Impact of Financial Literacy on Fintech Adoption: The Role of Digital Literacy and Cybersecurity Awareness in A Two-Stage SEM-ANN Model
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https://doi.org/10.14419/54cgyw95
Received date: September 22, 2025
Accepted date: October 30, 2025
Published date: November 12, 2025
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Financial Literacy; Fintech Adoption; Financial Attitude; Financial Behavior; Financial Knowledge; Digital Literacy -
Abstract
This study introduces a novel approach to understanding the impact of financial literacy on Fintech adoption by constructing a comprehensive framework that aligns with the OECD definition of financial literacy, which encompasses three core dimensions: financial attitude, financial knowledge, and financial behavior. The study focuses on households in Rajasthan, India, and explores how these components of financial literacy influence the use of digital financial tools, including peer-to-peer lending, digital payments, investment apps, and broader Fintech solutions. Using a reflective second-order Structural Equation Model (SEM) approach, the research tests the relationships between financial literacy and Fintech adoption, providing a more nuanced understanding of their interconnection. Additionally, the study incorporates digital literacy and cybersecurity awareness as sequential mediators, highlighting their role in bridging financial literacy and Fintech adoption. All path coefficients in the SEM model were found to be statistically significant, and the results were further validated using an Artificial Neural Network (ANN) model to capture non-linearity. This study contributes to the field by developing a robust measurement tool for assessing the impact of financial literacy, digital literacy, and cybersecurity awareness on Fintech adoption, offering valuable insights for policymakers and future research on enhancing digital financial inclusion in emerging markets.
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References
- Accenture. (2023). The future of digital lending in India: Trends, challenges, and opportunities. Accenture Research. Retrieved from https://www.accenture.com/in-en.
- Chiratae Ventures. (2024). India's Fintech growth and innovations. Chiratae Ventures Report. Retrieved from https://www.chiratae.com
- Cybersecurity Report. (2024). Annual report on cyber fraud and security threats in India. Cybersecurity India. Retrieved from https://www.cybersecurityindia.com.
- Digital Insurance India. (2024). India’s digital insurance landscape: Key trends and future projections. Digital Insurance India Report. Retrieved from https://www.digitalinsuranceindia.com.
- EY. (2022). Fintech adoption in India: Key drivers and trends. EY Global Report. Retrieved from https://www.ey.com
- Financial Express. (2023). RBI's Fintech department: Regulatory support for India's growing digital economy. Financial Express. Retrieved from https://www.financialexpress.com.
- Financial Literacy Report. (2023). National Centre for Financial Education. Retrieved from https://www.ncfe.org.in
- Fintech Funding Report. (2023). The state of Fintech funding in India: Insights and trends. Fintech Funding Report. Retrieved from https://www.Fintechfunding.com.
- Global Findex Database. (2021). The global landscape of digital financial inclusion. World Bank. Retrieved from https://www.worldbank.org/en/publication/globalfindex.
- India Fintech Report. (2022). India’s rise as a global leader in digital payments. India Fintech Association. Retrieved from https://www.indiaFintechreport.com.
- India Fintech Association. (2024). Transforming digital insurance: India’s leadership role in InsurTech. India Fintech Association Report. Retrieved from https://www.indiaFintech.org.
- Indian Insurance Regulatory and Development Authority. (2023). The state of InsurTech in India: Growth and potential. IRDAI Annual Report. Re-trieved from https://www.irdai.gov.in.
- Ministry of Finance. (2023). Annual report on financial literacy and digital finance in India. Ministry of Finance, Government of India. Retrieved from https://www.finmin.nic.in.
- NASSCOM. (2024). India’s Fintech ecosystem: Growth, investments, and future opportunities. NASSCOM Report. Retrieved from https://www.nasscom.in.
- National Centre for Financial Education [NCFE]. (2019). National Financial Literacy Assessment Survey. NCFE. Retrieved from https://www.ncfe.org.in.
- OECD. (2020). OECD/INFE Toolkit for Measuring Financial Literacy and Financial Inclusion. Organisation for Economic Co-operation and Devel-opment. Retrieved from https://www.oecd.org
- Reserve Bank of India [RBI]. (2024). Annual report on digital financial services and the Fintech ecosystem in India. RBI Publication. Retrieved from https://www.rbi.org.in.
- WEF. (2024). Fintech in India: Growth, innovation, and future directions. World Economic Forum Report. Retrieved from https://www.weforum.org.
- Agarwal, A., et al. (2021). Enhancing digital literacy for better Fintech adoption: A case study from India. Journal of Digital Finance, 22(4), 58-74.
