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Dynamic returns to scale and geography in U.S. banking

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  • Anthony J. Glass
  • Karligash Kenjegalieva

Abstract

We observe spatial cost dependence among medium‐sized and large U.S. banks (1998Q1–2020Q4). We contribute to the literature by accounting for this using an accessible dynamic spatial econometric cost model. For a movement along a bank's output expansion path, we calculate the cost returns that spillover to/from the bank. The noticeable impacts of the 2020 COVID pandemic are on the spillover cost returns and not the own returns. These spillover returns suggest the pandemic led to the smallest (largest) banks becoming suboptimally smaller (bigger). A number of banks with high‐ranking spillover returns have geographically concentrated branches and/or specialize in particular activities. Se observó una dependencia espacial de los costos entre los bancos estadounidenses medianos y grandes (1998T1–2020T4). El artículo contribuye a la bibliografía al tener en cuenta este hecho mediante un modelo econométrico espacial de costos dinámico y accesible. Para un movimiento a lo largo de la estrategia de expansión de la producción de un banco, se calculan los rendimientos de costos que hacen spillover hacia/desde el banco. Las repercusiones notables de la pandemia de COVID de 2020 se producen en los rendimientos de los costos indirectos y no en los rendimientos propios. Estos rendimientos de los spillovers sugieren que la pandemia llevó a los bancos más pequeños (más grandes) a ser subóptimamente más pequeños (más grandes). Varios bancos con altos rendimientos de spillovers tienen sucursales concentradas geográficamente o que se especializan en actividades concretas. 本稿では、米国の中規模および大規模銀行のコストの空間依存性を観察する(1998年の第一四半期~2020年の第四四半期)。利用しやすい動的空間計量経済コストモデルを用いてこれを説明し本分野の研究に貢献する。銀行のアウトプット拡張経路に沿った動きに関して、銀行から、又は銀行へのスピルオーバーのコストリターンを計算する。2020年の新型コロナウイルス感染症のパンデミックによる顕著な影響は、自己へのリターンではなく、スピルオーバーのコストリターンに対するものである。こうしたスピルオーバーのリターンから、パンデミックにより最小規模(又は最大規模)の銀行が最適ではない規模にまで縮小(又は拡大)させられたことが示唆される。スピルオーバーのリターンの高い上位銀行の多くは、支店が地理的に集中しているか、特定の活動に特化している。

