Measuring Digital Financial Literacy: Scale Development and Validation
Keywords:
Digital Financial Risk and Control, Basic Digital Financial Knowledge, Advanced Digital Financial Knowledge, Digital Financial Attitude, Digital Financial Behavior, Scales’ ValidationAbstract
Digital financial literacy is projected to become an increasingly significant part of education in the digital age, both in India and around the world. To create programs to raise the level of financial literacy among people in the digital age, it is essential to measure the level of digital financial literacy among various societal segments. The study aims to provide a validated tool for measuring the digital financial literacy of individuals in developing countries, like India and also to analyze the significance of its key dimensions. Also, the level of DFL among respondents in the National Capital Territory (India) was measured. The study adopted the widely used scale development paradigm provided by Churchill (1979). The empirical data was collected using two online surveys with 145 (N1) and 323 (N2) sample sizes, which were analyzed with factor analysis using International Business Machines (IBM) Statistical Package for Social Sciences (SPSS) and IBM SPSS Analysis of Moment Structures (AMOS) statistical software. The proposed digital financial literacy scale consists of twenty-two statements under five key aspects of digital financial literacy, which are: Digital Financial Risk and Control; Basic Digital Financial Knowledge; Advanced Digital Financial Knowledge; Digital Financial Attitude, and Digital Financial Behavior. The proposed Digital Financial Literacy Scale demonstrated sound psychometric properties, encouraging its future usage for assessing the digital financial literacy of individuals. Furthermore, it can help organizations and concerned authorities compare individuals' digital financial literacy levels pre- and post-implementation of Digital Financial Literacy Awareness campaigns.
References
Alliance for Financial Inclusion, DFSWG and CEMCWG (2021) Digital financial literacy toolkit, alliance for financial inclusion. Retrived from https://www.ssrn.com/abstract=2715350%0Ahttps://www.researchgate.net/profile/Dharmendra_Yadav17/publication/313678763_EXACT_DEFINITION_OF_MATHEMATICS/links/58f4d86f458515ff23b551a0/EXACT-DEFINITION-OF-MATHEMATICS.pdf%0Ahttps://www.g20-insights.org/policy_
Al-Tamimi, H. A. H., & Kalli, A. A. B. (2009). Financial literacy and investment Decisions of UAE investors. The Journal of Risk Finance, 10(5), 500-516.
Asyik, N. F., Wahidahwati, W., Laily, N., & Wahidahwati, W. (2022). The role of intellectual capital in intervening financial behavior and financial literacy on financial inclusion. WSEAS Transactions on Business and Economics, 19, 805-814.
Atkinson, A. and F. Messy (2012), “Measuring Financial Literacy: Results of the OECD / International Network on Financial Education (INFE) Pilot Study”, OECD Working Papers on Finance, Insurance and Private Pensions, No. 15, OECD Publishing. http://dx.doi.org/10.1787/5k9csfs90fr4-en
Banik P. & Datta R. N. (2020). An Empirical Study on Digital Financial Literacy with Special Reference to South Kolkata. Purakala UGC Care Journal, 31, 246-254.
Bhushan, P., & Medury, Y. (2014). An empirical analysis of inter linkages between financial attitudes, financial behaviour and financial knowledge of salaried individuals. Indian Journal of Commerce and Management Studies, 5(3), 58-64.
Brown, G. T. (2006). Conceptions of curriculum: A framework for understanding New Zealand’s curriculum framework and teachers’ opinions. Curriculum Matters, 2(164), 1-18.
Bureau of Consumer Financial Protection. (2018). Pathways to financial well-being: The role of financial capability. New York: United States Government.
Burkett, I., & Sheehan, G. (2009). From the margins to the mainstream: The challenges for microfinance in Australia. Melbourne: Foresters Community Finance.
Byrne, B. M. (2010). Structural Equation Modeling with AMOS: Basic Concepts, Applications, and Programming. Taylor and Francis Group.
Carlin, B. I., Olafsson, A., & Pagel, M. (2019, January). FinTech and consumer financial well-being in the information age. In AFFECT Conference. University of Miami. https://www. fdi c. gov/bank/analytical/fintech/papers/carlin-paper. pdf.
Christelis, D., Jappelli, T., & Padula, M. (2010). Cognitive abilities and portfolio choice. European Economic Review, 54(1), 18-38.
Churchill, G. A. Jr (1979). A paradigm for developing better measures of marketing constructs. Journal of Marketing Research, 16(1), 64-73.
