IDEAS home Printed from https://ideas.repec.org/p/fip/fedbcq/93055.html
   My bibliography  Save this paper

How Did the MSLP Borrowers Fare Before and During COVID-19?

Author

Listed:
  • Joshua Ballance
  • Melanie Qing
  • J. Christina Wang

Abstract

This policy brief uses Dun & Bradstreet (D&B) data to assess whether the Main Street Lending Program (MSLP) borrowers were in worse financial health than their peers before COVID-19 hit the economy hard in March 2020 or suffered worse deterioration afterward. The findings can help us better understand why these firms sought to obtain MSLP loans. We find that MSLP borrowers tend to be larger than their peer firms (that is, firms in the same industry and state). Within the same size group, MSLP borrowers are on average younger than their peers. Borrowers tended to have a slightly higher predicted risk of failure than their peers in March 2020. Their failure risk grew somewhat more than their peers' risk from March to the month when their MSLP loan request was submitted. These firms' relative performance in 2020 appears to be little correlated with their relative performance over the corresponding months in 2019. MSLP borrowers had worse actual delinquency records in March 2020, as well as more deterioration than their peers from March to the month of the MSLP loan submission. For the subset of borrowers with business spending data available from D&B, spending was on average higher in March 2020 than their peer companies' spending, and it fell somewhat less from March to the MSLP loan submission month. Taken together, our findings suggest that these firms borrowed from the MSLP because 1) their greater growth or survival potential, and hence relationship value, made lenders willing to lend to them, and 2) their higher credit risk made the MSLP attractive, as it enabled the borrowers to pay a lower price or obtain more credit than they would have otherwise.

Suggested Citation

  • Joshua Ballance & Melanie Qing & J. Christina Wang, 2021. "How Did the MSLP Borrowers Fare Before and During COVID-19?," Current Policy Perspectives 93055, Federal Reserve Bank of Boston.
  • Handle: RePEc:fip:fedbcq:93055
    as

    Download full text from publisher

    File URL: https://www.bostonfed.org/publications/current-policy-perspectives/2021/how-did-the-mslp-borrowers-fare-before-and-during-covid-19.aspx
    File Function: Summary
    Download Restriction: no

