The role of the Lendtech sector in the consumer credit market in the context of household financial exclusion
DOI:
https://doi.org/10.24136/oc.2023.017Keywords:
FinTech, Lendtech, credit, financial exclusion, lending platformsAbstract
Research background: According to the World Bank (2020), about 60% of adults in developing countries do not use formal financial services. Furthermore, according to the Polish Association of Loan Institutions (2022), about 3 million Poles use loans, most of them obtained online. Among the reasons for more than a decade of growth of interest in the non-bank consumer lending market there are the development of modern technology applications in finance and the establishment of the Lendtech sector.
Purpose of the article: The main goal of the paper is to verify the role played by the Lendtech (LT) sector in the consumer credit market in the context of household financial exclusion. The following research questions were asked: Do credit-excluded households take advantage of LT services and, if so, to what extent? What are the behaviours and preferences of those who use consumer credit offered by LT? Do socio-demographic characteristics determine consumer use of loans offered by LT and, if so, what are they? Is the use of loans offered by LT due to credit exclusion or other factors? What action should be taken by participants in the digital consumer loan market interested in its inclusive direction?
Methods: The paper uses the following methods: critical analysis of the literature, Kruskal-Wallis test, Mann-Whitney test, and nonparametric regression algorithm: k-nearest neighbors, as well as inductive inference methods. The data used is primary in nature and comes from a nationwide survey, September 2022 (CAWI method) of 1,200 Poles, of whom 200 respondents are Lendtech customers. The quota selection applied made it possible to reflect characteristics corresponding to the population of customers of lending institutions registered in BIK databases.
Findings & value added: The article is a pioneering study based on an independent scientific survey, devoted to the Polish LT services market considered in terms of its relationship with one of the types of financial exclusion: credit exclusion. The most important conclusion is that people at risk of credit exclusion find a financing substitute in the LT sector, and thus it plays an important role in reducing financial exclusion, while maintaining the principle of creditworthiness verification.
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References
Adamek, J., & Solarz, M. (2023). Adoption factors in digital lending services offered by FinTech lenders. Oeconomia Copernicana, 14(1), 169–212. doi: 10.24136/oc.2023 .005.
DOI: https://doi.org/10.24136/oc.2023.005
View in Google Scholar
Agarwal, S., & Chua, Y. H. (2020). FinTech and household finance: A review of the empirical literature. China Finance Review International, 10(4), 361–376. doi: 10.11 08/CFRI-03-2020-0024.
DOI: https://doi.org/10.1108/CFRI-03-2020-0024
View in Google Scholar
Agarwal, S., & Zhang, J. (2020). FinTech, lending and payment innovation: A review. Asia-Pacific Journal of Financial Studies, 49(3), 353–367. doi: 10.1111/ajfs. 12294.
DOI: https://doi.org/10.1111/ajfs.12294
View in Google Scholar
Allen, F., Gu, X., & Jagtiani, J. (2021). A survey of Fintech research and policy discussion. Review of Corporate Finance, 1, 259–339. doi: 10.21799/frbp.wp.2020.21.
DOI: https://doi.org/10.1561/114.00000007
View in Google Scholar
Arner, D. W., Buckley, R. P., Zetzsche, D. A., & Veidt, R. (2020). Sustainability, Fintech and financial inclusion. European Business Organization Law Review, 21(1), 7–35. doi: 10.1007/s40804-020-00183-y.
DOI: https://doi.org/10.1007/s40804-020-00183-y
View in Google Scholar
Arslanian, H., & Fischer, F. (2019). Financial innovation and inclusion. Palgrave Macmillan. doi: 10.1007/978-3-030-14533-0_20.
DOI: https://doi.org/10.1007/978-3-030-14533-0_7
View in Google Scholar
Babaei, G., Giudici, P., & Raffinetti, E. (2023). Explainable FinTech lending. Journal of Economics and Business, 106126. Advance online publication. doi: 10.1016/jjeconb us.2023.106126.
DOI: https://doi.org/10.1016/j.jeconbus.2023.106126
View in Google Scholar
Baeck, P., Collins, L., & Zhang, B. (2014). Understanding alternative finance. The UK alternative finance industry report 2014. Nesta & the University of Cambridge. Retrieved from https://media.nesta.org.uk/documents/understanding-alternative-finance-2014.pdf (30.09.2022).
View in Google Scholar
Balyuk, T. (2019). Financial innovation and borrowers: Evidence from peer-to-peer lending. Working Paper. Retrieved from https://www.fdic.gov/bank/analytical/ fintech/papers/balyuk-paper.pdf.
