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Articles

Do firms in rural regions lack access to credit? Local variation in small business loans and firm growth

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Pages 1919-1933 | Received 11 May 2021, Published online: 27 Jan 2022

REFERENCES

  • Aghion, P., Fally, T., & Scarpetta, S. (2007). Credit constraints as a barrier to the entry and post-entry growth of firms. Economic Policy, 22(52), 732–779. doi:10.1111/j.1468-0327.2007.00190.x
  • Aghion, P., & Howitt, P. (1992). A model of growth through creative destruction. Econometrica, 60(2), 323–351. doi:10.2307/2951599
  • Akerlof, G. A. (1970). The market for ‘lemons’: Quality uncertainty and the market mechanism. Quarterly Journal of Economics, 84(3), 488–500. doi:10.2307/1879431
  • Austin, B., Glaeser, E., & Summers, L. (2018). Jobs for the heartland: Place-based policies in 21st-century America. Brookings Papers on Economic Activity, 49(1), 151–255. doi:10.1353/eca.2018.0002
  • Azoulay, P., Fons-Rosen, C., & Graff Zivin, J. S. (2019). Does science advance one funeral at a time? American Economic Review, 109(8), 2889–2920. doi:10.1257/aer.20161574
  • Azoulay, P., Graff Zivin, J. S., & Wang, J. (2010). Superstar extinction. The Quarterly Journal of Economics, 125(2), 549–589. doi:10.1162/qjec.2010.125.2.549
  • Backman, M., & Wallin, T. (2018). Access to banks and external capital acquisition: Perceived innovation obstacles. Annals of Regional Science, 61(1), 161–187. doi:10.1007/s00168-018-0863-8
  • Beck, T., & Demirgüç-Kunt, A. (2006). Small and medium-size enterprises: Access to finance as a growth constraint. Journal of Banking & Finance, 30(11), 2931–2943. doi:10.1016/j.jbankfin.2006.05.009
  • Beck, T., Demirgüç-Kunt, A., Laeven, L., & Maksimovic, V. (2006). The determinants of financing obstacles. Journal of International Money and Finance, 25(6), 932–952. doi:10.1016/j.jimonfin.2006.07.005
  • 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. doi:10.1016/j.jbankfin.2013.06.009
  • Berger, A. N., Frame, W. S., & Miller, N. H. (2005a). Credit scoring and the availability, price, and risk of small business credit. Journal of Money, Credit & Banking, 37(2), 191–223. doi:10.1353/mcb.2005.0019
  • Berger, A. N., Miller, N. H., Petersen, M. A., Rajan, R. G., & Stein, J. C. (2005b). Does function follow organizational form? Evidence from the lending practices of large and small banks. Journal of Financial Economics, 76(2), 237–269. doi:10.1016/j.jfineco.2004.06.003
  • Berger, A. N., & Udell, G. F. (2002). Small business credit availability and relationship lending: The importance of bank organisational structure. The Economic Journal, 112(477), F32–F53. doi:10.1111/1468-0297.00682
  • Blackwell, M., Iacus, S. M., King, G., & Porro, G. (2009). Cem: Coarsened exact matching in Stata. The Stata Journal: Promoting Communications on Statistics and Stata, 9(4), 524–546. doi:10.1177/1536867X0900900402
  • Blázquez, M., Herrarte, A., & Sáez, F. (2019). Training and job search assistance programmes in Spain: The case of long-term unemployed. Journal of Policy Modeling, 41(2), 316–335. doi:10.1016/j.jpolmod.2019.03.004
  • Bornhäll, A., Johansson, D., & Palmberg, J. (2016). The capital constraint paradox in micro and small family and nonfamily firms. Journal of Entrepreneurship and Public Policy, 5(1), 38–62. doi:10.1108/JEPP-10-2015-0033
  • Brown, J. D., & Earle, J. S. (2017). Finance and growth at the firm level: Evidence from SBA loans. The Journal of Finance, 72(3), 1039–1080. doi:10.1111/jofi.12492
  • Brown, R., Liñares-Zegarra, J., & Wilson, J. O. (2019). Sticking it on plastic: Credit card finance and small and medium-sized enterprises in the UK. Regional Studies, 53(5), 630–643. doi:10.1080/00343404.2018.1490016