    File URL: https://www.bostonfed.org/-/media/Documents/Workingpapers/PDF/2021/cpp20210908.pdf
    File Function: Full text
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ricardo J. Caballero & Takeo Hoshi & Anil K. Kashyap, 2008. "Zombie Lending and Depressed Restructuring in Japan," American Economic Review, American Economic Association, vol. 98(5), pages 1943-1977, December.
    2. Falk Bräuning & José Fillat & Frankie Lin & J. Christina Wang, 2021. "A Helping Hand to Main Street Where and When It Was Needed," Current Policy Perspectives 92116, Federal Reserve Bank of Boston.
    3. Gustavo Joaquim & Felipe Netto, 2021. "Bank Incentives and the Effect of the Paycheck Protection Program," Working Papers 21-15, Federal Reserve Bank of Boston.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Charles A.E. Goodhart & Dimitrios P. Tsomocos & Xuan Wang, 2023. "Support for small businesses amid COVID‐19," Economica, London School of Economics and Political Science, vol. 90(358), pages 612-652, April.
    2. Shaozhen Han & Guoming Li & Michel Lubrano & Zhou Xun, 2020. "Lie of the Weak: Inconsistent Corporate Social Responsibility Activities of Chinese Zombie Firms," AMSE Working Papers 2001, Aix-Marseille School of Economics, France.
    3. Suarez, Javier & Sánchez Serrano, Antonio, 2018. "Approaching non-performing loans from a macroprudential angle," Report of the Advisory Scientific Committee 7, European Systemic Risk Board.
    4. Fabio Panetta & Fabiano Schivardi & Matthew Shum, 2009. "Do Mergers Improve Information? Evidence from the Loan Market," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 41(4), pages 673-709, June.
    5. Kaoru Hosono & Koji Sakai & Kotaro Tsuru, 2009. "Consolidation of Banks in Japan: Causes and Consequences," NBER Chapters, in: Financial Sector Development in the Pacific Rim, pages 265-309, National Bureau of Economic Research, Inc.
    6. Fukuda, Shin-ichi & Koibuchi, Satoshi, 2007. "The impacts of "shock therapy" on large and small clients: Experiences from two large bank failures in Japan," Pacific-Basin Finance Journal, Elsevier, vol. 15(5), pages 434-451, November.
    7. Gerth Florian & Otsu Keisuke, 2018. "The post-crisis slump in Europe: a business cycle accounting analysis," The B.E. Journal of Macroeconomics, De Gruyter, vol. 18(1), pages 1-25, January.
    8. Daisuke Miyakawa & Koki Oikawa & Kozo Ueda, 2022. "Reallocation Effects Of Monetary Policy," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 63(2), pages 947-975, May.
    9. Raphael Fischer & Gunther Schnabl, 2018. "Regional heterogeneity, the rise of public debt and monetary policy in post-bubble Japan: lessons for the EMU," International Economics and Economic Policy, Springer, vol. 15(2), pages 405-428, April.
    10. Fricke, Daniel & Roukny, Tarik, 2020. "Generalists and specialists in the credit market," Journal of Banking & Finance, Elsevier, vol. 112(C).
    11. Kyoji Fukao, 2013. "Explaining Japan's Unproductive Two Decades," Asian Economic Policy Review, Japan Center for Economic Research, vol. 8(2), pages 193-213, December.
    12. Nakakuki, Masayuki & Otani, Akira & Shiratsuka, Shigenori, 2004. "Distortions in Factor Markets and Structural Adjustments in the Economy," Monetary and Economic Studies, Institute for Monetary and Economic Studies, Bank of Japan, vol. 22(2), pages 71-99, May.
    13. Kin Wai Cheung & Masami Imai, 2023. "Zombie Lending, Labor Hoarding, and Local Industry Growth," Wesleyan Economics Working Papers 2023-003, Wesleyan University, Department of Economics.
    14. Piotr Ciżkowicz & Andrzej Rzońca & Andrzej Torój, 2019. "In Search of an Appropriate Lower Bound. The Zero Lower Bound vs. the Positive Lower Bound under Discretion and Commitment," German Economic Review, Verein für Socialpolitik, vol. 20(4), pages 1028-1053, November.
    15. Andrzej Rzonca & Piotr Cizkowicz, 2014. "The effects of unconventional monetary policy: what do central banks not include in their models? / Skutki niekonwencjonalnej polityki pieniê¿nej: czego banki centralne nie uwzglêdniaj¹w swoich modela," mBank - CASE Seminar Proceedings 131, CASE-Center for Social and Economic Research.
    16. Jun‐Hyung Ko & Hiroshi Morita, 2019. "Regime Switches in Japan's Fiscal Policy: Markov‐Switching VAR Approach," Manchester School, University of Manchester, vol. 87(5), pages 724-749, September.
    17. Sakai, Koji & Uesugi, Iichiro & Watanabe, Tsutomu, 2010. "Firm age and the evolution of borrowing costs: Evidence from Japanese small firms," Journal of Banking & Finance, Elsevier, vol. 34(8), pages 1970-1981, August.
    18. De Veirman, Emmanuel & Levin, Andrew T., 2012. "When did firms become more different? Time-varying firm-specific volatility in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 26(4), pages 578-601.
    19. Fabiano Schivardi & Enrico Sette & Guido Tabellini, 2022. "Credit Misallocation During the European Financial Crisis," The Economic Journal, Royal Economic Society, vol. 132(641), pages 391-423.
    20. Inoue, Hitoshi & Nakashima, Kiyotaka & Takahashi, Koji, 2016. "Comment on Peek and Rosengren (2005) “Unnatural Selection: Perverse Incentives and the Allocation of Credit in Japan”," MPRA Paper 72726, University Library of Munich, Germany.

    More about this item

    Keywords

    Main Street Lending Program; Federal Reserve; COVID-19; Dun & Bradstreet firm-level data;
    All these keywords.

    JEL classification:

    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies
    • E63 - Macroeconomics and Monetary Economics - - Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook - - - Comparative or Joint Analysis of Fiscal and Monetary Policy; Stabilization; Treasury Policy
    • E65 - Macroeconomics and Monetary Economics - - Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook - - - Studies of Particular Policy Episodes

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:fip:fedbcq:93055. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Spozio (email available below). General contact details of provider: https://edirc.repec.org/data/frbbous.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.