Suggested Citation

  • Anthony J. Glass & Karligash Kenjegalieva, 2023. "Dynamic returns to scale and geography in U.S. banking," Papers in Regional Science, Wiley Blackwell, vol. 102(1), pages 53-85, February.
  • Handle: RePEc:bla:presci:v:102:y:2023:i:1:p:53-85
    DOI: 10.1111/pirs.12713
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    as
    1. Hans Degryse & Steven Ongena, 2005. "Distance, Lending Relationships, and Competition," Journal of Finance, American Finance Association, vol. 60(1), pages 231-266, February.
    2. Laeven, Luc & Levine, Ross, 2007. "Is there a diversification discount in financial conglomerates?," Journal of Financial Economics, Elsevier, vol. 85(2), pages 331-367, August.
    3. Yu, Jihai & de Jong, Robert & Lee, Lung-fei, 2008. "Quasi-maximum likelihood estimators for spatial dynamic panel data with fixed effects when both n and T are large," Journal of Econometrics, Elsevier, vol. 146(1), pages 118-134, September.
    4. Glass, Anthony & Kenjegalieva, Karligash & Sickles, Robin C., 2014. "Estimating efficiency spillovers with state level evidence for manufacturing in the US," Economics Letters, Elsevier, vol. 123(2), pages 154-159.
    5. Luis Orea, Inmaculada C. Álvarez, and Tooraj Jamasb, 2018. "A Spatial Stochastic Frontier Model with Omitted Variables: Electricity Distribution in Norway," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3).
    6. Berger, Allen N. & Mester, Loretta J., 1997. "Inside the black box: What explains differences in the efficiencies of financial institutions?," Journal of Banking & Finance, Elsevier, vol. 21(7), pages 895-947, July.
    7. Lei Li & Philip E. Strahan & Song Zhang, 2020. "Banks as Lenders of First Resort: Evidence from the COVID-19 Crisis," NBER Working Papers 27256, National Bureau of Economic Research, Inc.
    8. Stiroh, Kevin J, 2004. "Diversification in Banking: Is Noninterest Income the Answer?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(5), pages 853-882, October.
    9. Berger, Allen N. & DeYoung, Robert, 2006. "Technological Progress and the Geographic Expansion of the Banking Industry," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(6), pages 1483-1513, September.
    10. Luisa Corrado & Bernard Fingleton, 2012. "Where Is The Economics In Spatial Econometrics?," Journal of Regional Science, Wiley Blackwell, vol. 52(2), pages 210-239, May.
    11. Wheelock, David C. & Wilson, Paul W., 2001. "New evidence on returns to scale and product mix among U.S. commercial banks," Journal of Monetary Economics, Elsevier, vol. 47(3), pages 653-674, June.
    12. David C. Wheelock & Paul W. Wilson, 2012. "Do Large Banks Have Lower Costs? New Estimates of Returns to Scale for U.S. Banks," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 44(1), pages 171-199, February.
    13. Orea, Luis & Álvarez, Inmaculada C., 2019. "A new stochastic frontier model with cross-sectional effects in both noise and inefficiency terms," Journal of Econometrics, Elsevier, vol. 213(2), pages 556-577.
    14. Goetz, Martin R. & Laeven, Luc & Levine, Ross, 2016. "Does the geographic expansion of banks reduce risk?," Journal of Financial Economics, Elsevier, vol. 120(2), pages 346-362.
    15. Astrid A. Dick, 2006. "Nationwide Branching and Its Impact on Market Structure, Quality, and Bank Performance," The Journal of Business, University of Chicago Press, vol. 79(2), pages 567-592, March.
    16. Glass, Anthony J. & Kenjegaliev, Amangeldi & Kenjegalieva, Karligash, 2020. "Spatial scale and product mix economies in U.S. banking with simultaneous spillover regimes," European Journal of Operational Research, Elsevier, vol. 284(2), pages 693-711.
    17. Allen Berger & Robert DeYoung, 2001. "The Effects of Geographic Expansion on Bank Efficiency," Journal of Financial Services Research, Springer;Western Finance Association, vol. 19(2), pages 163-184, April.
    18. Alberto Gude & Inmaculada Álvarez & Luis Orea, 2018. "Heterogeneous spillovers among Spanish provinces: a generalized spatial stochastic frontier model," Journal of Productivity Analysis, Springer, vol. 50(3), pages 155-173, December.
    19. Saiying (Esther) Deng & Elyas Elyasiani, 2008. "Geographic Diversification, Bank Holding Company Value, and Risk," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(6), pages 1217-1238, September.
    20. Saiying (Esther) Deng & Elyas Elyasiani, 2008. "Geographic Diversification, Bank Holding Company Value, and Risk," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(6), pages 1217-1238, September.
    21. Glass, Anthony J. & Kenjegalieva, Karligash & Douch, Mustapha, 2020. "Uncovering spatial productivity centers using asymmetric bidirectional spillovers," European Journal of Operational Research, Elsevier, vol. 285(2), pages 767-788.
    22. Corinne Autant‐Bernard & James P. LeSage, 2011. "Quantifying Knowledge Spillovers Using Spatial Econometric Models," Journal of Regional Science, Wiley Blackwell, vol. 51(3), pages 471-496, August.
