Spatial competition on rural bank efficiency: Evidence from Indonesia

References

• Agarwal, S., & Hauswald, R. (2010). Distance and private information in lending. The Review of Financial Studies, 23(7), 2757–37. https://doi.org/10.1093/rfs/hhq001
   Web of Science ®Google Scholar
• Akhavein, J., Goldberg, L. G., & White, L. J. (2004). Small banks, small business, and relationships: An empirical study of lending to small farms. Journal of Financial Services Research, 26(3), 245–261. https://doi.org/10.1023/B:FINA.0000040051.30624.e2
   Google Scholar
• Alessandrini, P., Croci, M., & Zazzaro, A. (2009). The geography of banking power: The role of functional distance. In D. Silipo (Ed.), The banks and the Italian economy (pp. 93–123). Physica Springer Berling Heidelberg.
   Google Scholar
• Alessandrini, P., Presbitero, A. F., & Zazzaro, A. (2008). Banks, distances, and firms’ financing constraints. Review of Finance, 13(2), 261–307. https://doi.org/10.1093/rof/rfn010
   Web of Science ®Google Scholar
• Amel, D. F., & Liang, J. N. (1997). Determinants of entry and profits in local banking markets. Review of Industrial Organization, 12(1), 59–78. https://doi.org/10.1023/A:1007796520286
   Web of Science ®Google Scholar
• Antunes, J., Hadi-Vencheh, A., Jamshidi, A., Tan, Y., & Wanke, P. (2022). Bank efficiency estimation in China: DEA-RENNA approach. Annals of Operations Research, 315(2), 1373–1398. https://doi.org/10.1007/s10479-021-04111-2
   Web of Science ®Google Scholar
• Battese, G. E., & Coelli, T. J. (1992). Frontier production functions, technical efficiency and panel data: With application to paddy farmers in India. Journal of Productivity Analysis, 3(1–2), 153–169. https://doi.org/10.1007/BF00158774
   Google Scholar
• Battese, G. E., & Coelli, T. J. (1995). A model for technical inefficiency effects in a stochastic frontier production function for panel data. Empirical Economics, 20(2), 325–332. https://doi.org/10.1007/BF01205442
   Google Scholar
• Bellucci, A., Borisov, A., Giombini, G., & Zazzaro, A. (2019). Collateralization and distance. Journal of Banking & Finance, 100, 205–217.
   Web of Science ®Google Scholar
• Bellucci, A., Borisov, A., & Zazzaro, A. (2013). Do banks price discriminate spatially? Evidence from small business lending in local credit markets. Journal of Banking & Finance, 37(11), 4183–4197. https://doi.org/10.1016/j.jbankfin.2013.06.009
   Web of Science ®Google Scholar
• Bellucci, A., Borisov, A., & Zazzaro, A. (2013). Do banks price discriminate spatially? Evidence from small business lending in local credit markets. Journal of Banking & Finance, 37(11), 4183–4197.
   Web of Science ®Google Scholar
• Belotti, F., Daidone, S., Atella, V., & Ilardi, G. (2015). SFPANEL: Stata module for panel data stochastic frontier models estimation. Statistical Software Components. Boston College Department of Economics.
