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Do Different Bank-Level Securitization Variables Measure The Same Thing? A Confirmatory Factor Analysis

Author

Listed:
  • Mark T. Plaat

    (Centraal Planbureau)

  • Laura Spierdijk

    (University of Twente)

Abstract

The banking literature has used a wide range of securitization variables to measure banks’ securitization activities. This study analyzes to what extent different securitization variables measure the same dimensions of the securitization process. We consider large U.S. commercial banks during the 2011–2017 period and focus on eleven securitization variables that are available in the Call Reports and the HMDA LAR database. Confirmatory Factor Analysis (CFA) shows that eight out of eleven securitization variables share a single common securitization dimension. Two of the three remaining measures are excluded from the analysis in a specification search. The third remaining measure captures the common securitization factor to a lesser extent, resulting in relatively low correlations with the other variables. Each of the eight securitization variables is found to be a reliable measure of the underlying securitization factor according to the CFA. Our results provide a statistical rationale for using either of the eight variables as a measure of securitization. More generally, we recommend CFA to make a grounded choice among the available securitization measures.

Suggested Citation

  • Mark T. Plaat & Laura Spierdijk, 2024. "Do Different Bank-Level Securitization Variables Measure The Same Thing? A Confirmatory Factor Analysis," De Economist, Springer, vol. 172(4), pages 339-363, December.
    • Handle: RePEc:kap:decono:v:172:y:2024:i:4:d:10.1007_s10645-024-09439-1
    DOI: 10.1007/s10645-024-09439-1
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    as
    1. 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.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. Greenbaum, Stuart I. & Thakor, Anjan V., 1987. "Bank funding modes : Securitization versus deposits," Journal of Banking & Finance, Elsevier, vol. 11(3), pages 379-401, September.
    9. Katerina Ivanov & Julia Jiang, 2020. "Does securitization escalate banks’ sensitivity to systemic risk?," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 21(1), pages 1-22, February.
    10. Altunbas, Yener & Marques-Ibanez, David & van Leuvensteijn, Michiel & Zhao, Tianshu, 2022. "Market power and bank systemic risk: Role of securitization and bank capital," Journal of Banking & Finance, Elsevier, vol. 138(C).
    11. 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(2‐3), pages 367-384, March.
    12. Elena Loutskina & Philip E. Strahan, 2009. "Securitization and the Declining Impact of Bank Finance on Loan Supply: Evidence from Mortgage Originations," Journal of Finance, American Finance Association, vol. 64(2), pages 861-889, April.
    13. Erik P. Gilje & Elena Loutskina & Philip E. Strahan, 2016. "Exporting Liquidity: Branch Banking and Financial Integration," Journal of Finance, American Finance Association, vol. 71(3), pages 1159-1184, June.
    14. Wengerek, Sascha Tobias & Hippert, Benjamin & Uhde, André, 2022. "Risk allocation through securitization: Evidence from non-performing loans," The Quarterly Review of Economics and Finance, Elsevier, vol. 86(C), pages 48-64.
    15. 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.
    16. 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.
    17. Acharya, Viral V. & Schnabl, Philipp & Suarez, Gustavo, 2013. "Securitization without risk transfer," Journal of Financial Economics, Elsevier, vol. 107(3), pages 515-536.
    18. Chen, Zhizhen & Liu, Frank Hong & Opong, Kwaku & Zhou, Mingming, 2017. "Short-term safety or long-term failure? Empirical evidence of the impact of securitization on bank risk," Journal of International Money and Finance, Elsevier, vol. 72(C), pages 48-74.
    19. Hatice Uzun & Elizabeth Webb, 2007. "Securitization and risk: empirical evidence on US banks," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 8(1), pages 11-23, January.
    20. Daniel L Thornton, 2021. "The financial crisis: what caused it and when and why it ended," Applied Economics, Taylor & Francis Journals, vol. 53(33), pages 3854-3870, July.
    21. 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).
    22. Antonio Bayeh & Mohammad Bitar & Radu Burlacu & Thomas Walker, 2021. "Competition, securitization, and efficiency in US banks," Post-Print hal-03981365, HAL.
    23. 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.
    24. 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.
    25. Abdelsalam, Omneya & Elnahass, Marwa & Ahmed, Habib & Williams, Julian, 2022. "Asset securitizations and bank stability: Evidence from different banking systems," Global Finance Journal, Elsevier, vol. 51(C).
    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. 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.
    29. Farruggio, Christian & Uhde, André, 2015. "Determinants of loan securitization in European banking," Journal of Banking & Finance, Elsevier, vol. 56(C), pages 12-27.
    30. 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.
    31. 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).
    32. 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.
    33. 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.
    34. 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.
    35. 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.
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    More about this item

    Keywords

    Banking; Securitization; Confirmatory factor analysis; Structural equation modeling;
    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
    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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