FinTech and capital allocation efficiency: Another equity-efficiency dilemma?

Ahmed, 2015, Filling the gap: How technology enables access to finance for small-and medium-sized enterprises, Innovations: Technology, Governance, Globalization, 10, 35, 10.1162/inov_a_00239 Almeida, 2005, The effect of external finance on the equilibrium allocation of capital, Journal of Financial Economics, 75, 133, 10.1016/j.jfineco.2004.06.001 Arcand, 2015, Too much finance?, Journal of Economic Growth, 20, 105, 10.1007/s10887-015-9115-2 Balyuk, 2020, What is fueling fintech lending? The role of banking market structure, The Role of Banking Market Structure Bartlett, 2021, Consumer-lending discrimination in the fintech era, Journal of Financial Economics, 143, 30, 10.1016/j.jfineco.2021.05.047 Beck, 2002, Industry growth and capital allocation: does having a market-or bank-based system matter?, Journal of Financial Economics, 64, 147, 10.1016/S0304-405X(02)00074-0 Belleflamme, 2015, The economics of crowdfunding platforms, Information Economics and Policy, 33, 11, 10.1016/j.infoecopol.2015.08.003 Bena, 2012, Financial development and the allocation of external finance, Journal of Empirical Finance, 19, 1, 10.1016/j.jempfin.2011.11.002 Borisova, 2012, Government ownership and corporate governance: Evidence from the eu, Journal of Banking & Finance, 36, 2917, 10.1016/j.jbankfin.2012.01.008 Cetorelli, 2006, Finance as a barrier to entry: Bank competition and industry structure in local us markets, The Journal of Finance, 61, 437, 10.1111/j.1540-6261.2006.00841.x CGAP, 2015, What is digital financial inclusion and why does it matter?, CGAP Blog Chen, 2009, Does the type of ownership control matter? Evidence from china’s listed companies, Journal of Banking & Finance, 33, 171, 10.1016/j.jbankfin.2007.12.023 Cornelli, 2020 Cumming, 2019, Does equity crowdfunding democratize entrepreneurial finance?, Small Business Economics, 1 DAcunto, 2019, The promises and pitfalls of robo-advising, The Review of Financial Studies, 32, 1983, 10.1093/rfs/hhz014 Dewenter, 2001, State-owned and privately owned firms: An empirical analysis of profitability, leverage, and labor intensity, American Economic Review, 91, 320, 10.1257/aer.91.1.320 Ding, 2020, Fintech and financial analysts in the market, Economic Research Journal, 55, 74 Fisman, 2004 Fu, 2018, Digital finance’s heterogeneous effects on rural financial demand: Evidence from China household finance survey and inclusive digital finance index, Journal of Financial Research, 461, 68 Fuster, 2022, Predictably unequal? The effects of machine learning on credit markets, The Journal of Finance, 77, 5, 10.1111/jofi.13090 Fuster, 2019, The role of technology in mortgage lending, The Review of Financial Studies, 32, 1854, 10.1093/rfs/hhz018 Gomber, 2017, Digital finance and fintech: Current research and future research directions, Journal of Business Economics, 87, 537, 10.1007/s11573-017-0852-x Gopal, 2020 Grennan, 2020, Fintechs and the market for financial analysis, Journal of Financial and Quantitative Analysis, 1 Grossman, 2014 Groza, 2020, Women backing women: The role of crowdfunding in empowering female consumer-investors and entrepreneurs, Journal of Business Research, 117, 432, 10.1016/j.jbusres.2020.06.013 Guiso, 2004, Does local financial development matter?, The Quarterly Journal of Economics, 119, 929, 10.1162/0033553041502162 Guo, 2020, Measuring china’s digital financial inclusion: Index compilation and spatial characteristics, China Economic Quarterly, 19, 1401 Hsu, 2014, Financial development and innovation: Cross-country evidence, Journal of Financial Economics, 112, 116, 10.1016/j.jfineco.2013.12.002 Jagtiani, 2019, The roles of alternative data and machine learning in fintech lending: Evidence from the lendingclub consumer platform, Financial Management, 48, 1009, 10.1111/fima.12295 Kim, 2020, The impact of peer-to-peer lending on small business loans, CESifo Working Paper, 8268 King, 1993, Finance and growth: Schumpeter might be right, The Quarterly Journal of Economics, 108, 717, 10.2307/2118406 Levine, 1997, Financial development and economic growth: Views and agenda, Journal of Economic Literature, 35, 688 Lewbel, 2012, Using heteroscedasticity to identify and estimate mismeasured and endogenous regressor models, Journal of Business & Economic Statistics, 30, 67, 10.1080/07350015.2012.643126 Maskara, 2020 Mills, 2019 Mollick, 2016, Democratizing innovation and capital access: The role of crowdfunding, California Management Review, 58, 72, 10.1525/cmr.2016.58.2.72 Parada, 2018 Rajan, 1998, Financial dependence and growth, American Economic Review, 559 de Roure, 2021 Schweitzer, 2017 Sheng, 2020, Fintech, optimal banking market structure, and credit supply for smes, Journal of Financial Research, 480, 114 Song, 2021, Financial technology and enterprise total factor productivity—Perspective of “enabling” and credit rationing, China Industrial Economics, 04, 138 Tang, 2019, Peer-to-peer lenders versus banks: Substitutes or complements?, The Review of Financial Studies, 32, 1900, 10.1093/rfs/hhy137 Tang, 2020, Digital finance and enterprise technology innovationstructural feature, mechanism identification and effect difference under financial supervision, Management World, 36 The_Economist, 2020 Walthoff-Borm, 2018, Equity crowdfunding: First resort or last resort?, Journal of Business Venturing, 33, 513, 10.1016/j.jbusvent.2018.04.001 Wang, 2015, Ownership concentration and firm performance in emerging markets: A meta-analysis, Journal of Economic Surveys, 29, 199, 10.1111/joes.12048 Wurgler, 2000, Financial markets and the allocation of capital, Journal of Financial Economics, 58, 187, 10.1016/S0304-405X(00)00070-2 Wyman, 2017, Accelerating financial inclusion in south-east asia with digital finance, Asian Development Bank. Zhu, 2020, Financial development and innovation-led growth: Is too much finance better?, Journal of International Money and Finance, 100, 10.1016/j.jimonfin.2019.102083