   Google Scholar
• Berger, A. N., Demirgüç-Kunt, A., Levine, R., & Haubrich, J. G. (2004). Bank concentration and competition: An evolution in the making. Journal of Money, Credit, and Banking, 36(3b), 433–451. https://doi.org/10.1353/mcb.2004.0040
   Web of Science ®Google Scholar
• Berger, A. N., & Humphrey, D. B. (1997). Efficiency of financial institutions: International survey and directions for future research. European Journal of Operational Research, 98(2), 175–212. https://doi.org/10.1016/S0377-2217(96)00342-6
   Web of Science ®Google Scholar
• Berger, A. N., & Udell, G. F. (1998). The economics of small business finance: The roles of private equity and debt markets in the financial growth cycle. Journal of Banking & Finance, 22(6–8), 613–673. https://doi.org/10.1016/S0378-4266(98)00038-7
   Web of Science ®Google Scholar
• Bowles, P. (2000). Assessing the impact of proposed bank mergers on rural communities: A case study of British Columbia. Social Indicators Research, 51(1), 17–39. https://doi.org/10.1023/A:1006935709125
   Web of Science ®Google Scholar
• Brassel, K. E., & Reif, D. (1979). A procedure to generate Thiessen polygons. Geographical Analysis, 11(3), 289–303. https://doi.org/10.1111/j.1538-4632.1979.tb00695.x
   Web of Science ®Google Scholar
• Brei, M., & Von Peter, G. (2018). The distance effect in banking and trade. Journal of International Money and Finance, 81, 116–137. https://doi.org/10.1016/j.jimonfin.2017.10.002
   Web of Science ®Google Scholar
• Brevoort, K. P., & Hannan, T. H. (2006). Commercial lending and distance: Evidence from community reinvestment act data. Journal of Money, Credit and Banking, 1991-2012, 38(8), 1991–2012. https://doi.org/10.1353/mcb.2007.0000
   Google Scholar
• Brighi, P., & Venturelli, V. (2016). How functional and geographic diversification affect bank profitability during the crisis. Finance Research Letters, 16, 1–10. https://doi.org/10.1016/j.frl.2015.10.020
   Web of Science ®Google Scholar
• Carbo-Valverde, S., Rodriguez-Fernandez, F., & Udell, G. F. (2009). Bank market power and SME financing constraints. Review of Finance, 13(2), 309–340. https://doi.org/10.1093/rof/rfp003
   Web of Science ®Google Scholar
• Chen, C. F. (2007). Applying the stochastic frontier approach to measure hotel managerial efficiency in Taiwan. Tourism Management, 28(3), 696–702. https://doi.org/10.1016/j.tourman.2006.04.023
   Web of Science ®Google Scholar
• Chen, X., & Lu, C. C. (2021). The impact of the macroeconomic factors in the bank efficiency: Evidence from the Chinese city banks. The North American Journal of Economics and Finance, 55, 101294. https://doi.org/10.1016/j.najef.2020.101294
   Web of Science ®Google Scholar
• Chen, H., & Strathearn, M. (2020). A spatial model of bank branches in Canada (No. 2020-4). Bank of Canada Staff Working Paper.
   Google Scholar
• Christensen, L. R., Jorgenson, D. W., & Lau, L. J. (1973). Transcendental logarithmic production frontiers. The Review of Economics and Statistics, 55(1), 28–45. https://doi.org/10.2307/1927992
   Web of Science ®Google Scholar
• Claessens, S., & Laeven, L. (2004). Competition in the financial sector and growth: A cross-country perspective. In Charles A. E. G. (Ed.), Financial development and economic growth (pp. 66–105). Palgrave MacMillan.
   Google Scholar
• Cole, R. A., Goldberg, L. G., & White, L. J. (2004). Cookie cutter vs. character: The micro structure of small business lending by large and small banks. The Journal of Financial and Quantitative Analysis, 39(2), 227–251. https://doi.org/10.1017/S0022109000003057
   Web of Science ®Google Scholar
• Coval, J. D., & Moskowitz, T. J. (1999). Home bias at home: Local equity preference in domestic portfolios. The Journal of Finance, 54(6), 2045–2073. https://doi.org/10.1111/0022-1082.00181
   Web of Science ®Google Scholar
• Cyree, K. B., & Spurlin, W. P. (2012). The effects of big-bank presence on the profit efficiency of small banks in rural markets. Journal of Banking & Finance, 36(9), 2593–2603.
