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How to Measure Securitization: A Structural Equation Approach

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  • van der Plaat, Mark T.

Abstract

Securitization is a popular concept in banking and finance. Empirical literature measures securitization with a wide range of variables, which raises the question how to measure securitization. Using a structural equation modeling approach, we examine whether proxy variables used in the literature have a common securitization factor. We find that there are two common factors for ABS-CDO securitization, and ABCP securitization. These factors correlate strongly with factors for loan sales and credit derivatives, indicating that these four factors together are used by banks to hedge credit risk. We present some recommendations to improve the measurement of securitization.

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  • van der Plaat, Mark T., 2021. "How to Measure Securitization: A Structural Equation Approach," MPRA Paper 109735, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:109735
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    1. Kuncl, Martin, 2019. "Securitization under asymmetric information over the business cycle," European Economic Review, Elsevier, vol. 111(C), pages 237-256.
    2. Gunter Franke & Jan Pieter Krahnen, 2007. "Default Risk Sharing between Banks and Markets: The Contribution of Collateralized Debt Obligations," NBER Chapters, in: The Risks of Financial Institutions, pages 603-631, National Bureau of Economic Research, Inc.
    3. Acharya, Viral V. & Afonso, Gara & Kovner, Anna, 2017. "How do global banks scramble for liquidity? Evidence from the asset-backed commercial paper freeze of 2007," Journal of Financial Intermediation, Elsevier, vol. 30(C), pages 1-34.
    4. Cardone-Riportella, Clara & Samaniego-Medina, Reyes & Trujillo-Ponce, Antonio, 2010. "What drives bank securitisation? The Spanish experience," Journal of Banking & Finance, Elsevier, vol. 34(11), pages 2639-2651, November.
    5. Acharya, Viral V. & Schnabl, Philipp & Suarez, Gustavo, 2013. "Securitization without risk transfer," Journal of Financial Economics, Elsevier, vol. 107(3), pages 515-536.
    6. Darren Lubotsky & Martin Wittenberg, 2006. "Interpretation of Regressions with Multiple Proxies," The Review of Economics and Statistics, MIT Press, vol. 88(3), pages 549-562, August.
    7. Giovanni Dell’ariccia & Deniz Igan & Luc Laeven, 2012. "Credit Booms and Lending Standards: Evidence from the Subprime Mortgage Market," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 44, pages 367-384, March.
    8. Lützenkirchen, Kristina & Rösch, Daniel & Scheule, Harald, 2014. "Asset portfolio securitizations and cyclicality of regulatory capital," European Journal of Operational Research, Elsevier, vol. 237(1), pages 289-302.
    9. Wei Jiang & Ashlyn Aiko Nelson & Edward Vytlacil, 2014. "Liar's Loan? Effects of Origination Channel and Information Falsification on Mortgage Delinquency," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 1-18, March.
    10. J. Kmenta, 1991. "Latent variables in econometrics," Statistica Neerlandica, Netherlands Society for Statistics and Operations Research, vol. 45(2), pages 73-84, June.
    11. Hatice Uzun & Elizabeth Webb, 2007. "Securitization and risk: empirical evidence on US banks," Journal of Risk Finance, Emerald Group Publishing, vol. 8(1), pages 11-23, January.
    12. Yener Altunbas & Michiel van Leuvensteijn & David Marques-Ibanez, 2013. "Competition And Bank Risk: The Role Of Securitization And Bank Capital," Working Papers 13005, Bangor Business School, Prifysgol Bangor University (Cymru / Wales).
    13. Rustom M. Irani & Ralf R. Meisenzahl, 2017. "Loan Sales and Bank Liquidity Management: Evidence from a U.S. Credit Register," The Review of Financial Studies, Society for Financial Studies, vol. 30(10), pages 3455-3501.
    14. Bayeh, Antonio & Bitar, Mohammad & Burlacu, Radu & Walker, Thomas, 2021. "Competition, securitization, and efficiency in US banks," The Quarterly Review of Economics and Finance, Elsevier, vol. 80(C), pages 553-576.
    15. Dionne, Georges & Harchaoui, Tarek, 2007. "Bank Capital, Securitization and Credit Risk: an Empirical Evidence," MPRA Paper 56693, University Library of Munich, Germany, revised 2007.
    16. Berndt, Antje & Gupta, Anurag, 2009. "Moral hazard and adverse selection in the originate-to-distribute model of bank credit," Journal of Monetary Economics, Elsevier, vol. 56(5), pages 725-743, July.