- Akter, S., et al. (2020). Cybersecurity and Fintech adoption: The role of consumer awareness and trust. International Journal of Information Man-agement, 54, 102-115.
- Arner, D. W., et al. (2015). Fintech, regtech, and the reconceptualization of financial regulation. Northwestern Journal of International Law & Busi-ness, 36(3), 531-572.
- Bhushan, B., & Medury, Y. (2014). Financial literacy and its role in Fintech adoption in India. Financial Education Journal, 34(2), 31-49.
- Bawden, D. (2008). Origins and concepts of digital literacy. Digital Library Trends, 58(2), 5-13.
- Choi, S., & Lee, S. (2016). Financial literacy and cybersecurity in the workplace: Impact on adoption of secure online practices. Journal of Finan-cial Services and Cybersecurity, 23(3), 105-123.
- Chung, M., et al. (2021). Understanding cyber risks in the context of IoT: The role of digital literacy. Journal of Cybersecurity Education, 18(2), 67-82.
- Fitzgerald, A., & Kousenidis, D. (2021). Cybersecurity education for Fintech adoption: A practical approach to building consumer confidence. Inter-national Journal of Fintech, 12(4), 98-110.
- Ghosh, A., & Vinod, A. (2017). The role of financial literacy in Fintech adoption in rural India. Journal of Financial Inclusion, 15(3), 45-59.
- Goldfarb, A., & Tucker, C. (2019). Fintech adoption and digital literacy: Exploring the connection. Journal of Technology and Finance, 8(4), 235-249.
- Grohmann, A., et al. (2018). Financial literacy and digital savings tools in low-income countries. Journal of Economic Behavior & Organization, 149, 17-31.
- Jones, S., & Mitchell, T. (2015). Digital literacy and its role in building cybersecurity awareness. Journal of Information Security Education, 14(3), 56-70.
- Kim, Y., et al. (2021). Cybersecurity awareness and its influence on Fintech adoption in emerging markets. Journal of Digital Banking, 16(2), 67-81.
- Kowalski, P., et al. (2017). How digital literacy affects cybersecurity awareness: Evidence from social media and employee training programs. Cy-bersecurity Education Journal, 19(1), 100-112.
- Laukkanen, T. (2016). Trust in the security of Fintech services: How cyber awareness drives adoption. Journal of Consumer Behavior, 12(2), 56-71.
- Lee, J., & Shin, D. (2018). The role of financial literacy in Fintech adoption: A conceptual framework. Journal of Financial Technology, 20(2), 45-60.
- Martin, J. (2006). Digital literacy and its role in identifying cyber threats. Journal of Technology and Ethics, 23(5), 58-73.
- Mäe, R., et al. (2019). Cyber awareness and consumer trust in Fintech platforms. Journal of Digital Financial Services, 25(3), 87-101.
- Ng, M. (2012). Financial literacy and its relationship with digital literacy in emerging economies. International Journal of Digital Education, 18(1), 25-39.
- OECD. (2020). OECD/INFE Toolkit for Measuring Financial Literacy and Financial Inclusion. Organisation for Economic Co-operation and Devel-opment. Retrieved from https://www.oecd.org.
- Pereira, A., et al. (2022). The impact of cybersecurity knowledge on Fintech adoption. Journal of Information Technology and Security, 33(4), 78-94.
- Reddy, K., & Rao, P. (2020). The influence of financial literacy on digital literacy adoption in developing economies. Journal of Developmental Fi-nance, 19(2), 120-134.
- Reserve Bank of India [RBI]. (2021). Annual report on digital financial services and Fintech ecosystem in India. RBI Publication. Retrieved from https://www.rbi.org.in.
- Sarkar, M., et al. (2022). Digital literacy and cybersecurity: Understanding the role of consumers in IoT security. Journal of Cybersecurity Research, 5(3), 98-112.
- Van Rooij, M., et al. (2011). The evolution of financial literacy: From economics to cybersecurity. Journal of Financial Education, 22(4), 55-70.
- West, P. (2013). Digital literacy and its impact on cybersecurity awareness. Journal of Information Technology & Learning, 7(3), 24-37.
- Yew, W., et al. (2020). Digital literacy as a mediator between financial literacy and Fintech adoption. Journal of Digital Finance, 21(4), 122-137.
- Zhao, L., et al. (2020). Cybersecurity awareness and its relationship with Fintech adoption. Journal of Financial Technology, 11(3), 68-83.