   Web of Science ®Google Scholar
• Daraio, C., & Simar, L. (2007). Conditional nonparametric frontier models for convex and nonconvex technologies: A unifying approach. Journal of Productivity Analysis, 28(1–2), 13–32. https://doi.org/10.1007/s11123-007-0049-3
   Web of Science ®Google Scholar
• De Bonis, R., Marinelli, G., & Vercelli, F. (2018). Playing yo-yo with bank competition: New evidence from 1890 to 2014. Explorations in Economic History, 67, 134–151. https://doi.org/10.1016/j.eeh.2017.10.002
   Web of Science ®Google Scholar
• Degl’innocenti, M., Matousek, R., Sevic, Z., & Tzeremes, N. G. (2017). Bank efficiency and financial centres: Does geographical location matter? Journal of International Financial Markets, Institutions and Money, 46, 188–198. https://doi.org/10.1016/j.intfin.2016.10.002
   Web of Science ®Google Scholar
• Degryse, H., & Ongena, S. (2005). Distance, lending relationships, and competition. The Journal of Finance, 60(1), 231–266. https://doi.org/10.1111/j.1540-6261.2005.00729.x
   Web of Science ®Google Scholar
• Degryse, H., & Ongena, S. (2008). Competition and regulation in the banking sector: A review of the empirical evidence on the sources of bank rents. Handbook of Financial Intermediation and Banking, 483–554.
   Google Scholar
• De Juan, R. (2003). The independent submarkets model: An application to the Spanish retail banking market. International Journal of Industrial Organization, 21(10), 1461–1487. https://doi.org/10.1016/S0167-7187(03)00059-6
   Web of Science ®Google Scholar
• Dell’ariccia, G. (2001). Asymmetric information and the structure of the banking industry. European Economic Review, 45(10), 1957–1980. https://doi.org/10.1016/S0014-2921(00)00085-4
   Web of Science ®Google Scholar
• Demirgüç-Kunt, A., & Huizinga, H. (1999). Determinants of commercial bank interest margins and profitability: Some international evidence. The World Bank Economic Review, 13(2), 379–408. https://doi.org/10.1093/wber/13.2.379
   Web of Science ®Google Scholar
• Devaney, M., & Weber, B. (1995). Local characteristics, contestability, and the dynamic structure of rural banking: A market study. The Quarterly Review of Economics and Finance, 35(3), 271–287. https://doi.org/10.1016/1062-9769(95)90069-1
   Web of Science ®Google Scholar
• Diamond, D. W. (1984). Financial intermediation and delegated monitoring. The Review of Economic Studies, 51(3), 393–414. https://doi.org/10.2307/2297430
   Web of Science ®Google Scholar
• Dick, A. A., & Lehnert, A. (2010). Personal bankruptcy and credit market competition. The Journal of Finance, 65(2), 655–686. https://doi.org/10.1111/j.1540-6261.2009.01547.x
   Web of Science ®Google Scholar
• Duc-Nguyen, N., Mishra, A. V., & Daly, K. (2023). Variation in the competition− efficiency nexus: Evidence from emerging markets. International Review of Economics & Finance, 83, 401–420. https://doi.org/10.1016/j.iref.2022.09.008
   Web of Science ®Google Scholar
• Evans, D. S., & Heckman, J. J. (1984). A test for subadditivity of the cost function with an application to the bell system. The American Economic Review, 74(4), 615–623.
   Web of Science ®Google Scholar
• Fiordelisi, F., Marques-Ibanez, D., & Molyneux, P. (2011). Efficiency and risk in European banking. Journal of Banking & Finance, 35(5), 1315–1326. https://doi.org/10.1016/j.jbankfin.2010.10.005
   Web of Science ®Google Scholar
• Goddard, J., Molyneux, P., Wilson, J. O., & Tavakoli, M. (2007). European banking: An overview. Journal of Banking & Finance, 31(7), 1911–1935. https://doi.org/10.1016/j.jbankfin.2007.01.002
   Web of Science ®Google Scholar
• Goetz, M. R., Laeven, L., & Levine, R. (2016). Does the geographic expansion of banks reduce risk? Journal of Financial Economics, 120(2), 346–362. https://doi.org/10.1016/j.jfineco.2016.01.020
   Web of Science ®Google Scholar
• Greene, W. (2005). Reconsidering heterogeneity in panel data estimators of the stochastic frontier model. Journal of Econometrics, 126(2), 269–303. https://doi.org/10.1016/j.jeconom.2004.05.003
   Web of Science ®Google Scholar
• Gujarati, D., & Porter, D. C. (2004). Basic Econometrics. McGraw-Hill.
