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Supply or Demand: What Drives Fluctuations in the Bank Loan Market?

Author

Listed:
  • Altavilla, Carlo
  • Boucinha, Miguel
  • Bouscasse, Paul
Abstract
We propose a new methodology to identify aggregate demand and supply shocks in the bank loan market. We present a model of sticky bank-firm relationships, estimate its structural parameters in euro area credit register data, and infer aggregate shocks based on those estimates. To achieve credible identification, we leverage banks’ exposure to various sectors’ heterogeneous liquidity needs during the COVID-19 Pandemic. We find that developments in lending volumes following the pandemic were largely explained by demand shocks. Fluctuations in lending rates were instead mostly determined by bank-driven supply shocks and borrower risk. A by-product of our analysis is a structural interpretation of two-way fixed effects regressions in loan-level data: according to our framework, firm- and bank-time fixed effects only separate demand from supply under certain parametric assumptions. In the data, the conditions are satisfied for supply but not for demand: bank-time fixed effects identify true supply shocks up to a time constant, while firm-time fixed effects are contaminated by supply forces. Our methodology overcomes this limitation: we identify supply and demand shocks at the aggregate and individual levels. JEL Classification: E51, G21, G32

Suggested Citation

  • Altavilla, Carlo & Boucinha, Miguel & Bouscasse, Paul, 2022. "Supply or Demand: What Drives Fluctuations in the Bank Loan Market?," Working Paper Series 2646, European Central Bank.
    • Handle: RePEc:ecb:ecbwps:20222646
    Note: 2279334
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    References listed on IDEAS

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    1. Lown, Cara & Morgan, Donald P., 2006. "The Credit Cycle and the Business Cycle: New Findings Using the Loan Officer Opinion Survey," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(6), pages 1575-1597, September.
    2. João Amador & Arne J. Nagengast, 2015. "The Effect of Bank Shocks on Firm-Level and Aggregate Investment," Working Papers w201515, Banco de Portugal, Economics and Research Department.
    3. Altavilla, Carlo & Laeven, Luc & Peydró, José-Luis, 2020. "Monetary and Macroprudential Policy Complementarities: evidence from European credit registers," CEPR Discussion Papers 15539, C.E.P.R. Discussion Papers.
    4. Andrew Atkeson & Ariel Burstein, 2008. "Pricing-to-Market, Trade Costs, and International Relative Prices," American Economic Review, American Economic Association, vol. 98(5), pages 1998-2031, December.
    5. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
    6. Michael Greenstone & Alexandre Mas & Hoai-Luu Nguyen, 2020. "Do Credit Market Shocks Affect the Real Economy? Quasi-experimental Evidence from the Great Recession and "Normal" Economic Times," American Economic Journal: Economic Policy, American Economic Association, vol. 12(1), pages 200-225, February.
    7. Briana Chang & Matthieu Gomez & Harrison Hong, 2021. "Sorting Out the Real Effects of Credit Supply," NBER Working Papers 28842, National Bureau of Economic Research, Inc.
    8. Mary Amiti & Patrick McGuire & David E. Weinstein, 2017. "Supply- and Demand-side Factors in Global Banking," NBER Working Papers 23536, National Bureau of Economic Research, Inc.
    9. Asim Ijaz Khwaja & Atif Mian, 2008. "Tracing the Impact of Bank Liquidity Shocks: Evidence from an Emerging Market," American Economic Review, American Economic Association, vol. 98(4), pages 1413-1442, September.
    10. Patrick Kline & Raffaele Saggio & Mikkel Sølvsten, 2020. "Leave‐Out Estimation of Variance Components," Econometrica, Econometric Society, vol. 88(5), pages 1859-1898, September.
    11. Eickmeier, Sandra & Ng, Tim, 2015. "How do US credit supply shocks propagate internationally? A GVAR approach," European Economic Review, Elsevier, vol. 74(C), pages 128-145.
    12. Andrea Gerali & Stefano Neri & Luca Sessa & Federico M. Signoretti, 2010. "Credit and Banking in a DSGE Model of the Euro Area," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(s1), pages 107-141, September.
    13. Degryse, Hans & De Jonghe, Olivier & Jakovljević, Sanja & Mulier, Klaas & Schepens, Glenn, 2019. "Identifying credit supply shocks with bank-firm data: Methods and applications," Journal of Financial Intermediation, Elsevier, vol. 40(C).
    14. Mary Amiti & David E. Weinstein, 2018. "How Much Do Idiosyncratic Bank Shocks Affect Investment? Evidence from Matched Bank-Firm Loan Data," Journal of Political Economy, University of Chicago Press, vol. 126(2), pages 525-587.
    15. Alfaro, Laura & García-Santana, Manuel & Moral-Benito, Enrique, 2021. "On the direct and indirect real effects of credit supply shocks," Journal of Financial Economics, Elsevier, vol. 139(3), pages 895-921.
    16. Christiano, Lawrence & Motto, Roberto & Rostagno, Massimo, 2010. "Financial factors in economic fluctuations," Working Paper Series 1192, European Central Bank.
    17. M. J. Andrews & L. Gill & T. Schank & R. Upward, 2008. "High wage workers and low wage firms: negative assortative matching or limited mobility bias?," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 171(3), pages 673-697, June.
    18. 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.
    19. 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.
    20. Altavilla, Carlo & Pariès, Matthieu Darracq & Nicoletti, Giulio, 2019. "Loan supply, credit markets and the euro area financial crisis," Journal of Banking & Finance, Elsevier, vol. 109(C).
    21. Diego Nicolas Moccero & Matthieu Darracq Pariès & Laurent Maurin, 2014. "Financial Conditions Index and Identification of Credit Supply Shocks for the Euro Area," International Finance, Wiley Blackwell, vol. 17(3), pages 297-321, December.
    22. Jeremy C. Stein & Anil K. Kashyap, 2000. "What Do a Million Observations on Banks Say about the Transmission of Monetary Policy?," American Economic Review, American Economic Association, vol. 90(3), pages 407-428, June.
    23. J. M. C. Santos Silva & Silvana Tenreyro, 2006. "The Log of Gravity," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 641-658, November.
    24. Sergio Correia & Paulo Guimarães & Tom Zylkin, 2020. "Fast Poisson estimation with high-dimensional fixed effects," Stata Journal, StataCorp LP, vol. 20(1), pages 95-115, March.
    25. Berg, Tobias & Saunders, Anthony & Schäfer, Larissa & Steffen, Sascha, 2021. "Brexit and the contraction of syndicated lending," Journal of Financial Economics, Elsevier, vol. 141(1), pages 66-82.
    26. Darracq Pariès, Matthieu & Maurin, Laurent & Moccero, Diego, 2014. "Financial conditions index and credit supply shocks for the euro area," Working Paper Series 1644, European Central Bank.
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    More about this item

    Keywords

    credit demand; credit supply;

    JEL classification:

    • E51 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Money Supply; Credit; Money Multipliers
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

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