Competencies, A. F. L. (2016). OECD/INFE International Survey. Retrived from https://www.oecd.org/daf/fin/financial-education/oecd-infe-survey-adult-financial-literacy-competencies.htm
Connolly, C. (2013). Measuring financial exclusion in Australia. Melbourne: Centre for Social Impact, University of New South Wales for National Australia Bank.
Crocker, L., & Algina, J. (1986). Introduction to classical and modern test theory. Holt, Rinehart and Winston, 6277 Sea Harbor Drive, Orlando, FL 32887.
Dam, L. B., & Hotwani, M. (2018). Financial Literacy: Conceptual Framework and Scale Development. SAMVAD: SIBM Pune Research Journal, 15, 61-69.
Dinç Aydemir, S., & Aren, S. (2017). Do the effects of individual factors on financial risk-taking behavior diversify with financial literacy?. Kybernetes, 46(10), 1706-1734.
Faith Christian Q. C. and Christian D. M. (2021). BSP Discussion Paper Series 05. June 2021, 1-29. Retrived from: https://www.bsp.gov.ph/Pages/MediaAndResearch/PublicationsAndReports/Discussion%20Papers/DP202105.pdf
Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of marketing research, 18(1), 39-50.
Ganeshappa, K. (2019). Financial inclusion through digital financial services. International Journal of Social and Economic Research, 9(3), 34-46.
Gaskin, J., & Lim, J. (2016). Model fit measures. Gaskination’s StatWiki, 37(3), 814-822.
Global Partnership for Financial Inclusion (2011). Strengthening access to finance for women-owned SMEs in developing countries. (Issue October). GPFI. Washington, DC. Retrived from: https://www.gpfi.org/sites/gpfi/files/documents/Strengthening.pdf
Gorsuch, R. (1983). Factor analysis (2nd ed.). Hillsdale, NJ: Lawrence Erlbaum Associates.
Gorsuch, R. L. (1990). Common factor analysis versus component analysis: Some well and little known facts. Multivariate Behavioral Research, 25(1), 33-39.
GPFI. (2016). G20 High-Level Principles for Digital Financial Inclusion. Global Partneship for Financial Inclusion, 3–23. Retrived from https://www.gpfi.org/sites/gpfi/files/G20%20High%20Level%20Principles%20for%20Digital%20Financial%20Inclusion.pdf
Hair, J.F., Black, W.C., Babin, B.J., Anderson, R.E., & Tatham, R.L. (2006). Multivariate data analysis (6th ed.). Upper Saddle River, NJ: Pearson Education Inc.
He, J., & Li, Q. (2020). Can online social interaction improve the digital finance participation of rural households?. China Agricultural Economic Review, 12(2), 295-313.
Hilgert, M. A., et al. (2003). Household financial management: The connection between knowledge and behavior. Federal Reserve Bulletin, 89, 309-322.
Hu, L. T., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural equation modeling, 6(1), 1-55.
Jariwala, H. V. (2015). Analysis of financial literacy level of retail individual investors of Gujarat State and its effect on investment decision. Journal of Business & Finance Librarianship, 20(1-2), 133-158.
Johanson, G.A., & Brooks, G.P. (2009). Initial scale development: Sample size for pilot studies. Educational and Psychological Measurement, 70(3), 394-400.
Karatepe, O. M., Yavas, U., & Babakus, E. (2005). Measuring service quality of banks: Scale development and validation. Journal of Retailing and Consumer Services, 12(5), 373-383.
Kass-Hanna, J., Lyons, A. C., & Liu, F. (2022). Building financial resilience through financial and digital literacy in South Asia and Sub-Saharan Africa. Emerging Markets Review, 51, 1-53.
Kempson, E., & Poppe, C. (2018). Understanding financial well-being and capability—A revised model and comprehensive analysis. Oslo: Oslo Metropolitan University, Consumption Research Norway - SIFO.
Kline, P. (1979). Psychometrics and psychology. London: Acaderric Press .
Kline, R. B. (2011). Principles and practice of structural equation modeling. New York: Guilford Press.
Klontz, B. T., & Britt, S. L. (2012). How clients’ money scripts predict their financial behaviors. Journal of Financial Planning, 25(11), 33-43.
Kumar, N., Sharma, S., & Vyas, M. (2019). Impact of digital banking on financial inclusion: An investigation on youngsters in Rupnagar city, Punjab. International Journal of Management, IT and Engineering, 9(5), 365-374.
Liu, Z., Zhang, X., Yang, L., & Shen, Y. (2021). Access to digital financial services and green technology advances: Regional evidence from China. Sustainability, 13(9), 1-15.