View in Google Scholar
Balyuk, T. (2022). FinTech lending and bank credit access for consumers. Management Science, 69(1), 555–575. doi: 10.1287/mnsc.2022.4319.
DOI: https://doi.org/10.1287/mnsc.2022.4319
View in Google Scholar
Bartlett, R., Morse, A., Stanton, R., & Wallace, N. (2022). Consumer-lending discrimination in the FinTech Era. Journal of Financial Economics, 143(1), 30–56. doi: 10.1016/j.jfineco.2021.05.047.
DOI: https://doi.org/10.1016/j.jfineco.2021.05.047
View in Google Scholar
Bazarbash, M., Beaton, K., & Eriksson, U. (2020). Filling the gap: Digital credit and financial inclusion. IMF Working Papers, 2020(150). doi: 10.5089/978151355247 7.001.
DOI: https://doi.org/10.5089/9781513552477.001
View in Google Scholar
Berg, T., Fuster, A., & Puri, M. (2021). Fintech lending. Annual Review of Financial Economics, 14(1), 187–207. doi: 10.1146/annurev-financial-101521-112042.
DOI: https://doi.org/10.1146/annurev-financial-101521-112042
View in Google Scholar
Bollaert, H., Lopez-de-Silanes, F., & Schwienbacher, A. (2021). Fintech and access to finance. Journal of Corporate Finance, 68, 101941. doi: 10.1016/j.jcorpfin.2021.101 941.
DOI: https://doi.org/10.1016/j.jcorpfin.2021.101941
View in Google Scholar
Branzoli, N., & Supino, I. (2020). Fintech credit: A critical review of empirical research literature. Bank of Italy Occasional Paper, 549.
DOI: https://doi.org/10.2139/ssrn.3612726
View in Google Scholar
Buchak, G., Matvos G., Piskorski T., & Seru A. (2018). Fintech, regulatory
View in Google Scholar
arbitrage, and the rise of shadow banks. Journal of Financial Economics, 130, 453–483. doi: 10.1016/j.jfineco.2018.03.011.
DOI: https://doi.org/10.1016/j.jfineco.2018.03.011
View in Google Scholar
Burton, D. (2020). Digital debt collection and ecologies of consumer overindebtedness. Economic Geography, 96(3), 244–265. doi: 10.1080/00130095.2020.1762486.
DOI: https://doi.org/10.1080/00130095.2020.1762486
View in Google Scholar
Cao, L., Yang, Q., & Yu, P.S. (2021). Data science and AI in FinTech: An overview. International Journal of Data Science and Analytics, 12, 81–99. doi: 10.1007/s41060-021-00278-w.
DOI: https://doi.org/10.1007/s41060-021-00278-w
View in Google Scholar
Caplan, M. A., Birkenmaier, J., & Bae, J. (2021). Financial exclusion in OECD countries: A scoping review. International Journal of Social Welfare, 30(1), 58–71. doi: 10.1111/ijsw.12430.
DOI: https://doi.org/10.1111/ijsw.12430
View in Google Scholar
Chivakul, M. (2008). What drives household borrowing and credit constraints? Evidence from Bosnia and Herzegovina. IMF Working Papers, 2008/202. doi: 10.5089/9781451870602.001.
DOI: https://doi.org/10.2139/ssrn.1266535
View in Google Scholar
Corrado, G., & Corrado, L. (2017). Inclusive finance for inclusive growth and development. Current Opinion in Environmental Sustainability, 24, 19–23. doi: 10.1016/j. cosust.2017.01.013.
DOI: https://doi.org/10.1016/j.cosust.2017.01.013
View in Google Scholar
Croux, C., Jagtiani, J., Korivi, T., & Vulanovic M. (2020). Important factors determining fintech loan default: Evidence from LendingClub consumer platform. Journal of Economic Behavior & Organization, 173, 270–296. doi: 10.1016/j.jebo.2020. 0.016.
DOI: https://doi.org/10.1016/j.jebo.2020.03.016
View in Google Scholar
Danisewicz, P., & Elard, I. (2018). The real effects of financial technology: Marketplace lending and personal bankruptcy. SSRN. doi: 10.2139/ssrn.3208908.
DOI: https://doi.org/10.2139/ssrn.3208908
View in Google Scholar
de Roure, C., Pelizzon, L., & Thakor, A. V. (2019). P2P lenders versus banks: Cream skimming or bottom fishing? Review of Corporate Finance Studies, 11(2), 213–262. doi: 10.1093/rcfs/cfab026.
DOI: https://doi.org/10.1093/rcfs/cfab026
View in Google Scholar
Deloitte (2022). Strategia ESG w sektorze bankowych. Retrieved from https://www2.deloitte.com/pl/pl/pages/webcasty/articles/strategia-ESG-w-sekto rze-bankowym.html (30.10.2022).