- Alt, M., et al. (2024). Personalized financial tools in the age of Fintech: An overview of modern digital solutions. Journal of Financial Technology, 27(2), 125-139.
- Atkinson, A., & Messy, F. A. (2012). Measuring financial literacy: Results of the OECD/INFE pilot study. OECD Working Papers on Finance, In-surance and Private Pensions, No. 15, OECD Publishing.
- Bhatti, A. (2022). Understanding the role of digital payments in Fintech adoption in emerging markets. International Journal of Financial Technolo-gy, 18(3), 200-215.
- Bhushan, B., & Medury, Y. (2013). Financial literacy and its role in Fintech adoption in India. Financial Education Journal, 34(2), 31-49.
- Burtch, G., et al. (2014). The role of peer-to-peer lending platforms in fostering financial inclusion in emerging markets. Journal of Financial Ser-vices and Technology, 11(4), 120-132.
- Chen, H., et al. (2021). The adoption of mobile payments in emerging markets: A study of user preferences and Fintech growth. Journal of Digital Finance, 23(5), 65-77.
- Chen, R., & Volpe, R. P. (1998). An analysis of personal financial literacy among college students. Financial Services Review, 7(2), 107-128. https://doi.org/10.1016/S1057-0810(99)80006-7.
- Dinev, T., & Hu, P. (2007). The role of digital literacy in shaping online security behaviors. Information Systems Research, 18(2), 191-210.
- Fernandes, D., et al. (2014). Financial literacy and financial behaviors: Exploring the link between financial knowledge and outcomes. International Journal of Consumer Studies, 38(1), 41-50.
- Gomber, P., et al. (2017). Digital transformation in the Fintech industry: Challenges and opportunities. Journal of Financial Transformation, 34(1), 25-38.
- Huston, S. J. (2010). Measuring financial literacy. Journal of Consumer Affairs, 44(2), 296-316. https://doi.org/10.1111/j.1745-6606.2010.01170.x.
- Livingstone, S. (2012). Critical digital literacy in a digital age: Implications for education and policy. Journal of Digital Media & Policy, 6(2), 117-134.
- Lusardi, A., & Mitchell, O. S. (2014). The economic importance of financial literacy: Theory and evidence. Journal of Economic Literature, 52(1), 5-44. https://doi.org/10.1257/jel.52.1.5
- Lusardi, A., & Tufano, P. (2015). Debt literacy, financial experiences, and overindebtedness. Journal of Pension Economics and Finance, 14(4), 332-368. https://doi.org/10.1017/S1474747215000232.
- Michaels, R., et al. (2019). Cybersecurity awareness: A practical approach to improving digital security habits. Journal of Cybersecurity Education, 18(3), 89-103.
- Martin, C. (2006). Digital literacy in the context of emerging technologies and online
- OECD. (2020). Financial literacy and financial inclusion: Policy guidelines for promoting digital financial inclusion. Organisation for Economic Co-operation and Development. Retrieved from https://www.oecd.org.
- Penzo, R. (2021). Understanding the role of personalization in Fintech adoption: Case studies from BNPL services. Journal of Financial Technology, 20(3), 112-125.
- Perry, V. G., & Morris, M. D. (2005). Who is in control? The role of financial knowledge, experience, and self-efficacy in the adoption of financial behaviors. Financial Services Review, 14(3), 145-160.
- Potrich, A. C. G., et al. (2015). Financial literacy and its relationship with financial behavior and attitudes among young people. Journal of Financial Counseling and Planning, 26(2), 22-33.
- Robb, C. A., & Woodyard, A. L. (2011). Financial literacy and financial behavior of college students. Journal of Financial Counseling and Plan-ning, 22(2), 48-60.
- Sunardi, S., et al. (2022). The role of P2P lending platforms in promoting financial inclusion in emerging markets. Journal of Financial Inclusion Studies, 8(1), 22-34.
- Vance, A., et al. (2012). Exploring the influence of digital literacy on cybersecurity awareness. Journal of Information Systems Security, 21(4), 107-120.
- Xiao, J. J. (2008). Applying behavior theory to financial literacy. Journal of Financial Counseling and Planning, 19(2), 2-12.
- Zhou, T., et al. (2021). Financial literacy and its impact on Fintech adoption in China and India. Journal of Financial Technology, 26(3), 68-82.
- Bagozzi, R. P., et al. (1991). Assessing construct validity in organizational research. Administrative Science Quarterly, 36(3), 421-458. https://doi.org/10.2307/2393203
- Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Market-ing Research, 18(1), 39-50. https://doi.org/10.2307/3151312.