  • Canales, R., & Nanda, R. (2012). A darker side to decentralized banks: Market power and credit rationing in SME lending. Journal of Financial Economics, 105(2), 353–366. doi:10.1016/j.jfineco.2012.03.006
  • Carling, K., & Lundberg, S. (2005). Asymmetric information and distance: An empirical assessment of geographical credit rationing. Journal of Economics and Business, 57(1), 39–59. doi:10.1016/j.jeconbus.2004.07.002
  • Conroy, T., Low, S. A., & Weiler, S. (2017). Fueling job engines: Impacts of small business loans on establishment births in metropolitan and nonmetro counties. Contemporary Economic Policy, 35(3), 578–595. doi:10.1111/coep.12214
  • Cortés, K. R., & Lerner, J. (2013). Bridging the gap? Government subsidized lending and access to capital. The Review of Corporate Finance Studies, 2(1), 98–128. doi:10.1093/rcfs/cft002
  • Cowling, M. (2010). The role of loan guarantee schemes in alleviating credit rationing in the UK. Journal of Financial Stability, 6(1), 36–44. doi:10.1016/j.jfs.2009.05.007
  • Cowling, M., Lee, N., & Ughetto, E. (2020). The price of a disadvantaged location: Regional variation in the price and supply of short-term credit to SMES in the UK. Journal of Small Business Management, 58(3), 648–668. doi:10.1080/00472778.2019.1681195
  • de Meza, D., & Webb, D. (2000). Does credit rationing imply insufficient lending? Journal of Public Economics, 78(3), 215–234. doi:10.1016/S0047-2727(99)00099-7
  • DeYoung, R., Glennon, D., & Nigro, P. (2008). Borrower–lender distance, credit scoring, and loan performance: Evidence from informational-opaque small business borrowers. Journal of Financial Intermediation, 17(1), 113–143. doi:10.1016/j.jfi.2007.07.002
  • DeYoung, R., Gron, A., Torna, G., & Winton, A. (2015). Risk overhang and loan portfolio decisions: Small business loan supply before and during the financial crisis. The Journal of Finance, 70(6), 2451–2488. doi:10.1111/jofi.12356
  • Dow, S. C., & Rodriguez-Fuentes, C. J. (1997). Regional finance: A survey. Regional Studies, 31(9), 903–920. doi:10.1080/00343409750130029
  • Farre-Mensa, J., & Ljungqvist, A. (2016). Do measures of financial constraints measure financial constraints? Review of Financial Studies, 29(2), 271–308. doi:10.1093/rfs/hhv052
  • Fazzari, S. M., Hubbard, R. G., & Petersen, B. C. (2000). Investment-cash flow sensitivities are useful: A comment on Kaplan and Zingales. The Quarterly Journal of Economics, 115(2), 695–705. doi:10.1162/003355300554773
  • Fazzari, S. M., Hubbard, R. G., Petersen, B. C., Blinder, A. S., & Poterba, J. M. (1988). Financing constraints and corporate investment. Brookings Papers on Economic Activity, 1988(1), 141–206. doi:10.2307/2534426
  • Franklin, J., Rostom, M., & Thwaites, G. (2019). The banks that said no: The impact of credit supply on productivity and wages. Journal of Financial Services Research, 57, 1–31. doi:10.1007/s10693-019-00306-8
  • Glaeser, E. L., Kallal, H. D., Scheinkman, J. A., & Shleifer, A. (1992). Growth in cities. Journal of Political Economy, 100(6), 1126–1152. doi:10.1086/261856
  • Glaeser, E. L., & Mare, D. C. (2001). Cities and skills. Journal of Labor Economics, 19(2), 316–342. doi:10.1086/319563
  • Glennon, D., & Nigro, P. (2005). An analysis of SBA loan defaults by maturity structure. Journal of Financial Services Research, 28(1–3), 77–111. doi:10.1007/s10693-005-4357-3
  • Gompers, P., & Lerner, J. (2001). The venture capital revolution. Journal of Economic Perspectives, 15(2), 145–168. doi:10.1257/jep.15.2.145
  • Granja, J., Leuz, C., & Rajan, R. G. (2018). Going the extra mile: Distant lending and credit cycles. (Working Paper Series No. 25196). National Bureau of Economic Research (NBER).