View in Google Scholar
Demir, A., Pesqué-Cela, V., Altunbas, Y., & Murinde, V. (2022). Fintech, financial inclusion and income inequality: A quantile regression approach. European ournal of Finance, 28(1), 86–107. doi: 10.1080/1351847X.2020.1772335.
DOI: https://doi.org/10.1080/1351847X.2020.1772335
View in Google Scholar
Di Maggio, M., & Yao, V. (2021). Fintech borrowers: Lax screening or cream-Skimming? Review of Financial Studies, 34(10), 4565–4618. doi: 10.1093/rfs/hhaa 142.
DOI: https://doi.org/10.1093/rfs/hhaa142
View in Google Scholar
Di Maggio, M., Ratnadiwakara, D., & Carmichael, D. (2022). Invisible primes: Fintech lending with alternative data. SSRN. doi: 10.2139/ssrn.3937438.
DOI: https://doi.org/10.2139/ssrn.4056793
View in Google Scholar
Domańska-Szaruga, B. (2015). Selected problems of loan exclusion in the context of assumptions for sustainable development. Research Papers of the Wroclaw University of Economics/Prace Naukowe Uniwersytetu Ekonomicznego we Wrocławiu, 378, 91–102. doi: 10.15611/pn.2015.378.07.
DOI: https://doi.org/10.15611/pn.2015.378.07
View in Google Scholar
Ebong, J., & Babu, G. (2020). Demand for credit in high-density markets in Kampala: Application of digital lending and implications for product innovation. Journal of International Studies, 13(4), 295–313. doi: 10.14254/2071-8330.2020/13-4/21.
DOI: https://doi.org/10.14254/2071-8330.2020/13-4/21
View in Google Scholar
Ehrentraud, J., Garcia, O. D., Garzoni, L., & Piccolo M. (2020). Policy responses to FinTech: A cross-country overview. Basel: Bank for International Settlements (BIS).
View in Google Scholar
Escobar de Nogales, X. (2018). Fintech for the financially excluded? Stanford Social Innovation Review. doi: 10.48558/K379-EY69.
View in Google Scholar
Folwarski, M. (2021). Digital innovation in banking versus digital and financial inclusion of society. Kraków: Wydawnictwo Uniwersytetu Jagiellońskiego.
View in Google Scholar
European Bank Authority (2022). Final report on response to the non-bank lending request from the CfA on digital finance. Retrieved from https://www.eba.europa.eu/eba-provides-its-advice-eu-commission-non-bank-lending (10.07.2022).
View in Google Scholar
Fuster, A., Plosser, M., Schnabl, P., & Vickery, J. (2019). The role of technology in mortgage lending. Review of Financial Studies, 32, 1854–1899. doi: 10.1093/rfs/hh z018.
DOI: https://doi.org/10.1093/rfs/hhz018
View in Google Scholar
Gloukoviezoff, G. (2006). From financial exclusion to overindebtedness: The paradox of difficulties for people on low income? In L. Andeloni, M. D. Braga & E. Carloccio (Eds.). New frontiers in banking services. Emerging needs and tailored products for untapped markets (pp. 213–245). Berlin: Springer Verlag. doi: 10.1007 /978-3-540-46498-3_6.
View in Google Scholar
Gomber, P., Kauffman, R. J., Parker, Ch., & Weber, B. W. (2018). On the Fintech revolution: Interpreting the forces of innovation, disruption, and transformation in financial services. Journal of Management Information Systems, 35(1), 220–265, doi: 10.1080/07421222.2018.1440766.
DOI: https://doi.org/10.1080/07421222.2018.1440766
View in Google Scholar
Haupert, T. (2022). New technology, old patterns: Fintech lending, metropolitan segregation, and subprime credit. Race Social Problems, 14, 293–307. doi: 10.1007/ s12552-021-09353-0.
DOI: https://doi.org/10.1007/s12552-021-09353-0
View in Google Scholar
Havrylchyk, O., Mariotto, C., Rahim, T., & Verdier, M. (2019). The expansion of the peer-to-peer lending. SSRN. doi: 10.2139/ssrn.2841316.
DOI: https://doi.org/10.1515/rne-2020-0033
View in Google Scholar
Hodula, M. (2022). Does Fintech credit substitute for traditional credit? Evidence from 78 countries. Finance Research Letters, 46(2), 102469. doi: 10.1016/j.frl.2021 .102469.