- Hair, J. F., et al. (2011). A primer on partial least squares structural equation modeling (PLS-SEM). Sage Publications. https://www.sage.com.
- Hair, J. F., et al. (2016). A primer on partial least squares structural equation modeling (PLS-SEM) (2nd ed.). Sage Publications. https://www.sage.com.
- Kline, R. B. (2011). Principles and practice of structural equation modeling (3rd ed.). The Guilford Press.
- Mark, L. (1996). Reliability and validity in research and practice. Psychological Methods, 5(4), 112-123.
- Teo, T. S. H., et al. (2008). The role of digital literacy in online learning. Educational Technology & Society, 11(1), 50-63.
- Aguirre-Urreta, M. I., et al. (2018). Using bootstrapping and percentile confidence intervals for hypothesis testing in PLS-SEM. Journal of Business Research, 89, 268-277. https://doi.org/10.1016/j.jbusres.2017.11.015.
- Hair, J. F., et al. (2011). PLS-SEM: A primer on partial least squares structural equation modeling. Sage Publications. https://www.sage.com
- Hair, J. F., et al. (2016). A primer on partial least squares structural equation modeling (PLS-SEM) (2nd ed.). Sage Publications. https://www.sage.com.
- Kock, N., et al. (2015). Common method bias in PLS-SEM: A comprehensive method to detect it. Journal of Applied Structural Equation Modeling, 1(1), 1-14.
- Peng, Y., et al. (2012). Structural equation modeling in business research: A comprehensive approach. Business Research Quarterly, 15(2), 89-103.
- Qing, H., et al. (2020). A practical guide to PLS-SEM: Using the bootstrap and confidence intervals for hypothesis testing. Journal of Business and Management Research, 26(4), 45-58. https://doi.org/10.1002/jbm.318
- Ringle, C. M., et al. (2015). Smart-PLS 3.2.8: An introduction and practical guide to the software. Smart-PLS Software. Retrieved from https://www.smartpls.com.
- Sarstedt, M., et al. (2019). Structural equation modeling: Applications and issues. Journal of Business Research, 100, 79-94. https://doi.org/10.1016/j.jbusres.2018.08.008.
- Wah, S. H., et al. (2012). Testing and validating structural equation models: A review of PLS-SEM methodology. Journal of Marketing Research, 49(1), 11-18.
- Liébana-Cabanillas, F., Marinković, V., & Kalinić, Z. (2017). The role of artificial neural networks in predicting the success of digital payment sys-tems. Journal of Business Research, 75, 226-237.
- Teo, T. S. H., Tan, M., Ooi, K. B., Hew, T. S., & Yew, K. M. (2015). Predicting the intention to adopt an online payment system: An artificial neural network approach. Journal of Business Research, 68(5), 1031-1039. https://doi.org/10.1016/j.jbusres.2014.11.040.
- Glass, R., & Newig, J. (2019). The role of digital skills and security awareness in engaging with digital financial services. Journal of Financial Secu-rity, 8(2), 112-123.
- Ghosh, A., & Vinod, A. (2017). Financial literacy and its role in Fintech adoption in rural India. International Journal of Financial Education, 25(5), 63-77.
- Liébana-Cabanillas, F., Marinković, V., & Kalinić, Z. (2017). The role of artificial neural networks in predicting the success of digital payment sys-tems. Journal of Business Research, 75, 226-237.
- Peters, M. A. (2011). The impact of digital skills on the use of digital financial services. International Journal of Financial Education, 34(2), 10-15.
- Teo, T. S. H., Tan, M., Ooi, K. B., Hew, T. S., & Yew, K. M. (2015). Predicting the intention to adopt an online payment system: An artificial neural network approach. Journal of Business Research, 68(5), 1031-1039. https://doi.org/10.1016/j.jbusres.2014.11.040.
- Wikipedia. (2023). Internet Saathi program. Retrieved from https://en.wikipedia.org/wiki/Internet_Saathi.
- World Economic Forum [WEF]. (2024). Fintech in India: Growth, innovation, and future directions. World Economic Forum Report. Retrieved from https://www.weforum.org.
- Rajasthan Government. (2023). Digital Rajasthan initiative: Promoting digital literacy and inclusion. Retrieved from https://www.rajasthan.gov.in.
- Inc42 & DoIT&C. (2025). Digital Rajasthan Yatra Report 2025: Driving Fintech adoption across the state. Inc42 & Department of Information Technology & Communication, Government of Rajasthan.