    23. Berger, Allen N. & Hanweck, Gerald A. & Humphrey, David B., 1987. "Competitive viability in banking : Scale, scope, and product mix economies," Journal of Monetary Economics, Elsevier, vol. 20(3), pages 501-520, December.
    24. Zamore, Stephen & Beisland, Leif Atle & Mersland, Roy, 2019. "Geographic diversification and credit risk in microfinance," Journal of Banking & Finance, Elsevier, vol. 109(C).
    25. David C. Wheelock & Paul W. Wilson, 2018. "The evolution of scale economies in US banking," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 33(1), pages 16-28, January.
    26. Ross Levine & Chen Lin & Wensi Xie, 2021. "Geographic Diversification and Banks’ Funding Costs," Management Science, INFORMS, vol. 67(5), pages 2657-2678, May.
    27. Michael Koetter & James W. Kolari & Laura Spierdijk, 2012. "Enjoying the Quiet Life under Deregulation? Evidence from Adjusted Lerner Indices for U.S. Banks," The Review of Economics and Statistics, MIT Press, vol. 94(2), pages 462-480, May.
    28. Glass, Anthony J. & Kenjegalieva, Karligash & Weyman-Jones, Thomas, 2020. "The effect of monetary policy on bank competition using the Boone index," European Journal of Operational Research, Elsevier, vol. 282(3), pages 1070-1087.
    29. Efthymios G. Tsionas & Panayotis G. Michaelides, 2016. "A Spatial Stochastic Frontier Model with Spillovers: Evidence for Italian Regions," Scottish Journal of Political Economy, Scottish Economic Society, vol. 63(3), pages 243-257, July.
    30. Viliam Druska & William C. Horrace, 2004. "Generalized Moments Estimation for Spatial Panel Data: Indonesian Rice Farming," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 86(1), pages 185-198.
    31. Lei Li & Philip E Strahan & Song Zhang, 2020. "Banks as Lenders of First Resort: Evidence from the COVID-19 Crisis," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 472-500.
    32. Fei Jin & Lung-fei Lee, 2020. "Asymptotic properties of a spatial autoregressive stochastic frontier model," Journal of Spatial Econometrics, Springer, vol. 1(1), pages 1-40, December.
    33. Hirtle, Beverly, 2007. "The impact of network size on bank branch performance," Journal of Banking & Finance, Elsevier, vol. 31(12), pages 3782-3805, December.
    34. Yongqiang Chu & Saiying Deng & Cong Xia & Philip Strahan, 2020. "Bank Geographic Diversification and Systemic Risk," The Review of Financial Studies, Society for Financial Studies, vol. 33(10), pages 4811-4838.
    35. Berger, Allen N. & Roman, Raluca A., 2017. "Did Saving Wall Street Really Save Main Street? The Real Effects of TARP on Local Economic Conditions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(5), pages 1827-1867, October.
    36. Kutlu, Levent & Tran, Kien C. & Tsionas, Mike G., 2020. "A spatial stochastic frontier model with endogenous frontier and environmental variables," European Journal of Operational Research, Elsevier, vol. 286(1), pages 389-399.
    37. Victor Aguirregabiria & Robert Clark & Hui Wang, 2016. "Diversification of geographic risk in retail bank networks: evidence from bank expansion after the Riegle-Neal Act," RAND Journal of Economics, RAND Corporation, vol. 47(3), pages 529-572, August.
    38. Glass, Anthony J. & Kenjegalieva, Karligash & Sickles, Robin C., 2016. "A spatial autoregressive stochastic frontier model for panel data with asymmetric efficiency spillovers," Journal of Econometrics, Elsevier, vol. 190(2), pages 289-300.
    39. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
    40. Glass, Anthony & Kenjegalieva, Karligash & Paez-Farrell, Juan, 2013. "Productivity growth decomposition using a spatial autoregressive frontier model," Economics Letters, Elsevier, vol. 119(3), pages 291-295.
    41. Boarnet, Marlon G. & Glazer, Amihai, 2002. "Federal grants and yardstick competition," Journal of Urban Economics, Elsevier, vol. 52(1), pages 53-64, July.
    42. Corinne Autant-Bernard & James Lesage, 2011. "Quantifying knowledge spillovers using spatial econometric tools," Post-Print halshs-00617709, HAL.
    43. Sealey, Calvin W, Jr & Lindley, James T, 1977. "Inputs, Outputs, and a Theory of Production and Cost at Depository Financial Institutions," Journal of Finance, American Finance Association, vol. 32(4), pages 1251-1266, September.
    44. Glass, Anthony J. & Kenjegalieva, Karligash, 2019. "A spatial productivity index in the presence of efficiency spillovers: Evidence for U.S. banks, 1992–2015," European Journal of Operational Research, Elsevier, vol. 273(3), pages 1165-1179.
    45. Carmelo Algeri & Luc Anselin & Antonio Fabio Forgione & Carlo Migliardo, 2022. "Spatial dependence in the technical efficiency of local banks," Papers in Regional Science, Wiley Blackwell, vol. 101(3), pages 685-716, June.
    46. Martin R. Goetz & Luc Laeven & Ross Levine, 2013. "Identifying the Valuation Effects and Agency Costs of Corporate Diversification: Evidence from the Geographic Diversification of U.S. Banks," The Review of Financial Studies, Society for Financial Studies, vol. 26(7), pages 1787-1823.
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