DOI: https://doi.org/10.1016/j.frl.2021.102469
View in Google Scholar
Hughes, J. P., Jagtiani, J., & Moon, C. G. (2022). Consumer lending efficiency: Commercial banks versus a FinTech lender. Financial Innovation, 8(1), 1–39. doi: 10.1186/s40854-021-00326-1.
DOI: https://doi.org/10.1186/s40854-021-00326-1
View in Google Scholar
Jagtiani, J., & Lemieux, C. (2017). Fintech lending: Financial inclusion, risk pricing, and alternative information. Risk Pricing, and Alternative Information, December. doi: 10.2139/ssrn.3096098.
DOI: https://doi.org/10.2139/ssrn.3096098
View in Google Scholar
Jagtiani, J., & Lemieux, C. (2018). Do FinTech lenders penetrate areas that are underserved by traditional banks? Journal of Economics and Business, 100, 43–54. doi: 10.1016/j.jeconbus.2018.03.001.
DOI: https://doi.org/10.1016/j.jeconbus.2018.03.001
View in Google Scholar
Katsamakas, E., & Sánchez-Cartas, J. M. (2022). Network formation and financial inclusion in P2P lending: A computational model. Systems, 10(5), 155. doi: 10.339 0/systems10050155.
DOI: https://doi.org/10.3390/systems10050155
View in Google Scholar
Kon, Y., & Storey, D. J. (2003). A theory of discouraged borrowers. Small Business Economics, 21(1), 37–49. doi: 10.1023/A:1024447603600.
DOI: https://doi.org/10.1023/A:1024447603600
View in Google Scholar
Kowalewski, O., & Pisany, P. (2022). Bank’s consumer lending reaction to FinTech and bigtech credit emergence in the context of the versus hard credit information processing. International Review of Financial Analysis, 81, 102116. doi: 10.1016/j.irfa.2022.102116.
DOI: https://doi.org/10.1016/j.irfa.2022.102116
View in Google Scholar
Kruskal, W. H., & Wallis, W. A. (1952). Use of ranks in one-criterion variance analysis. Journal of the American Statistical Association, 47(260), 583–621. doi: 10.2307/ 2280779.
DOI: https://doi.org/10.1080/01621459.1952.10483441
View in Google Scholar
Mann, H. B., & Whitney, D. R. (1947). On a test of whether one of two random variables is stochastically larger than the other. Annals of Mathematical Statistics, 18(1), 50–60.
DOI: https://doi.org/10.1214/aoms/1177730491
View in Google Scholar
Nguyen, L., Tran, S., & Ho, T. (2021). Fintech credit, bank regulations and bank performance: A cross-country analysis. Asia-Pacific Journal of Business Administration, 14(4), 445–466. doi: 10.1108/APJBA-05-2021-0196.
DOI: https://doi.org/10.1108/APJBA-05-2021-0196
View in Google Scholar
Li, G., Lv, X., & Han, X. (2022). Digital financial inclusion and household debt in China. Applied Economics Letters. Advance online publication. doi: 10.1080/1350 4851.2022.2110560.
View in Google Scholar
Odinet, C. K. (2017). Consumer bitcredit and FinTech lending. Alabama Law Review, 69, 781–858.
View in Google Scholar
Omojolaibi, J. A., Okudo, A. G., & Shojobi, D. A. (2019). Are women financially excluded from formal financial services? Analysis of some selected local government areas in Lagos State, Nigeria. Journal of Economic and Social Thought, 6(1), 16–47. doi: 10.1453/jest.v6i1.1846.
View in Google Scholar
Ozili P. K. (2023). Determinants of Fintech and BigTech lending: The role of financial inclusion and financial development. Journal of Economic Analysis, 2(2023), 33. doi: 10.58567/jea02030004.
DOI: https://doi.org/10.2139/ssrn.4526151
View in Google Scholar
Ozili, P. K. (2018). Impact of digital finance on financial inclusion and stability. Borsa Istanbul Review, 18(4), 329–340. doi: 10.1016/j.bir.2017.12.003.
DOI: https://doi.org/10.1016/j.bir.2017.12.003
View in Google Scholar
Palladino, L. M., (2021). The impacts of FinTech on small business borrowing. Journal of Small Business & Entrepreneurship, 33(6), 639–661. doi: 10.1080/0827633 1.2020.1796110.
DOI: https://doi.org/10.1080/08276331.2020.1796110
View in Google Scholar
Pluskota, P. (2020). The use of microfinance to mitigate financial exclusion. Argumenta Oeconomica Cracoviensia, 2(23), 105–123. doi: 10.15678/AOC.2020.2306.
