The relative impact of traditional and digital financial inclusion on economic growth: a threshold regression-based comparative analysis

References

• Ahmad, M., A. Majeed, M. A. Khan, M. Sohaib, and K. Shehzad. 2021. “Digital Financial Inclusion and Economic Growth: Provincial Data Analysis of China.” China Economic Journal 14 (3): 1–20. https://doi.org/10.1080/17538963.2021.1882064.
   Web of Science ®Google Scholar
• Aziz, A., and U. Naima. 2021. “Rethinking Digital Financial Inclusion: Evidence from Bangladesh.” Technology in Society 64:101509. https://doi.org/10.1016/j.techsoc.2020.101509.
   Web of Science ®Google Scholar
• Banna, H., and M. R. Alam. 2020. “Islamic Banking Efficiency and Inclusive Sustainable Growth: The Role of Financial Inclusion.” Journal of Islamic Monetary Economics and Finance 6 (1): 213–242. https://doi.org/10.21098/jimf.v6i1.1089.
   Google Scholar
• Beck, T., A. Demirguc-Kunt, and M. S. M. Peria. 2007. “Reaching Out: Access to and Use of Banking Services Across Countries.” Journal of Financial Economics 85 (1): 234–266. https://doi.org/10.1016/j.jfineco.2006.07.002.
   Web of Science ®Google Scholar
• Berkmen, P., K. Beaton, D. Gershenson, J. Arze Del Granado, K. Ishi, M. Kim, E. Kopp, and M. Rousset. 2019. “Fintech in Latin America and the Caribbean: Stocktaking.” IMF Working Paper, No. WP/19/71.
   Google Scholar
• Cecchetti, S. G. and E. Kharroubi. ”Reassessing the Impact of Finance on Growth.” BIS Working Papers, No 381.
   Google Scholar
• Célerier, C., and A. Matray. 2019. “Bank-Branch Supply, Financial Inclusion, and Wealth Accumulation.” The Review of Financial Studies 32 (12): 4767–4809. https://doi.org/10.1093/rfs/hhz046.
   Web of Science ®Google Scholar
• Čihák, M., and R. Sahay. 2020. “Finance and Inequality.” IMF Staff Discussion Note, No SDN/20/01 20 (1). https://doi.org/10.5089/9781513526546.006.
   Google Scholar
• Cook, R. D. 1977. “Detection of Influential Observation in Linear Regression.” Technometrics 19 (1): 15–18. https://doi.org/10.2307/1268249.
   Web of Science ®Google Scholar
• Dabla-Norris, E., Y. Deng, A. Ivanova, I. Karpowicz, F. Unsal, E. Van Leemput, and J. Wong. 2015. “Financial Inclusion: Zooming in on Latin America.” IMF Working Paper, No.WP/15/206.
   Google Scholar
• Dang, N. Y. H., and H. D. T. Thi. 2022. “Impact of Financial Inclusion on Banking Stability in ASEAN Countries –Threshold Financial Inclusion.” Macroeconomics and Finance in Emerging Market Economies. https://doi.org/10.1080/17520843.2022.2138488.
   Web of Science ®Google Scholar
• Demirguc-Kunt, A., L. Klapper, and D. Singer. 2017. “Financial Inclusion and Inclusive Growth a Review of Recent Empirical Evidence.” World Bank Policy Research Working Paper, No. 8040.
   Google Scholar
• Demirgüç-Kunt, A., and V. Maksimovic. 1998. “Law, Finance, and Firm Growth.” The Journal of Finance 53 (6): 2107–2137. https://doi.org/10.1111/0022-1082.00084.
   Web of Science ®Google Scholar
• Demombynes, G., and A. Thegeya. 2012. “Kenya’s Mobile Revolution and the Promise of Mobile Savings.” World Bank Policy Research Working Paper Series, No.5988.
   Google Scholar
• Gabor, D., and S. Brooks. 2017. “The Digital Revolution in Financial Inclusion: International Development in the Fintech Era.” New Political Economy 22 (4): 423–436. https://doi.org/10.1080/13563467.2017.1259298.
   Web of Science ®Google Scholar
• Gallego-Losada, M. J., A. Montero-Navarro, E. García-Abajo, and R. Gallego-Losada. 2023. “Digital financial inclusion. Visualizing the academic literature.” Research in International Business and Finance 64:101862. https://doi.org/10.1016/j.ribaf.2022.101862.
   Web of Science ®Google Scholar
• Geng, Z., and G. He. 2021. “Digital Financial Inclusion and Sustainable Employment: Evidence from Countries Along the Belt and Road.” Borsa Istanbul Review 21 (3): 307–316. https://doi.org/10.1016/j.bir.2021.04.004.
