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Organized crime and banks: assessing the effects of anti-mafia police actions on lending

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Listed:
  • Buchetti, Bruno
  • Miquel-Flores, Ixart
  • Fabrizi, Michele
  • Ipino, Elisabetta
  • Parbonetti, Antonio

Abstract

This study examines how dismantling Mafia-connected firms affects banks’ lending practices. Using a unique dataset of 667 such firms and loan-level data from the European Central Bank, our analysis shows that anti-Mafia operations precede an increase in bank loans to businesses that operate in areas that are directly affected by these actions. Specifically, overall loan volumes increase by approximately 0.8 percent, which translates to an increase of €1.38 billion in bank loans to these firms. The effect increases to 1.2 percent in areas that have experienced extensive Mafia activities, amounting to €2.76 billion in bank loans, and to 2.1 percent in areas that were once dominated by Mafia-connected firms that were engaged in rent extraction, amounting to €3.62 billion in bank loans. Borrowing costs rise concurrently, driven by heightened perceptions of risk following exposure of Mafia infiltration. Cross-sectional analyses indicate that banks’ responses vary significantly because non-local and foreign banks and banks with no prior exposure to Mafia-affiliated firms face increased challenges related to their lack of local knowledge. Removal of Mafia-connected firms also correlates with improved productivity in affected municipalities, underscoring financial institutions’ dynamic responses to the eradication of organized crime and the potential for economic revitalization in post-Mafia environments. JEL Classification: E52, E58, G11

Suggested Citation

  • Buchetti, Bruno & Miquel-Flores, Ixart & Fabrizi, Michele & Ipino, Elisabetta & Parbonetti, Antonio, 2025. "Organized crime and banks: assessing the effects of anti-mafia police actions on lending," Working Paper Series 3060, European Central Bank.
  • Handle: RePEc:ecb:ecbwps:20253060
    Note: 2642726
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    as
    1. Bernanke, Ben & Gertler, Mark & Gilchrist, Simon, 1996. "The Financial Accelerator and the Flight to Quality," The Review of Economics and Statistics, MIT Press, vol. 78(1), pages 1-15, February.
    2. Giuseppe De Feo & Giacomo Davide De Luca, 2017. "Mafia in the Ballot Box," American Economic Journal: Economic Policy, American Economic Association, vol. 9(3), pages 134-167, August.
    3. Paulo Guimarães & Pedro Portugal, 2010. "A simple feasible procedure to fit models with high-dimensional fixed effects," Stata Journal, StataCorp LLC, vol. 10(4), pages 628-649, December.
    4. Manasi Deshpande & Yue Li, 2019. "Who Is Screened Out? Application Costs and the Targeting of Disability Programs," American Economic Journal: Economic Policy, American Economic Association, vol. 11(4), pages 213-248, November.
    5. Barone, Guglielmo & Narciso, Gaia, 2015. "Organized crime and business subsidies: Where does the money go?," Journal of Urban Economics, Elsevier, vol. 86(C), pages 98-110.
    6. Paolo Pinotti, 2015. "The Causes and Consequences of Organised Crime: Preliminary Evidence Across Countries," Economic Journal, Royal Economic Society, vol. 125(586), pages 158-174, August.
    7. Clotilde Champeyrache, 2018. "Destructive Entrepreneurship: The Cost of the Mafia for the Legal Economy," Journal of Economic Issues, Taylor & Francis Journals, vol. 52(1), pages 157-172, January.
    8. repec:oup:ecpoli:v:28:y:2013:i:75:p:423-457 is not listed on IDEAS
    9. John R. Baldwin & Wulong Gu, 2006. "Plant turnover and productivity growth in Canadian manufacturing," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 15(3), pages 417-465, June.
    10. Mitchell A. Petersen & Raghuram G. Rajan, 2002. "Does Distance Still Matter? The Information Revolution in Small Business Lending," Journal of Finance, American Finance Association, vol. 57(6), pages 2533-2570, December.
    11. Gabriel Jiménez & Steven Ongena & José‐Luis Peydró & Jesús Saurina, 2014. "Hazardous Times for Monetary Policy: What Do Twenty‐Three Million Bank Loans Say About the Effects of Monetary Policy on Credit Risk‐Taking?," Econometrica, Econometric Society, vol. 82(2), pages 463-505, March.
    12. Gareth Anderson & Saleem Bahaj & Matthieu Chavaz & Angus Foulis & Gabor Pinter, 2023. "Lending Relationships and the Collateral Channel," Review of Finance, European Finance Association, vol. 27(3), pages 851-887.
    13. Roberto A. De Santis & Paolo Surico, 2013. "Bank lending and monetary transmission in the euro area [Bank capital, bank lending and monetary policy in the euro area]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 28(75), pages 423-457.
    14. repec:bla:ecpoli:v:28:y:2013:i:75:p:423-457 is not listed on IDEAS
    15. Townsend, Robert M., 1979. "Optimal contracts and competitive markets with costly state verification," Journal of Economic Theory, Elsevier, vol. 21(2), pages 265-293, October.
    16. George A. Akerlof, 1970. "The Market for "Lemons": Quality Uncertainty and the Market Mechanism," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 84(3), pages 488-500.
    17. Pablo Slutzky & Stefan Zeume, 2024. "Organized Crime and Firms: Evidence from Antimafia Enforcement Actions," Management Science, INFORMS, vol. 70(10), pages 6569-6596, October.
    18. Gambacorta, Leonardo, 2005. "Inside the bank lending channel," European Economic Review, Elsevier, vol. 49(7), pages 1737-1759, October.
    19. Degryse, Hans & Van Cayseele, Patrick, 2000. "Relationship Lending within a Bank-Based System: Evidence from European Small Business Data," Journal of Financial Intermediation, Elsevier, vol. 9(1), pages 90-109, January.
    20. Litterio Mirenda & Sauro Mocetti & Lucia Rizzica, 2022. "The Economic Effects of Mafia: Firm Level Evidence," American Economic Review, American Economic Association, vol. 112(8), pages 2748-2773, August.
    21. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    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. Doruk Cengiz & Arindrajit Dube & Attila Lindner & Ben Zipperer, 2019. "The Effect of Minimum Wages on Low-Wage Jobs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1405-1454.
    24. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    25. Baker, Andrew C. & Larcker, David F. & Wang, Charles C.Y., 2022. "How much should we trust staggered difference-in-differences estimates?," Journal of Financial Economics, Elsevier, vol. 144(2), pages 370-395.
    26. Todd A. Gormley & David A. Matsa, 2011. "Growing Out of Trouble? Corporate Responses to Liability Risk," The Review of Financial Studies, Society for Financial Studies, vol. 24(8), pages 2781-2821.
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    More about this item

    Keywords

    credit market; credit risk; organized crime;
    All these keywords.

    JEL classification:

    • E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy
    • E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions

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