DOI: https://doi.org/10.15678/AOC.2020.2306
View in Google Scholar
Ryu, H. S. (2018). What makes users willing or hesitant use Fintech? The moderating effect of user type. Industrial Management & Data Systems, 118(3), 541–569. doi: 10.1108/IMDS-07-2017-0325.
DOI: https://doi.org/10.1108/IMDS-07-2017-0325
View in Google Scholar
Solarz, M., & Adamek, J. (2022). Determinants of digital financial exclusion as a barrier to the adoption of mobile banking services in Poland. Ekonomia i Prawo. Economics and Law, 21(2), 503–525. doi: 10.12775/EiP.2022.028.
DOI: https://doi.org/10.12775/EiP.2022.028
View in Google Scholar
Sun, N., Sun, Y., Shen, X., & Sun, S. (2023). What affects the risks of fintech lending enterprises? Applied Economics. Advance online publication. doi: 10.1080/0003684 6.2023.2205101.
DOI: https://doi.org/10.1080/00036846.2023.2205101
View in Google Scholar
Suri, T., Bharadwaj, P., & Jack, W. (2021). Fintech and household resilience to shocks: Evidence from digital loans in Kenya. Journal of Development Economics, 153, 102697. doi: 10.1016/j.jdeveco.2021.102697.
DOI: https://doi.org/10.1016/j.jdeveco.2021.102697
View in Google Scholar
Swacha-Lech, M., & Solarz, M. (2021). Determinants of the adoption of innovative Fintech services by millennials. E & M Ekonomie a Management, 24(3), 149–166, doi: 10.15240/tul/001/2021-3-009.
DOI: https://doi.org/10.15240/tul/001/2021-3-009
View in Google Scholar
Tang, H. (2019). Peer-to-peer lenders versus banks: Substitutes or complements? Review of Financial Studies, 32(5), 1900–1938. doi: 10.1093/rfs/hhy137.
DOI: https://doi.org/10.1093/rfs/hhy137
View in Google Scholar
The G20 High-Level Principles for Digital Financial Inclusion (G20-HLP-DFI). Retrieved from https://www.gpfi.org/sites/gpfi/files/documents/G20%20High%20 Level%20Principles%20for%20Digital%20Financial%20Inclusion%20-%20Full% 20version-.pdf (28.09.2022).
View in Google Scholar
The UN 2030 Agenda for Sustainable Development (UN-2030-ASD). Retrieved from https://sustainabledevelopment.un.org/content/documents/ 21252030%20Agenda%20for%20Sustainable%20Development%20web.pdf (28.09.2022).
View in Google Scholar
Vives, X. (2017). The impact of FinTech on banking. European Economy, 2, 97–105.
View in Google Scholar
Waliszewski, K., & Warchlewska, A. (2022). Modern technologies in financial advice and personal financial planning. Warszawa: CeDeWu.
View in Google Scholar
Warchlewska, A. (2020). Around the essence of financial exclusion. Reviewing Approach, 1(25), 123–140. doi: 10.18778/2391-6478.1.25.08.
DOI: https://doi.org/10.18778/2391-6478.1.25.08
View in Google Scholar
World Bank (2020). UFA 2020 overview: Universal financial access by 2020.
View in Google Scholar
Yang, T., & Zhang, X. (2022). FinTech adoption and financial inclusion: Evidence from household consumption in China. Journal of Banking & Finance, 145, 106668. doi: 10.1016/j.jbankfin.2022.106668.
DOI: https://doi.org/10.1016/j.jbankfin.2022.106668
View in Google Scholar
Yue, P., Korkmaz, A. G., Yin, Z., & Zhou, H. (2022). The rise of digital finance: Financial inclusion or debt trap? Finance Research Letters, 47, 102604. doi: 10.1016/ j.frl.2021.102604.
DOI: https://doi.org/10.1016/j.frl.2021.102604
View in Google Scholar
Zhang, S., Li, X., Zong, M., Zhu, X., & Cheng. D., (2017). Learning k for kNN classification. ACM Transactions on Intelligent Systems and Technology, 8I(312). doi: 10.1145/2990508.
DOI: https://doi.org/10.1145/2990508
View in Google Scholar
Zhong, W., & Jiang, T. (2021). Can internet finance alleviate the exclusiveness of traditional finance? Evidence from Chinese P2P lending markets. Finance Research Letters, 40, 101731. doi: 10.1016/j.frl.2020.101731.
DOI: https://doi.org/10.1016/j.frl.2020.101731
View in Google Scholar
Polish Association of Loan Institutions (2022). Retrieved from https://biznes.newseria.pl/news/zpf-ustawa,p2125258862 (30.10.2022).
View in Google Scholar
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