Lusardi, A., & Mitchell, O. S. (2011). Financial literacy around the world: An overview. Journal of Pension Economics & Finance, 10(4), 497-508.
Lusardi, A., & Mitchell, O. S. (2014). The economic importance of financial literacy: Theory and evidence. Journal of Economic Literature, 52, 5-44.
Lyons, A. C., & Kass‐Hanna, J. (2021). A methodological overview to defining and measuring “digital” financial literacy. Financial Planning Review, 4(2), 1-19.
Lyons, A., Kass-Hanna, J., & Greenlee, A. (2020). Impacts of financial and digital inclusion on poverty in South Asia and Sub-Saharan Africa. Retrieved from SSRN http://www.xxxxxx
Mandal, A., Saxena, A., & Mittal, P. (2022, March). Financial literacy and digital product use for financial inclusion: A GETU model to develop financial literacy. In Editor(s) - initial(s). last name (Ed(s). 2022 8th International Conference on Advanced Computing and Communication Systems (ICACCS) (Vol. 1, pp. 1614-1619). Place of Publication: Publisher..
Morgan, P. J., Huang, B., & Trinh, L. Q. (2019). The need to promote digital financial literacy for the digital age. The 2019 G20 Osaka Summit, Japan: The Future of Work and Education for the Digital Age, 40-46. Retrived from https://www.researchgate.net/profile/Long-Trinh-6/publication/343682203_The_Need_to_Promote_Digital_Financial_Literacy_for_the_Digital_Age/links/5f38b060299bf13404c85548/The-Need-to-Promote-Digital-Financial-Literacy-for-the-Digital-Age.pdf
Morgan, P. J., Huang, B., & Trinh, L. Q. (2020). Minding the gaps in digital financial education strategies. G20 Insights. Retrived from https://www.global-solutions-initiative.org/g20-insights-homepage/
Nayak, R. (2018). A Conceptual Study on Digitalization of Banking - Issues and challenges in Rural India. International Journal of Management, IT & Engineering, 8(6), 186-191.
Nedungadi, P. P., Menon, R., Gutjahr, G., Erickson, L., & Raman, R. (2018). Towards an inclusive digital literacy framework for digital India. Education and Training, 60(6), 516–528.
Nunnally, J. C. (1994). Psychometric theory 3E. Tata McGraw-hill education, New York, NY.
Nunnally, J.C., & Bernstein, I.H. (1994) Psychometric Theory, (3rd ed), Mcgraw-Hill: New York.
O. Y. Bakhtina (2019) Model of financial behavior of digital generation. In: Proceedings of the 33rd International Business Information Management Association Conference, IBIMA 2019: Education Excellence and Innovation Management through Vision 2020, Granada, Spain, pp. 4224–4228.
OECD (2017), G20/OECD INFE report on adult financial literacy in G20 countries. OECD Publishing. Retrived from https://www.oecd.org/daf/fin/financial-education/G20-OECD-INFE-report-adult-financial-literacy-in-G20-countries.pdf
OECD (2022), OECD/INFE Toolkit for Measuring Financial Literacy and Financial Inclusion 2022. OECD Publishing. Retrived from www.oecd.org/financial/education/2022-INFE-Toolkit-Measuring-Finlit-Financial-Inclusion.pdf
OECD. (2018). G20/OECD INFE Policy Guidance on Digitalisation and Financial Literacy. Retrivef from https://www.gpfi.org/publications/g20oecd-infe-policy-guidance-digitalisation-and-financial-literacy
OECD/INFE. (2015). National strategies for financial education: OECD/INFE policy handbook. Retrivef from https://www.oecd.org/finance/National-Strategies-Financial-Education-Policy-Handbook.pdf
Ozili, P. K. (2018). Impact of digital finance on financial inclusion and stability. Borsa Istanbul Review, 18(4), 329-340.
Paraboni, A. L., Soares, F. M., Potrich, A. C. G., & Vieira, K. M. (2020). Does formal and business education expand the levels of financial education?. International Journal of Social Economics, 47(6), 769-785.
Patyal, V. S., & Koilakuntla, M. (2015). Infrastructure and core quality practices in Indian manufacturing organizations: Scale development and validation. Journal of Advances in Management Research, 12(2), 141-175.
Pazarbasioglu, C., Mora, A. G., Uttamchandani, M., Natarajan, H., Feyen, E., & Saal, M. (2020). Digital financial services. World Bank, 54. Retived from https://pubdocs.worldbank.org/en/230281588169110691/Digital-Financial-Services.pdf
Perry, V. G., & Morris, M. D. (2005). Who is in control? The role of self‐perception, knowledge, and income in explaining consumer financial behavior. Journal of consumer affairs, 39(2), 299-313.