    17. Aysun, Uluc & Hepp, Ralf, 2011. "Securitization and the balance sheet channel of monetary transmission," Journal of Banking & Finance, Elsevier, vol. 35(8), pages 2111-2122, August.
    18. G.M. Constantinides & M. Harris & R. M. Stulz (ed.), 2013. "Handbook of the Economics of Finance," Handbook of the Economics of Finance, Elsevier, volume 2, number 2-b.
    19. Bernadette Minton & René Stulz & Rohan Williamson, 2009. "How Much Do Banks Use Credit Derivatives to Hedge Loans?," Journal of Financial Services Research, Springer;Western Finance Association, vol. 35(1), pages 1-31, February.
    20. G.M. Constantinides & M. Harris & R. M. Stulz (ed.), 2013. "Handbook of the Economics of Finance," Handbook of the Economics of Finance, Elsevier, volume 2, number 2-a.
    21. Alper Kara & David Marques-Ibanez & Steven Ongena, 2015. "Securitization and Credit Quality," International Finance Discussion Papers 1148, Board of Governors of the Federal Reserve System (U.S.).
    22. Carey, Mark & Stulz, René M. (ed.), 2007. "The Risks of Financial Institutions," National Bureau of Economic Research Books, University of Chicago Press, number 9780226092850, December.
    23. Affinito, Massimiliano & Tagliaferri, Edoardo, 2010. "Why do (or did?) banks securitize their loans? Evidence from Italy," Journal of Financial Stability, Elsevier, vol. 6(4), pages 189-202, December.
    24. Abdelsalam, Omneya & Elnahass, Marwa & Batten, Jonathan A. & Mollah, Sabur, 2021. "New insights into bank asset securitization: The impact of religiosity," Journal of Financial Stability, Elsevier, vol. 54(C).
    25. John Krainer & Elizabeth Laderman, 2014. "Mortgage Loan Securitization and Relative Loan Performance," Journal of Financial Services Research, Springer;Western Finance Association, vol. 45(1), pages 39-66, February.
    26. Barbara Casu & Andrew Clare & Anna Sarkisyan & Stephen Thomas, 2013. "Securitization and Bank Performance," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(8), pages 1617-1658, December.
    27. Agarwal, Sumit & Chang, Yan & Yavas, Abdullah, 2012. "Adverse selection in mortgage securitization," Journal of Financial Economics, Elsevier, vol. 105(3), pages 640-660.
    28. Farruggio, Christian & Uhde, André, 2015. "Determinants of loan securitization in European banking," Journal of Banking & Finance, Elsevier, vol. 56(C), pages 12-27.
    29. Roni Kisin & Asaf Manela, 2016. "The Shadow Cost of Bank Capital Requirements," The Review of Financial Studies, Society for Financial Studies, vol. 29(7), pages 1780-1820.
    30. Barbara Casu & Andrew Clare & Anna Sarkisyan & Stephen Thomas, 2011. "Does securitization reduce credit risk taking? Empirical evidence from US bank holding companies," The European Journal of Finance, Taylor & Francis Journals, vol. 17(9-10), pages 769-788, November.
    31. Trapp, Rouven & Weiß, Gregor N.F., 2016. "Derivatives usage, securitization, and the crash sensitivity of bank stocks," Journal of Banking & Finance, Elsevier, vol. 71(C), pages 183-205.
    32. Keys, Benjamin J. & Mukherjee, Tanmoy & Seru, Amit & Vig, Vikrant, 2009. "Financial regulation and securitization: Evidence from subprime loans," Journal of Monetary Economics, Elsevier, vol. 56(5), pages 700-720, July.
    33. Alper Kara & David Marques‐Ibanez & Steven Ongena, 2019. "Securitization and credit quality in the European market," European Financial Management, European Financial Management Association, vol. 25(2), pages 407-434, March.
    34. Joongho Han & Kwangwoo Park & George Pennacchi, 2015. "Corporate Taxes and Securitization," Journal of Finance, American Finance Association, vol. 70(3), pages 1287-1321, June.
    35. Uhde, André & Michalak, Tobias C., 2010. "Securitization and systematic risk in European banking: Empirical evidence," Journal of Banking & Finance, Elsevier, vol. 34(12), pages 3061-3077, December.
    36. Solomon Y Deku & Alper Kara, 2017. "Securitization: Past, Present and Future," Palgrave Macmillan Studies in Banking and Financial Institutions, Palgrave Macmillan, number 978-3-319-60128-1, September.
    37. Atif Mian & Amir Sufi, 2009. "The Consequences of Mortgage Credit Expansion: Evidence from the U.S. Mortgage Default Crisis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1449-1496.
    38. Loutskina, Elena, 2011. "The role of securitization in bank liquidity and funding management," Journal of Financial Economics, Elsevier, vol. 100(3), pages 663-684, June.