   Web of Science ®Google Scholar
• Ghosh, S. “Financial Inclusion and Banking Stability: Does Interest Rate Repression Matter?” Finance Research Letters 50:103205. https://doi.org/10.1016/j.frl.2022.103205.
   Web of Science ®Google Scholar
• Gomber, P., J. A. Koch, and M. Siering. 2017. “Digital Finance and FinTech: Current Research and Future Research Directions.” Journal of Business Economics 87 (5): 537–580. https://doi.org/10.1007/s11573-017-0852-x.
   Google Scholar
• Grohmann, A., and L. Menkhoff. 2017. “Financial Literacy Promotes Financial Inclusion in Both Poor and Rich Countries.” DIW Economic Bulletin, DIW Berlin, German Institute for Economic Research 7 (41): 399–407.
   Google Scholar
• Hansen, B. E. 1996. “Inference When a Nuisance Parameter is Not Identified Under the Null Hypothesis.” Econometrica 64 (2): 413–430. https://doi.org/10.2307/2171789.
   Web of Science ®Google Scholar
• Hansen, B. E. 2000. “Sample Splitting and Threshold Estimation.” Econometrica 68 (3): 575–603. https://doi.org/10.1111/1468-0262.00124.
   Web of Science ®Google Scholar
• Honohan, P. 2008. “Cross-Country Variation in Household Access to Financial Services.” Journal of Banking and Finance 32 (11): 2493–2500. https://doi.org/10.1016/j.jbankfin.2008.05.004.
   Web of Science ®Google Scholar
• Jack, W., and T. Suri. 2014. “Risk Sharing and Transactions Costs: Evidence from Kenya’s Mobile Money Revolution.” American Economic Review 104 (1): 183–223. https://doi.org/10.1257/aer.104.1.183.
   Web of Science ®Google Scholar
• Karim, Z. A., R. Nizam., S. H. Law. and M. K. Hassan. 2022. “Does Financial Inclusiveness Affect Economic Growth? New Evidence Using a Dynamic Panel Threshold Regression.” Finance Research Letters 46 (Part A): https://doi.org/10.1016/j.frl.2021.102364.
   Google Scholar
• Khera, P., S. Ng, S. Ogawa, and R. Sahay. 2021. “Is Digital Financial Inclusion Unlocking Growth?.” IMF Working Papers. No. WP/21/167.
   Google Scholar
• Kim, D. W., J. S. Yu, and M. K. Hassan. 2018. “Financial Inclusion and Economic Growth in OIC Countries.” Research in International Business and Finance 43:1–14. https://doi.org/10.1016/j.ribaf.2017.07.178.
   Web of Science ®Google Scholar
• Kulkarni, L., and A. Ghosh. 2021. “Gender Disparity in the Digitalization of Financial Services: Challenges and Promises for Women’s Financial Inclusion in India.” Gender, Technology and Development 25 (2): 233–250. https://doi.org/10.1080/09718524.2021.1911022.
   Web of Science ®Google Scholar
• Law, S. H. and N. Singh. 2014. “Does Too Much Finance Harm Economic Growth?” Journal of Banking and Finance 41:36–44. https://doi.org/10.1016/j.jbankfin.2013.12.020.
   Web of Science ®Google Scholar
• Levine, R. 1997. “Financial Development and Economic Growth: Views and Agenda.” Journal of Economic Literature 35 (2): 688–726.
   Web of Science ®Google Scholar
• Levine, R. 2005. “Finance and Growth: Theory and Evidence.” National Bureau of Economic Research Working Paper, No. 10766. https://doi.org/10.3386/w10766.
   Google Scholar
• Li, M. C., S. Feng, and X. Xie. 2023. “Spatial Effect of Digital Financial Inclusion on the Urban–Rural Income Gap in China—Analysis Based on Path Dependence.” Economic Research-Ekonomska Istraživanja 36 (2): 2999–3019. https://doi.org/10.1080/1331677X.2022.2106279.
   Google Scholar
• Liu, Y., L. Luan, W. Wu, Z. Zhang, and Y. Hsu. 2021. “Can digital financial inclusion promote China’s economic growth?.” International Review of Financial Analysis 78:101889. https://doi.org/10.1016/j.irfa.2021.101889.
   Web of Science ®Google Scholar
• Loufield, E., D. Ferenzy, and T. Johnson. 2018. “Accelerating Financial Inclusion with New Data.” Center for Financial Inclusion May:1–29. https://content.centerforfinancialinclusion.org/wp-content/uploads/sites/2/2018/08/AcceleratingFINewData_Final_2018.06.26.pdf.