- Kumar, A., & Soni, M. (2022). The role of peer-to-peer lending platforms in promoting financial inclusion: A case study of RangDe. Journal of Fi-nancial Services, 21(3), 45-56.
- Singh, P., & Katoch, R. (2024). The Dynamic Trio: Investigating the Impact of Financial Attitude and Behavior on the Development of Financial Lit-eracy. Library of Progress-Library Science, Information Technology & Computer, 44(3).
- Groww. (2023). Democratizing investing: The rise of investment apps in India. Groww Annual Report, 2023.
- Zerodha. (2023). Understanding the success of Zerodha in India’s financial markets. Zerodha Report, 2023. Retrieved from https://www.zerodha.com.
- Sarkar, P., & Roy, S. (2023). Digital payment adoption in rural India: A case study of Paytm and Google Pay. Journal of Emerging Technologies in Finance, 6(1), 1-12.
- Agarwal, P., et al. (2021). Enhancing digital literacy for better Fintech adoption: A case study from India. Journal of Digital Finance, 22(4), 58-74.
- Jain, R., & Yadav, S. (2023). Financial literacy, digital literacy, and Fintech adoption in India: A comparative study. International Journal of Financial Education, 10(2), 34-49.
- Kumar, P., Sharma, S., & Yadav, N. (2022). The role of cybersecurity awareness in digital financial services adoption in India. Cybersecurity and Fi-nancial Technology Journal, 6(3), 120-133.
- Rathi, A., & Agarwal, D. (2021). Bridging the gap: Integrating cybersecurity awareness with financial literacy in India’s Fintech landscape. Journal of Digital Economics, 9(1), 75-89.
- Singh, P., & Sharma, S. (2024). Crowdfunding and peer-to-peer lending in rural Rajasthan: The role of digital literacy. Rural Economic Review, 8(4), 112-125.
- Sharma, V., Sinha, A., & Patel, M. (2022). Enhancing digital literacy in India: Policy implications for Fintech adoption. Indian Journal of Technology and Society, 5(1), 1-15.
- Hidayat-ur-Rehman, I. (2025). The role of financial literacy in enhancing firm’s sustainable performance through Fintech adoption: a moderated medi-ation analysis. International Journal of Innovation Science, 17(4), 754-785. https://doi.org/10.1108/IJIS-03-2024-0056
- Islam, K. A., & Khan, M. S. (2024). The role of financial literacy, digital literacy, and financial self-efficacy in Fintech adoption. Investment Manage-ment & Financial Innovations, 21(2), 370. https://doi.org/10.21511/imfi.21(2).2024.30
- Alt, M., Bansal, R., & Kapoor, S. (2024). Personalized financial tools in the age of fintech: An overview of AI-enabled consumer finance. Journal of Financial Technology, 27(2), 125–139.
- Hidayat-ur-Rehman, I. (2025). The role of financial literacy in enhancing firms’ sustainable performance through fintech adoption: A moderated mediation analysis. International Journal of Innovation Science, 17(4), 754–785. https://doi.org/10.1108/IJIS-03-2024-0056
- slam, K. A., & Khan, M. S. (2024). The role of financial literacy, digital literacy, and financial self-efficacy in fintech adoption. Investment Manage-ment & Financial Innovations, 21(2), 370–381. https://doi.org/10.21511/imfi.21(2).2024.30
- Lee, I., & Shin, Y. J. (2018). Fintech: Ecosystem, business models, investment decisions, and challenges. Business Horizons, 61(1), 35–46. https://doi.org/10.1016/j.bushor.2017.09.003.
- Reserve Bank of India (RBI). (2021). Financial literacy and inclusion report 2021. Mumbai: Reserve Bank of India.
- Reserve Bank of India (RBI). (2024). Annual report on digital financial services and the fintech ecosystem in India. Mumbai: RBI.
- World Economic Forum (WEF). (2024). Fintech in India: Growth, innovation, and future directions. Geneva: WEF.
- Organisation for Economic Co-operation and Development (OECD). (2024). Integrating sustainability into financial literacy education: Policy guid-ance for digital economies. Paris: OECD Publishing.
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How to Cite
singh, P., & Katoch, D. R. . (2025). Impact of Financial Literacy on Fintech Adoption: The Role of Digital Literacy and Cybersecurity Awareness in A Two-Stage SEM-ANN Model. International Journal of Accounting and Economics Studies, 12(7), 370-382. https://doi.org/10.14419/54cgyw95