    39. Bertay, Ata Can & Gong, Di & Wagner, Wolf, 2017. "Securitization and economic activity: The credit composition channel," Journal of Financial Stability, Elsevier, vol. 28(C), pages 225-239.
    40. Benmelech, Efraim & Dlugosz, Jennifer & Ivashina, Victoria, 2012. "Securitization without adverse selection: The case of CLOs," Journal of Financial Economics, Elsevier, vol. 106(1), pages 91-113.
    41. Chen, Tsung-Kang & Liao, Hsien-Hsing & Ye, Jing-Syuan, 2019. "Bank management expertise and asset securitization policies," Journal of Banking & Finance, Elsevier, vol. 109(C).
    42. Nijskens, Rob & Wagner, Wolf, 2011. "Credit risk transfer activities and systemic risk: How banks became less risky individually but posed greater risks to the financial system at the same time," Journal of Banking & Finance, Elsevier, vol. 35(6), pages 1391-1398, June.
    43. Barbara Casu & Andrew Clare & Anna Sarkisyan & Stephen Thomas, 2013. "Securitization and Bank Performance," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(8), pages 1617-1658, December.
    44. Huong Le & Rajesh Narayanan & Lai Vo, 2016. "Has the Effect of Asset Securitization on Bank Risk Taking Behavior Changed?," Journal of Financial Services Research, Springer;Western Finance Association, vol. 49(1), pages 39-64, February.
    45. Angela Maddaloni & Jose-Luis Peydro, 2011. "Bank Risk-taking, Securitization, Supervision, and Low Interest Rates: Evidence from the Euro-area and the U.S. Lending Standards," The Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 2121-2165.
    46. Amiyatosh Purnanandam, 2011. "Originate-to-distribute Model and the Subprime Mortgage Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 1881-1915.
    47. Neil Bhutta & Steven Laufer & Daniel R. Ringo, 2017. "Residential Mortgage Lending in 2016: Evidence from the Home Mortgage Disclosure Act Data," Federal Reserve Bulletin, Board of Governors of the Federal Reserve System (U.S.), vol. 103(6), November.
    48. Robert B. Avery & Kenneth P. Brevoort & Glenn B. Canner, 2007. "Opportunities and Issues in Using HMDA Data," Journal of Real Estate Research, American Real Estate Society, vol. 29(4), pages 351-380.
    49. Michalak, Tobias C. & Uhde, André, 2012. "Credit risk securitization and bank soundness in Europe," The Quarterly Review of Economics and Finance, Elsevier, vol. 52(3), pages 272-285.
    50. Klein, Philipp & Mössinger, Carina & Pfingsten, Andreas, 2021. "Transparency as a remedy for agency problems in securitization? The case of ECB’s loan-level reporting initiative," Journal of Financial Intermediation, Elsevier, vol. 46(C).
    51. Benjamin J. Keys & Tanmoy Mukherjee & Amit Seru & Vikrant Vig, 2010. "Did Securitization Lead to Lax Screening? Evidence from Subprime Loans," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(1), pages 307-362.
    52. Beltran, Daniel O. & Cordell, Larry & Thomas, Charles P., 2017. "Asymmetric information and the death of ABS CDOs," Journal of Banking & Finance, Elsevier, vol. 76(C), pages 1-14.
    53. Albertazzi, Ugo & Eramo, Ginette & Gambacorta, Leonardo & Salleo, Carmelo, 2015. "Asymmetric information in securitization: An empirical assessment," Journal of Monetary Economics, Elsevier, vol. 71(C), pages 33-49.
    54. Andr Uhde & Christian Farruggio & Tobias C. Michalak, 2012. "Wealth Effects of Credit Risk Securitization in European Banking," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 39(1-2), pages 193-228, January.
    55. Beccalli, Elena & Boitani, Andrea & Di Giuliantonio, Sonia, 2015. "Leverage pro-cyclicality and securitization in US banking," Journal of Financial Intermediation, Elsevier, vol. 24(2), pages 200-230.
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    More about this item

    Keywords

    Securitization; Asset-Backed Securities; Collateralized Debt Obligations; Asset-Backed Commercial Papers; Loan Sales; Credit Derivatives; Credit Default Swaps; Latent Variables; Proxy Variables; Latent Variable Analysis; Structural Equation Modeling; Exploratory Factor Analysis; Confirmatory Factor Analysis;
    All these keywords.

    JEL classification:

    • C38 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Classification Methdos; Cluster Analysis; Principal Components; Factor Analysis
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors

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