   Google Scholar
• Loukoianova, E., and Y. Yang. 2018. Financial Inclusion in Asia-Pacific. International Monetary Fund. Departmental Paper No. 2018/017. https://www.imf.org/en/Publications/Departmental-Papers-Policy-Papers/Issues/2018/09/18/Financial-Inclusion-in-Asia-Pacific-46115.
   Google Scholar
• Lukonga, I. 2018. “Fintech, Inclusive Growth, and Cyber Risks: Focus on the MENAP and CCA Regions.” IMF Working Paper, No. WP/18/201.
   Google Scholar
• Manyika, J., S. Lund, M. Singer, O. White, and C. Berry. September 2016. Digital Finance for All: Powering Inclusive Growth in Emerging Economies. USA: McKinsey Global Institute.
   Google Scholar
• Mbiti, I., and D. N. Weil. 2016. “Mobile Banking: The Impact of M-Pesa in Kenya.” National Bureau of Economic Research Working Paper, No. 17129. https://doi.org/10.3386/w17129.
   Google Scholar
• Nizam, R., Z. A. Karim., A. A. Rahman., and T. Sarmidi. 2020. “Financial Inclusiveness and Economic Growth: New Evidence Using a Threshold Regression Analysis.” Economic Research-Ekonomska Istraživanja 33 (1): 1465–1484. https://doi.org/10.1080/1331677X.2020.1748508.
   Web of Science ®Google Scholar
• Ozili, P. K. 2018. “Impact of Digital Finance on Financial Inclusion and Stability.” Borsa Istanbul Review 18 (4): 329–340. https://doi.org/10.1016/j.bir.2017.12.003.
   Web of Science ®Google Scholar
• Ozili, P. K. 2021. “Digital Finance, Green Finance and Social Finance: Is There a Link?.” Financial Internet Quarterly 17 (1): 1–7. https://doi.org/10.2478/fiqf-2021-0001.
   Google Scholar
• Ozturk, I., and S. Ullah. 2022. ““Does digital financial inclusion matter for economic growth and environmental sustainability in OBRI economies?” An empirical analysis.” Resources, Conservation, and Recycling 185:106489. https://doi.org/10.1016/j.resconrec.2022.106489.
   Web of Science ®Google Scholar
• Peterson, E. W. F. 2017. “The Role of Population in Economic Growth.” Sage Open 7 (4): 1–15. https://doi.org/10.1177/2158244017736094.
   Web of Science ®Google Scholar
• Riley, E. 2018. “Mobile Money and Risk Sharing Against Village Shocks.” Journal of Development Economics 135:43–58. https://doi.org/10.1016/j.jdeveco.2018.06.015.
   Web of Science ®Google Scholar
• Sahay, R., M. Čihák, P. N’Diaye, A. Barajas, D. Bi, R. Ayala, Y. Gao, et al. 2015. “Rethinking Financial Deepening: Stability and Growth in Emerging Markets.” IMF Staff Discussion Note, No SDN/15/08 15 (8): 1. https://doi.org/10.5089/9781498312615.006.
   Google Scholar
• Sarma, M. 2012. “Index of Financial Inclusion.” Indian Council for Research on International Economic Relations Working Paper. No. 215.
   Google Scholar
• Serbeh, R., P. O. W. Adjei., and D. Forkuor. 2022. “Financial Inclusion of Rural Households in the Mobile Money Era: Insights from Ghana.” Development in practice 32 (1): 16–28. https://doi.org/10.1080/09614524.2021.1911940.
   Web of Science ®Google Scholar
• United Nations. 2014. “World Economic Situation and Prospects 2014.” https://www.un.org/en/development/desa/policy/wesp/wesp_current/2014wesp_country_classification.pdf.
   Google Scholar
• Wang, X., X. Wang, X. Ren, and F. Wen. 2022. “Can digital financial inclusion affect CO2 emissions of China at the prefecture level? Evidence from a spatial econometric approach.” Energy Economics 109:105966. https://doi.org/10.1016/j.eneco.2022.105966.
   Web of Science ®Google Scholar
• Yang, T., and X. Zhang. 2022. “FinTech Adoption and Financial Inclusion: Evidence from Household Consumption in China.” Journal of Banking and Finance 145:106668. https://doi.org/10.1016/j.jbankfin.2022.106668.
   Web of Science ®Google Scholar
• Yawe, B., and J. Prabhu. 2015. “Innovation and Financial Inclusion: A Review of the Literature.” Journal of Payments Strategy & Systems 9 (3): 215–228.
   Google Scholar
• Zheng, L. 2023. “Heterogeneous Impacts of Financial Inclusion on Enterprise Innovation: Evidence from China.” Finance Research Letters 55:103965. https://doi.org/10.1016/j.frl.2023.103965.
   Web of Science ®Google Scholar