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Loan guarantee and portfolio greening: evidence from European credit registers

Author

Listed:
  • Buchetti, Bruno
  • Miquel-Flores, Ixart
  • Perdichizzi, Salvatore
  • Reghezza, Alessio
  • Lin, Luca X.

Abstract

Using pan-European credit register data, we analyze the sharp increase in public guaranteed lending (PGL) during the COVID-19 loan guarantee programs and show that banks leverage PGL to expand lending to low-emission firms. This behavior is driven by industries less affected by COVID-19, banks with ”browner” portfolios, and younger firms. Notably, compared to high-emission firms, banks’ internal risk assessments in PGL to low-emission firms are less frequently updated and exhibit weaker predictive power for future credit quality deterioration, indicating lax monitoring efforts. These findings highlight the additional information production costs associated with green lending and shed light on why banks may be slow to transition to greener portfolios. JEL Classification: G20, G21, G28

Suggested Citation

  • Buchetti, Bruno & Miquel-Flores, Ixart & Perdichizzi, Salvatore & Reghezza, Alessio & Lin, Luca X., 2024. "Loan guarantee and portfolio greening: evidence from European credit registers," Working Paper Series 2916, European Central Bank.
  • Handle: RePEc:ecb:ecbwps:20242916
    Note: 2642726
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    References listed on IDEAS

