Economie d'Orleans (LEO), University of Orleans.
    16. Darracq-Paries, Matthieu & De Santis, Roberto A., 2015. "A non-standard monetary policy shock: The ECB's 3-year LTROs and the shift in credit supply," Journal of International Money and Finance, Elsevier, vol. 54(C), pages 1-34.
    17. 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.
    18. Krainer, Robert E., 2014. "Monetary policy and bank lending in the Euro area: Is there a stock market channel or an interest rate channel?," Journal of International Money and Finance, Elsevier, vol. 49(PB), pages 283-298.
    19. Benjamin M. Friedman & Kenneth N. Kuttner, 1993. "Economic Activity and the Short-term Credit Markets: An Analysis of Prices and Quantities," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 24(2), pages 193-284.
    20. Ferrara, Laurent & Marsilli, Clément & Ortega, Juan-Pablo, 2014. "Forecasting growth during the Great Recession: is financial volatility the missing ingredient?," Economic Modelling, Elsevier, vol. 36(C), pages 44-50.
    21. Matteo Ciccarelli & Angela Maddaloni & Jose Luis Peydro, 2015. "Trusting the Bankers: A New Look at the Credit Channel of Monetary Policy," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 18(4), pages 979-1002, October.
    22. Taylor, Alan M. & Schularick, Moritz & Jordà , Òscar, 2011. "When Credit Bites Back: Leverage, Business Cycles, and Crises," CEPR Discussion Papers 8678, C.E.P.R. Discussion Papers.
    23. James H. Stock & Mark W.Watson, 2003. "Forecasting Output and Inflation: The Role of Asset Prices," Journal of Economic Literature, American Economic Association, vol. 41(3), pages 788-829, September.
    24. Grégory Levieuge, 2009. "The Bank Capital Channel and Counter-Cyclical Prudential Regulation in a DSGE model," Recherches économiques de Louvain, De Boeck Université, vol. 75(4), pages 425-460.
    25. Kok, Christoffer & Rossi, Carlotta & Marqués-Ibáñez, David, 2009. "Modelling loans to non-financial corporations in the euro area," Working Paper Series 989, European Central Bank.
    26. Kashyap, Anil K & Stein, Jeremy C & Wilcox, David W, 1993. "Monetary Policy and Credit Conditions: Evidence from the Composition of External Finance," American Economic Review, American Economic Association, vol. 83(1), pages 78-98, March.
    27. Calza, Alessandro & Manrique, Marta & Sousa, Joao, 2006. "Credit in the euro area: An empirical investigation using aggregate data," The Quarterly Review of Economics and Finance, Elsevier, vol. 46(2), pages 211-226, May.
    28. Sergio Mayordomo & Juan Ignacio Peña & Juan Romo, 2011. "The effect of liquidity on the price discovery process in credit derivatives markets in times of financial distress," The European Journal of Finance, Taylor & Francis Journals, vol. 17(9-10), pages 851-881, November.
    29. Sims, Christopher A & Stock, James H & Watson, Mark W, 1990. "Inference in Linear Time Series Models with Some Unit Roots," Econometrica, Econometric Society, vol. 58(1), pages 113-144, January.
    30. Becker, Bo & Ivashina, Victoria, 2014. "Cyclicality of credit supply: Firm level evidence," Journal of Monetary Economics, Elsevier, vol. 62(C), pages 76-93.
    31. Claudio Borio, 2014. "The financial cycle and macroeconomics: what have we learned and what are the policy implications?," Chapters, in: Ewald Nowotny & Doris Ritzberger-Grünwald & Peter Backé (ed.), Financial Cycles and the Real Economy, chapter 2, pages 10-35, Edward Elgar Publishing.
    32. Bezemer, Dirk & Grydaki, Maria, 2014. "Financial fragility in the Great Moderation," Journal of Banking & Finance, Elsevier, vol. 49(C), pages 169-177.
    33. Mr. Prakash Kannan, 2010. "Credit Conditions and Recoveries from Recessions Associated with Financial Crises," IMF Working Papers 2010/083, International Monetary Fund.
    34. Borio, Claudio, 2014. "The financial cycle and macroeconomics: What have we learnt?," Journal of Banking & Finance, Elsevier, vol. 45(C), pages 182-198.
    35. Meh, Césaire A. & Moran, Kevin, 2010. "The role of bank capital in the propagation of shocks," Journal of Economic Dynamics and Control, Elsevier, vol. 34(3), pages 555-576, March.
    36. Nathan S. Balke, 2000. "Credit and Economic Activity: Credit Regimes and Nonlinear Propagation of Shocks," The Review of Economics and Statistics, MIT Press, vol. 82(2), pages 344-349, May.
    37. Engle, Robert F. & Yoo, Byung Sam, 1987. "Forecasting and testing in co-integrated systems," Journal of Econometrics, Elsevier, vol. 35(1), pages 143-159, May.
    38. Stephen Cecchetti & Michael R King & James Yetman, 2011. "Weathering the financial crisis: good policy or good luck?," BIS Working Papers 351, Bank for International Settlements.
    39. Del Giovane, Paolo & Eramo, Ginette & Nobili, Andrea, 2011. "Disentangling demand and supply in credit developments: A survey-based analysis for Italy," Journal of Banking & Finance, Elsevier, vol. 35(10), pages 2719-2732, October.
    40. Duy, Timothy A. & Thoma, Mark A., 1998. "Modeling and Forecasting Cointegrated Variables: Some Practical Experience," Journal of Economics and Business, Elsevier, vol. 50(3), pages 291-307, May.
    41. Asli Demirgüç-Kunt & Enrica Detragiache, 1998. "The Determinants of Banking Crises in Developing and Developed Countries," IMF Staff Papers, Palgrave Macmillan, vol. 45(1), pages 81-109, March.
    42. 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. Thi van Hoang & Călin Gurău & Amine Lahiani & Thuy-Luu Seran, 2017. "Do crises impact capital structure? A study of French micro-enterprises," Post-Print hal-03608784, HAL.
    2. Thi Hong Hoang & Călin Gurău & Amine Lahiani & Thuy-Luu Seran, 2018. "Do crises impact capital structure? A study of French micro-enterprises," Small Business Economics, Springer, vol. 50(1), pages 181-199, January.

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    More about this item

    JEL classification:

    • E51 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Money Supply; Credit; Money Multipliers
    • E47 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Forecasting and Simulation: Models and Applications
    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes

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