  • Greenstone, M., Mas, A., and Nguyen, H.-L.. (2020). Do credit market shocks affect the real economy? Quasi-experimental evidence from the Great Recession and ‘normal’ economic times. American Economic Journal: Economic Policy, 12(1), 200–225. doi: 10.1257/pol.20160005
  • Haltiwanger, J., Jarmin, R. S., & Miranda, J. (2013). Who creates jobs? Small versus large versus young. Review of Economics and Statistics, 95(2), 347–361. doi:10.1162/REST_a_00288
  • Hasan, I., Jackowicz, K., Kowalewski, O., & Kozłowski, Ł. (2019). The economic impact of changes in local bank presence. Regional Studies, 53(5), 644–656. doi:10.1080/00343404.2018.1475729
  • Heckman, J. J., Ichimura, H., & Todd, P. (1998). Matching as an econometric evaluation estimator. Review of Economic Studies, 65(2), 261–294. doi:10.1111/1467-937X.00044
  • Heckman, J. J., Ichimura, H., & Todd, P. E. (1997). Matching as an econometric evaluation estimator: Evidence from evaluating a job training programme. The Review of Economic Studies, 64(4), 605–654. doi:10.2307/2971733
  • Ho, D. E., Imai, K., King, G., & Stuart, E. A. (2007). Matching as nonparametric preprocessing for reducing model dependence in parametric causal inference. Political Analysis, 15(3), 199–236. doi:10.1093/pan/mpl013
  • Hottenrott, H., & Peters, B. (2012). Innovative capability and financing constraints for innovation: More money, more innovation? Review of Economics and Statistics, 94(4), 1126–1142. doi:10.1162/REST_a_00227
  • Hurst, E., & Pugsley, B. W. (2011). What do small businesses do? Brookings Papers on Economic Activity, 2011(2), 73–118. doi:10.1353/eca.2011.0017
  • Hyytinen, A., & Pajarinen, M. (2008). Opacity of young businesses: Evidence from rating disagreements. Journal of Banking & Finance, 32(7), 1234–1241. doi:10.1016/j.jbankfin.2007.10.006
  • Iacus, S. M., King, G., & Porro, G. (2011). Multivariate matching methods that are monotonic imbalance bounding. Journal of the American Statistical Association, 106(493), 345–361. doi:10.1198/jasa.2011.tm09599
  • Iacus, S. M., King, G., & Porro, G. (2012). Causal inference without balance checking: Coarsened exact matching. Political Analysis, 20(1), 1–24. doi:10.1093/pan/mpr013
  • Institutet för Tillväxtpolitiska Studier(ITPS). (2002). Utvärdering av almi företagspartner ab:s finansieringsverksamhet (Technical Report). ITPS.
  • King, G., & Nielsen, R. (2016). Why propensity scores should not be used for matching (Technical Report/ Working Paper). Harvard.
  • Kaplan, S. N., & Strömberg, P. (2001). Venture capitalists as principals: Contracting, screening, and monitoring. American Economic Review, 91(2), 426–430. doi:10.1257/aer.91.2.426
  • Kaplan, S. N., & Zingales, L. (1997). Do investment-cash flow sensitivities provide useful measures of financing constraints? The Quarterly Journal of Economics, 112(1), 169–215. doi:10.1162/003355397555163
  • Kaplan, S. N., & Zingales, L. (2000). Investment-cash flow sensitivities are not valid measures of financing constraints. The Quarterly Journal of Economics, 115(2), 707–712. doi:10.1162/003355300554782
  • Kaya, O., & Masetti, O. (2019). Small and medium-sized enterprise financing and securitization: Firm-level evidence from the euro area. Economic Inquiry, 57(1), 391–409. doi:10.1111/ecin.12691
  • Kärnä, A. (2020). Take it to the (public) bank: The efficiency of public bank loans to private firms. German Economic Review, 22(1), 27–62. doi: 10.1515/ger-2019-0023
  • Kärnä, A., Manduchi, A., & Stephan, A. (2021). Distance still matters: Local bank closures and credit availability. International Review of Finance, 21, 1503–1510. doi: 10.1111/irfi.12329
  • King, G. (2010). A hard unsolved problem? Post-treatment bias in big social science questions. In Hard problems in social science. Symposium, April, Vol. 10.
  • Kirschenmann, K. (2016). Credit rationing in small firm–bank relationships. Journal of Financial Intermediation, 26, 68–99. doi:10.1016/j.jfi.2015.11.001
  • Klagge, B., & Martin, R. (2005). Decentralized versus centralized financial systems: Is there a case for local capital markets? Journal of Economic Geography, 5(4), 387–421. doi:10.1093/jeg/lbh071
  • Klagge, B., Martin, R., & Sunley, P. (2017). The spatial structure of the financial system and the funding of regional business: A comparison of Britain and Germany. In Handbook on the geographies of Money and finance (pp. 125–155). Edward Elgar.