    as
    1. Emanuele Ciani & Marco Gallo & Zeno Rotondi, 2020. "Public credit guarantee and financial additionalities across SME risk classes," Temi di discussione (Economic working papers) 1265, Bank of Italy, Economic Research and International Relations Area.
    2. Steven M. Fazzari & Bruce C. Petersen, 1993. "Working Capital and Fixed Investment: New Evidence on Financing Constraints," RAND Journal of Economics, The RAND Corporation, vol. 24(3), pages 328-342, Autumn.
    3. Markus Fischer & Christa Hainz & Jörg Rocholl & Sascha Steffen, 2014. "Government guarantees and bank risk taking incentives," ESMT Research Working Papers ESMT-14-02, ESMT European School of Management and Technology.
    4. N. Berger, Allen & F. Udell, Gregory, 1998. "The economics of small business finance: The roles of private equity and debt markets in the financial growth cycle," Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 613-673, August.
    5. Hans Degryse & Tarik Roukny & Joris Tielens, 2020. "Banking barriers to the green economy," Working Paper Research 391, National Bank of Belgium.
    6. Petersen, Mitchell A & Rajan, Raghuram G, 1997. "Trade Credit: Theories and Evidence," The Review of Financial Studies, Society for Financial Studies, vol. 10(3), pages 661-691.
    7. Thomas Philippon, 2021. "Efficient Programs to Support Businesses During and After Lockdowns," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 10(1), pages 188-203.
    8. Porta, Rafael La & Lopez-de-Silane, Florencio & Pop-Eleches, Cristian & Shleifer, Andrei, 2002. "The Guarantees of Freedom," Scholarly Articles 29408125, Harvard University Department of Economics.
    9. Mr. Dimitri G Demekas & Pierpaolo Grippa, 2021. "Financial Regulation, Climate Change, and the Transition to a Low-Carbon Economy: A Survey of the Issues," IMF Working Papers 2021/296, International Monetary Fund.
    10. Jensen, Michael C. & Meckling, William H., 2008. "Theory of the firm: managerial behavior, agency costs and ownership structure," RAE - Revista de Administração de Empresas, FGV-EAESP Escola de Administração de Empresas de São Paulo (Brazil), vol. 48(2), April.
    11. Gambacorta, Leonardo & Pancotto, Livia & Reghezza, Alessio & Spaggiari, Martina, 2022. "Gender diversity in bank boardrooms and green lending: Evidence from euro area credit register data," CEPR Discussion Papers 17650, Centre for Economic Policy Research.
    12. Dani Rodrik, 2014. "Green industrial policy," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 30(3), pages 469-491.
    13. Sendstad, Lars H. & Hagspiel, Verena & Mikkelsen, Wilhelm Jebsen & Ravndal, Ruben & Tveitstøl, Martin, 2022. "The impact of subsidy retraction on European renewable energy investments," Energy Policy, Elsevier, vol. 160(C).
    14. Edward I. Altman, 1968. "Financial Ratios, Discriminant Analysis And The Prediction Of Corporate Bankruptcy," Journal of Finance, American Finance Association, vol. 23(4), pages 589-609, September.
    15. Dautović, Ernest & Gambacorta, Leonardo & Reghezza, Alessio, 2023. "Supervisory Policy Stimulus: Evidence from the Euro Area Dividend Recommendation," CEPR Discussion Papers 18175, Centre for Economic Policy Research.
    16. Thorsten Beck & Asli Demirgüç‐Kunt & Vojislav Maksimovic, 2005. "Financial and Legal Constraints to Growth: Does Firm Size Matter?," Journal of Finance, American Finance Association, vol. 60(1), pages 137-177, February.
    17. Rui Albuquerque & Yrjo Koskinen & Shuai Yang & Chendi Zhang, 2020. "Resiliency of Environmental and Social Stocks: An Analysis of the Exogenous COVID-19 Market Crash," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 593-621.
    18. Andrew G. Atkeson & Adrien d’Avernas & Andrea L. Eisfeldt & Pierre-Olivier Weill, 2019. "Government Guarantees and the Valuation of American Banks," NBER Macroeconomics Annual, University of Chicago Press, vol. 33(1), pages 81-145.
    19. Farhad Taghizadeh-Hesary & Naoyuki Yoshino, 2020. "Sustainable Solutions for Green Financing and Investment in Renewable Energy Projects," Energies, MDPI, vol. 13(4), pages 1-18, February.
    20. Castellini, Marta & Menoncin, Francesco & Moretto, Michele & Vergalli, Sergio, 2021. "Photovoltaic Smart Grids in the prosumers investment decisions: a real option model," Journal of Economic Dynamics and Control, Elsevier, vol. 126(C).
    21. Edward I. Altman, 1968. "The Prediction Of Corporate Bankruptcy: A Discriminant Analysis," Journal of Finance, American Finance Association, vol. 23(1), pages 193-194, March.
    22. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 18(1), pages 109-131.
    23. Douglas W. Diamond, 1984. "Financial Intermediation and Delegated Monitoring," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 393-414.
    24. Rui Albuquerque & Yrjö Koskinen & Chendi Zhang, 2019. "Corporate Social Responsibility and Firm Risk: Theory and Empirical Evidence," Management Science, INFORMS, vol. 65(10), pages 4451-4469, October.
    25. Budnik, Katarzyna & Dimitrov, Ivan & Groß, Johannes & Jančoková, Martina & Lampe, Max & Sorvillo, Bianca & Stular, Anze & Volk, Matjaz, 2021. "Policies in support of lending following the coronavirus (COVID 19) pandemic," Occasional Paper Series 257, European Central Bank.
    26. Beaver, Wh, 1966. "Financial Ratios As Predictors Of Failure - Reply," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 4, pages 123-127.
    27. Ding, Wenzhi & Levine, Ross & Lin, Chen & Xie, Wensi, 2021. "Corporate immunity to the COVID-19 pandemic," Journal of Financial Economics, Elsevier, vol. 141(2), pages 802-830.
    28. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    29. Jean-Noël Barrot, 2016. "Trade Credit and Industry Dynamics: Evidence from Trucking Firms," Journal of Finance, American Finance Association, vol. 71(5), pages 1975-2016, October.