   Google Scholar
• Hannan, T. H., & Prager, R. A. (2009). The profitability of small single-market banks in an era of multi-market banking. Journal of Banking & Finance, 33(2), 263–271. https://doi.org/10.1016/j.jbankfin.2008.07.018
   Web of Science ®Google Scholar
• Hauswald, R., & Marquez, R. (2003). Information technology and financial services competition. The Review of Financial Studies, 16(3), 921–948. https://doi.org/10.1093/rfs/hhg017
   Web of Science ®Google Scholar
• Hegerty, S. W. (2020). “Banking deserts,” bank branch losses, and neighborhood socioeconomic characteristics in the city of Chicago: A spatial and statistical analysis. The Professional Geographer, 72(2), 194–205. https://doi.org/10.1080/00330124.2019.1676801
   Web of Science ®Google Scholar
• Hicks, J. R. (1935). Annual survey of economic theory: The theory of monopoly. Econometrica: Journal of the Econometric Society, 3(1), 1–20. https://doi.org/10.2307/1907343
   Google Scholar
• Ho, K., & Ishii, J. (2011). Location and competition in retail banking. International Journal of Industrial Organization, 29(5), 537–546. https://doi.org/10.1016/j.ijindorg.2010.11.004
   Web of Science ®Google Scholar
• Hotelling, H. (1929). Stability in competition. Economic Journal, 41(153), 2224–21441. https://doi.org/10.2307/2224214
   Google Scholar
• Hughes, J. P., & Mester, L. J. (1993). A quality and risk-adjusted cost function for banks: Evidence on the “too-big-to-fail” doctrine. Journal of Productivity Analysis, 4(3), 293–315. https://doi.org/10.1007/BF01073414
   Google Scholar
• Jiménez, G., Salas, V., & Saurina, J. (2009). Organizational distance and use of collateral for business loans. Journal of Banking & Finance, 33(2), 234–243. https://doi.org/10.1016/j.jbankfin.2008.07.015
   Web of Science ®Google Scholar
• Kalnins, A. (2003). Hamburger prices and spatial econometrics. Journal of Economics & Management Strategy, 12(4), 591–616. https://doi.org/10.1162/105864003322538965
   Web of Science ®Google Scholar
• Karakaplan, M. U., & Kutlu, L. (2017). Endogeneity in panel stochastic frontier models: An application to the Japanese cotton spinning industry. Applied Economics, 49(59), 5935–5939. https://doi.org/10.1080/00036846.2017.1363861
   Web of Science ®Google Scholar
• Khan, H. H., Ahmad, R. B., & Chan, S. G. (2018). Market structure, bank conduct and bank performance: Evidence from ASEAN. Journal of Policy Modeling, 40(5), 934–958.
   Web of Science ®Google Scholar
• Liadaki, A., & Gaganis, C. (2010). Efficiency and stock performance of EU banks: Is there a relationship? Omega, 38(5), 254–259. https://doi.org/10.1016/j.omega.2008.09.003
   Web of Science ®Google Scholar
• Lloyd-Williams, D. M., Molyneux, P., & Thornton, J. (1994). Market structure and performance in Spanish banking. Journal of Banking & Finance, 18(3), 433–443. https://doi.org/10.1016/0378-4266(94)90002-7
   Web of Science ®Google Scholar
• Malloy, C. J. (2005). The geography of equity analysis. The Journal of Finance, 60(2), 719–755. https://doi.org/10.1111/j.1540-6261.2005.00744.x
   Web of Science ®Google Scholar
• Martín-Oliver, A., Ruano, S., & Salas-Fumás, V. (2020). How does bank competition affect credit risk? Evidence from loan-level data. Economics Letters, 109524, 109524. https://doi.org/10.1016/j.econlet.2020.109524
   Google Scholar
• Meslier, C., Morgan, D. P., Samolyk, K., & Tarazi, A. (2016). The benefits and costs of geographic diversification in banking. Journal of International Money and Finance, 69, 287–317. https://doi.org/10.1016/j.jimonfin.2016.07.007
   Web of Science ®Google Scholar
• Mester, L. J. (1997). Measuring efficiency at US banks: Accounting for heterogeneity is important. European Journal of Operational Research, 98(2), 230–242. https://doi.org/10.1016/S0377-2217(96)00344-X
   Web of Science ®Google Scholar
• Nguyen, T. L. A. (2018). Diversification and bank efficiency in six ASEAN countries. Global Finance Journal, 37, 57–78.