  • Lee, N., & Brown, R. (2017). Innovation, SMEs and the liability of distance: The demand and supply of bank funding in UK peripheral regions. Journal of Economic Geography, 17(1), 233–260. doi:10.1093/jeg/lbw011
  • Lee, N., & Drever, E. (2014). Do SMEs in deprived areas find it harder to access finance? Evidence from the UK small business survey. Entrepreneurship & Regional Development, 26(3–4), 337–356. doi:10.1080/08985626.2014.911966
  • Lee, Y. S. (2018). Government guaranteed small business loans and regional growth. Journal of Business Venturing, 33(1), 70–83. doi:10.1016/j.jbusvent.2017.11.001
  • Lehmann, E., Neuberger, D., & Räthke, S. (2004). Lending to small and medium-sized firms: Is there an east–west gap in Germany? Small Business Economics, 23(1), 23–39. doi:10.1023/B:SBEJ.0000026024.55982.3d
  • Nguyen, H.-L. Q. (2019). Are credit markets still local? Evidence from bank branch closings. American Economic Journal: Applied Economics, 11(1), 1–32. doi:10.1257/app.20170543
  • Nilsson, P. (2017). Productivity effects of cap investment support: Evidence from Sweden using matched panel data. Land Use Policy, 66, 172–182. doi:10.1016/j.landusepol.2017.04.043
  • Organisation for Economic Co-operation and Development (OECD). (2016). OECD reviews of innovation policy: Sweden 2016 (Technical Report). OECD Publ.
  • 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. doi:10.1111/1540-6261.00505
  • Rajan, R. G., & Zingales, L. (1998). Financial dependence and growth. American Economic Review, 88(3), 559–586.
  • Ryan, R. M., O’Toole, C. M., & McCann, F. (2014). Does bank market power affect SME financing constraints? Journal of Banking & Finance, 49, 495–505. doi:10.1016/j.jbankfin.2013.12.024
  • Saunders, A., & Steffen, S. (2011). The costs of being private: Evidence from the loan market. Review of Financial Studies, 24(12), 4091–4122. doi:10.1093/rfs/hhr083
  • Schäfer, D., Stephan, A., & Mosquera, J. S. (2017). Family ownership: Does it matter for funding and success of corporate innovations? Small Business Economics, 48(4), 931–951. doi:10.1007/s11187-016-9813-y
  • Schäfer, D., Werwatz, A., & Zimmermann, V. (2004). The determinants of debt and (private) equity financing: The case of young, innovative SMEs from Germany. Industry and Innovation, 11(3), 225–248. doi:10.1080/1366271042000265393
  • Silver, L. (2001). Credit risk assessment in different contexts: The influence of local networks for bank financing of SMEs, PhD thesis, Acta Universitatis Upsaliensis.
  • Soete, B., & Stephan, A. (2004). Introduction: Entrepreneurship, innovation and growth. Industry and Innovation, 11(3), 161–165. doi:10.1080/1366271042000265357
  • Stein, J. C. (2002). Information production and capital allocation: Decentralized versus hierarchical firms. The Journal of Finance, 57(5), 1891–1921. doi:10.1111/0022-1082.00483
  • Stephan, A. (2011). Locational conditions and firm performance: Introduction to the special issue. The Annals of Regional Science, 46(3), 487–494. doi:10.1007/s00168-009-0358-8
  • Stiglitz, J. E., & Weiss, A. (1981). Credit rationing in markets with imperfect information. American Economic Review, 71(3), 393–410.
  • Tingvall, P. G., & Videnord, J. (2020). Regional differences in effects of publicly sponsored R&D grants on SME performance. Small Business Economics, 54, 951–969. doi:10.1007/s11187-018-0085-6
  • Ughetto, E., Cowling, M., & Lee, N. (2019). Regional and spatial issues in the financing of small and medium-sized enterprises and new ventures. Regional Studies, 53(5), 617–619. doi:10.1080/00343404.2019.1601174
  • Wooldridge, J. M. (2009). On estimating firm-level production functions using proxy variables to control for unobservables. Economics Letters, 104(3), 112–114. doi:10.1016/j.econlet.2009.04.026
  • Zhao, T., & Jones-Evans, D. (2017). SMEs, banks and the spatial differentiation of access to finance. Journal of Economic Geography, 17(4), 791–824. doi:10.1093/jeg/lbw029