    30. Franklin Allen & Elena Carletti & Itay Goldstein & Agnese Leonello, 2015. "Moral Hazard and Government Guarantees in the Banking Industry," Journal of Financial Regulation, Oxford University Press, vol. 1(1), pages 30-50.
    31. Laeven, Luc & Popov, Alexander, 2023. "Carbon taxes and the geography of fossil lending," Journal of International Economics, Elsevier, vol. 144(C).
    32. Bryan Kelly & Hanno Lustig & Stijn Van Nieuwerburgh, 2016. "Too-Systemic-to-Fail: What Option Markets Imply about Sector-Wide Government Guarantees," American Economic Review, American Economic Association, vol. 106(6), pages 1278-1319, June.
    33. Leonardo Gambacorta & Salvatore Polizzi & Alessio Reghezza & Enzo Scannella, 2026. "Do Banks Practice What They Preach? Brown Lending and Environmental Disclosure in the Euro Area," Journal of Financial Services Research, Springer;Western Finance Association, vol. 69(1), pages 135-179, April.
    34. : Papadopoulos, Georgios, 2022. "Discrepancies in corporate GHG emissions data and their impact on firm performance assessment," JRC Working Papers in Economics and Finance 2022-12, Joint Research Centre, European Commission.
    35. Opler, Tim & Pinkowitz, Lee & Stulz, Rene & Williamson, Rohan, 1999. "The determinants and implications of corporate cash holdings," Journal of Financial Economics, Elsevier, vol. 52(1), pages 3-46, April.
    36. Beaver, Wh, 1966. "Financial Ratios As Predictors Of Failure," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 4, pages 71-111.
    37. Viral V Acharya & Tim Eisert & Christian Eufinger & Christian Hirsch, 2019. "Whatever It Takes: The Real Effects of Unconventional Monetary Policy," The Review of Financial Studies, Society for Financial Studies, vol. 32(9), pages 3366-3411.
    38. Aswani, Jitendra & Raghunandan, Aneesh & Rajgopal, Shivaram, 2024. "Are carbon emissions associated with stock returns?," LSE Research Online Documents on Economics 118364, London School of Economics and Political Science, LSE Library.
    39. De Haas, Ralph & Popov, Alexander, 2019. "Finance and carbon emissions," Working Paper Series 2318, European Central Bank.
    40. Clark, Robyn & Reed, James & Sunderland, Terry, 2018. "Bridging funding gaps for climate and sustainable development: Pitfalls, progress and potential of private finance," Land Use Policy, Elsevier, vol. 71(C), pages 335-346.
    41. Opler, Tim C & Titman, Sheridan, 1994. "Financial Distress and Corporate Performance," Journal of Finance, American Finance Association, vol. 49(3), pages 1015-1040, July.
    42. Geels, Frank W., 2002. "Technological transitions as evolutionary reconfiguration processes: a multi-level perspective and a case-study," Research Policy, Elsevier, vol. 31(8-9), pages 1257-1274, December.
    43. Roper, Stephen & Tapinos, Efstathios, 2016. "Taking risks in the face of uncertainty: An exploratory analysis of green innovation," Technological Forecasting and Social Change, Elsevier, vol. 112(C), pages 357-363.
    44. Alogoskoufis, Spyros & Dunz, Nepomuk & Emambakhsh, Tina & Hennig, Tristan & Kaijser, Michiel & Kouratzoglou, Charalampos & Muñoz, Manuel A. & Parisi, Laura & Salleo, Carmelo, 2021. "ECB’s economy-wide climate stress test," Occasional Paper Series 281, European Central Bank.
    45. Mr. Divya Kirti & Yang Liu & Soledad Martinez Peria & Ms. Prachi Mishra & Jan Strasky, 2022. "Tracking Economic and Financial Policies During COVID-19: An Announcement-Level Database," IMF Working Papers 2022/114, International Monetary Fund.
    46. Wilcox, James A. & Yasuda, Yukihiro, 2019. "Government guarantees of loans to small businesses: Effects on banks’ risk-taking and non-guaranteed lending," Journal of Financial Intermediation, Elsevier, vol. 37(C), pages 45-57.
    47. Reghezza, Alessio & Altunbas, Yener & Marques-Ibanez, David & Rodriguez d’Acri, Costanza & Spaggiari, Martina, 2022. "Do banks fuel climate change?," Journal of Financial Stability, Elsevier, vol. 62(C).
    48. Tito Cordella & Giovanni Dell’Ariccia & Robert Marquez, 2018. "Government Guarantees, Transparency, and Bank Risk Taking," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 66(1), pages 116-143, March.
    49. Flora, Maria & Tankov, Peter, 2023. "Green investment and asset stranding under transition scenario uncertainty," Energy Economics, Elsevier, vol. 124(C).
    50. Sreedhar T. Bharath & Tyler Shumway, 2008. "Forecasting Default with the Merton Distance to Default Model," The Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1339-1369, May.
    51. 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).
    52. Ralph De Haas & Alexander Popov, 2023. "Finance and Green Growth," The Economic Journal, Royal Economic Society, vol. 133(650), pages 637-668.
    53. Bachas, Natalie & Kim, Olivia S. & Yannelis, Constantine, 2021. "Loan guarantees and credit supply," Journal of Financial Economics, Elsevier, vol. 139(3), pages 872-894.
    54. Ren, Xiaohang & Zhang, Xiao & Yan, Cheng & Gozgor, Giray, 2022. "Climate policy uncertainty and firm-level total factor productivity: Evidence from China," Energy Economics, Elsevier, vol. 113(C).
    55. Petersen, Mitchell A & Rajan, Raghuram G, 1994. "The Benefits of Lending Relationships: Evidence from Small Business Data," Journal of Finance, American Finance Association, vol. 49(1), pages 3-37, March.
    56. Steven N. Kaplan & Luigi Zingales, 1997. "Do Investment-Cash Flow Sensitivities Provide Useful Measures of Financing Constraints?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 169-215.
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    JEL classification:

    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

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