   Web of Science ®Google Scholar
• Petersen, M. A., & Rajan, R. G. (2002). Does distance still matter? The information revolution in small business lending. The Journal of Finance, 57(6), 2533–2570. https://doi.org/10.1111/1540-6261.00505
   Web of Science ®Google Scholar
• Pilloff, S. J. (1999). Multimarket contact in banking. Review of Industrial Organization, 14(2), 163–182. https://doi.org/10.1023/A:1007779814751
   Web of Science ®Google Scholar
• Rakshit, B., & Bardhan, S. (2022). An empirical investigation of the effects of competition, efficiency and risk-taking on profitability: An application in Indian banking. Journal of Economics and Business, 118, 106022. https://doi.org/10.1016/j.jeconbus.2021.106022
   Web of Science ®Google Scholar
• Ramakrishnan, R. T., & Thakor, A. V. (1984). Information reliability and a theory of financial intermediation. The Review of Economic Studies, 51(3), 415–432. https://doi.org/10.2307/2297431
   Web of Science ®Google Scholar
• Rao Subramaniam, V. P., Ab-Rahim, R., & Selvarajan, S. K. (2019). Financial Development, Efficiency, and Competition of ASEAN Banking Market. Asia-Pacific Social Science Review, 19(3).
   Google Scholar
• Richards, T. J., Acharya, R. N., & Kagan, A. (2008). Spatial competition and market power in banking. Journal of Economics and Business, 60(5), 436–454. https://doi.org/10.1016/j.jeconbus.2007.06.002
   Google Scholar
• Salop, S. C. (1979). Monopolistic competition with outside goods. Bell Journal of Economics, 10(1), 141–156. https://doi.org/10.2307/3003323
   Google Scholar
• Stein, J. C. (2002). Information production and capital allocation: Decentralized versus hierarchical firms. The Journal of Finance, 57(5), 1891–1921. https://doi.org/10.1111/0022-1082.00483
   Web of Science ®Google Scholar
• Thiessen, A. H. (1911). Precipitation averages for large areas. Monthly Weather Review, 39(7), 1082–1089. https://doi.org/10.1175/1520-0493(1911)39<1082b:PAFLA>2.0.CO;2
   Google Scholar
• Titotto, D., & Ongena, S. (2017). Shadow banking and competition: Decomposing market power by activity. In Handbook of Competition in Banking and Finance (pp. 264–304). Edward Elgar Publishing.
   Google Scholar
• Vennet, R. V. (2002). Cost and profit efficiency of financial conglomerates and universal banks in Europe. Journal of Money, Credit, and Banking, 34(1), 254–282. https://doi.org/10.1353/mcb.2002.0036
   Web of Science ®Google Scholar
• Vinh, N. T. H. (2017). The impact of non-performing loans on bank profitability and lending behavior: Evidence from Vietnam. Journal of Economic Development, (JED, 24(3)), 27–44.
   Google Scholar
• Yin, H. (2021). The impact of competition and bank market regulation on banks’ cost efficiency. Journal of Multinational Financial Management, 61, 100677. https://doi.org/10.1016/j.mulfin.2021.100677
   Web of Science ®Google Scholar