Podsakoff, P. M., MacKenzie, S. B., Lee, J. Y., & Podsakoff, N. P. (2003). Common method biases in behavioral research: a critical review of the literature and recommended remedies. Journal of Applied Psychology, 88(5). 879-903.
Potrich, A. C. G., Vieira, K. M., & Paraboni, A. L. (2021). Youth financial literacy short scale: proposition and validation of a measure. Escola de Administração de Empresas de São Paulo. https://eaesp.fgv.br/sites/eaesp.fgv.br/files/u519/youth_financial_literacy_short_scale_ebfc_- _complete.pdf.
Prasad, H., Meghwal, D., & Dayama, V. (2018). Digital financial literacy: A study of households of Udaipur. Journal of Business and Management, 5, 23-32.
Prawitz, A., Garman, T., Sorhaindo, B., et al. (2006). Incharge financial distress/financial well-being scale: Development, administration, and score interpretation. Journal of Financial Counseling and Planning, 17, 34–50.
Prete, A. L. (2022). Digital and financial literacy as determinants of digital payments and personal finance. Economics Letters, 213, 1-9.
Rahayu, R., et al. (2022). The current digital financial literacy and financial behavior in Indonesian millennial generation. Journal of Accounting and Investment, 23(1), 78-94.
Rajdev, A. A., Modhvadiya T., & Sudra, P. (2020). An analysis of digital financial literacy among college students. Pacific Business Review International, 13(5), 32-40.
Ravikumar, T. (2019). Digital financial inclusion: A payoff of financial technology and digital finance uprising in India. International Journal of Scientific and Technology Research, 8(1), 3434-3438.
Rieger, M. O. (2020). How to measure financial literacy. Journal of Risk and Financial Management, 13(12), 3-14.
Rojas-Vargas, N. P., & Vega-Mendez, J. C. (2020). Development of a comprehensive financial literacy scale. Ciencias Administrativas Teoría y Praxis, 16(1), 87-111.
Saini, S. (2019). Digital financial literacy: Awareness and access. International Journal of Management, IT and Engineering, 9(4), 201-207.
Seldal, M. M., & Nyhus, E. K. (2022). Financial vulnerability, financial literacy, and the use of digital payment technologies. Journal of Consumer Policy, 45(2), 281-306.
Setiawan, M., Effendi, N., Santoso, T., Dewi, V. I., & Sapulette, M. S. (2022). Digital financial literacy, current behavior of saving and spending and its future foresight. Economics of Innovation and New Technology, 31(4), 320-338.
Shen, Y., Hu, W., & Hueng, C. J. (2018). The effects of financial literacy, digital financial product usage and internet usage on financial inclusion in China. In MATEC Web of Conferences (Vol. 228, p. 05012). EDP Sciences.
Stella, G. P., Filotto, U., & Cervellati, E. M. (2020). A proposal for a new financial literacy questionnaire. International Journal of Business and Management, 15(2), 34-48.
Stumm, S., O’Creevy, M. F., & Furnham, A. (2013). Financial capability, money attitudes and socioeconomic status: Risks for experiencing adverse financial events. Personality and Individual Differences, 54, 344–349.
Tabachnick Barbara, G., & Fidel Linda, S. (2012). A practical approach to using multivariate analyses. New York: Pearson.
Tian, G. (2022). Influence of Digital Finance on Household Leverage Ratio from the Perspective of Consumption Effect and Income Effect. Sustainability, 14(23), 1-11.
Tony, N., & Desai, K. (2020). Impact of digital financial literacy on digital financial inclusion. International Journal of Scientific and Technology Research, 9(1), 1911–1915.
Vogels, E., & Anderson, M. (2019). Americans and digital knowledge, Pew Research Center: Internet, Science & Tech. United States of America. Retrieved from https://policycommons.net/artifacts/616568/americans-and-digital-knowledge/1597221/ o
Wu, X. Q., Yap, C. S., & Ho, P. L. (2022). Use of digital finance platforms for personal finance management in rural China: Antecedents and consequences. Journal of Electronic Commerce in Organizations (JECO), 20(1), 1-22.
Xiao, J. J. (2008). Applying behavior theories to financial behavior. In Handbook of consumer finance research (pp. 69-81). New York, NY: Springer New York.
Zhang, Y. (2021, July). The design of a Mobile app to promote young people’s digital financial literacy. In International Conference on Human-Computer Interaction (pp. 118-136). Cham: Springer International Publishing.
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