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A Financial Literacy Model for University Students

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Abstract

Financial literacy, understood as the mastery of a set of knowledge, attitudes, and behaviors, has assumed a fundamental role in allowing and enabling people to make responsible decisions as they strive to attain financial well-being. In this context, the objective of this chapter is to build and compare models that assess university students’ financial literacy. To this end, models that integrate financial knowledge, behavior, and attitude are integrated. The models are subsequently estimated, and many comparative tests are performed. For an analysis of the collected data, structural equation modeling (SEM) was employed using two strategies. The findings indicate that, in the model estimation stage, the scales for behavior and attitude have been reduced. Among all of the models estimated, the best adjusted model indicates that financial knowledge and financial attitude have positive impacts on financial behavior. In practical terms, the financial behavior expresses the ability to establish long-term aims and savings aimed at future acquisitions and unexpected spending. This behavior is directly influenced by basic and advanced questions of financial knowledge and also by the importance attributed to attitude by establishing aims, control of spending and financial reserves.

Portions of this chapter appeared in the 2016 paper “Development of a financial literacy model for university students,” Management Research Review, vol 39, pp 356–376.

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References

  • Agarwalla, S. K., Barua, S. K., Jacob, J., & Varma, J. R. (2013). Financial literacy among working young in Urban India (Working Paper/2013-10-02), Indian Institute of Management Ahmedabad.

    Google Scholar 

  • Akaike, H. (1973). Information theory and an extension of the maximum likelihood principle. In Petrov, B. N. & Csaki, F. (Eds), Proceedings of the 2nd International Symposium on Information Theory (pp. 267–281). Budapest: Akademiai Kiado.

    Google Scholar 

  • Ansong, A. (2011). Level of knowledge in personal finance by university freshmen business students. African Journal of Business Management, 5(22), 8933–8940.

    Article  Google Scholar 

  • ANZ. (2008). ANZ survey of adult financial literacy in Australia. Available at: http://www.anz.com/Documents/AU/Aboutanz/AN_5654_Adult_Fin_Lit_Report_08_Web_Report_full.pdf (Accessed November 05, 2013)

  • Arrondel, L., Debbich, M., & Savignac, F. (2013). Financial literacy and financial planning in France. Numeracy, 6(2). Article 8.

    Google Scholar 

  • Atkinson, A., & Messy, F. (2012). Measuring financial literacy: Results of the OECD/International Network on Financial Education (INFE) pilot study (Working paper/15, OECD working papers on finance, insurance and private pensions). Paris: OECD Publishing.

    Google Scholar 

  • Atkinson, A., & Messy, F. (2015). Financial education for migrants and their families (Working paper/38, OECD working papers on finance, insurance and private pensions). Paris: OECD Publishing.

    Google Scholar 

  • Atlas of Human Being Development in Brazil. (2013). Evolution of human development in the Brazilian municipalities. Available at: http://www.atlasbrasil.org.br/2013/en/destaques/faixas_idhm (Accessed November 15, 2013)

  • Beal, D. J., & Delpachitra, S. B. (2003). Financial literacy among Australian university students. Economic Papers, 22(1), 65–78.

    Article  Google Scholar 

  • Beckmann, E. (2013). Financial literacy and household savings in Romania. Numeracy, 6(2). Article 9.

    Google Scholar 

  • Brown, M., & Graf, R. (2013). Financial literacy and retirement planning in Switzerland. Numeracy, 6(2). Article 6.

    Google Scholar 

  • Bruine de Bruin, W., Van Derklaauw, W., Downs, J. S., Fischhoff, B., Topa, G., & Armantier, O. (2010). Expectations of inflation: The role of demographic variables, expectations formation, and financial literacy. The Journal of Consumer Affairs, 44(2), 381–402.

    Article  Google Scholar 

  • Bucher-Koenen, T., Lusardi, A., Alessie, R., & Van Rooij, M. (2017). How financially literate are women? An overview and new insights. The Journal of Consumer Affairs, 51(2), 255–283.

    Article  Google Scholar 

  • Chen, H., & Volpe, R. P. (1998). An analysis of personal financial literacy among college students. Financial Services Review, 7(2), 107–128.

    Article  Google Scholar 

  • Cheung, G. W., & Lau, R. S. (2008). Testing mediation and suppression effects of latent variables: Bootstrapping with structural equation models. Organizational Research Methods, 11(2), 296–325.

    Article  Google Scholar 

  • Churchill, G. A., Jr. (1979). A paradigm for developing better measures of marketing constructs. Journal of Marketing Research, 16(1), 64–73.

    Article  Google Scholar 

  • Clark, R., Lusardi, A., & Mitchell, O. S. (2015). Employee financial literacy and retirement plan behavior: A case study (NBER working paper/21461). Available at: http://www.nber.org/papers/w21461 (Accessed November 05, 2016).

  • Courchane, M., & Zorn, P. (2005). Consumer literacy and credit worthiness. Presented at Federal Reserve System Conference, Promises and Pitfalls: As Consumer Options Multiply, Who Is Being Served and at What Cost?.

    Google Scholar 

  • Criddle, E. (2006). Financial literacy: Goals and values, not just numbers. Alliance, 34(4).

    Google Scholar 

  • Crook, J. N. (2002). Adverse selection and search in the US bank credit card market (University of Edinburgh working paper/01/1), University of Edinburgh Credit Research Center.

    Google Scholar 

  • Delavande, A., Rohwedder, S., & Willis, R.J. (2008). Retirement planning and the role of financial literacy and cognition (Working paper 2008-190), Michigan Retirement Research Center.

    Google Scholar 

  • Disney, R.F., & Gathergood, J. (2011). Financial literacy and indebtedness: New evidence for UK consumers, EconPapers (Discussion papers), Centre for Finance, Credit and Macroeconomics (CFCM), University of Nottingham.

    Google Scholar 

  • Disney, R., Gathergood, J., & Weber, J. (2015). Credit counseling: A substitute for consumer financial literacy? Journal of Pension Economics and Finance, 14(4), 466–491.

    Article  Google Scholar 

  • Fernandes, D., Lynch, J. G., & Netemeyer, R. G. (2014). Financial literacy, financial education, and downstream financial behaviors. Manag Sci, 60(8), 1861–1883.

    Article  Google Scholar 

  • Fornero, E., & Monticone, C. (2011). Financial literacy and pension plan participation in Italy. Journal of Pension Economics and Finance, 10(4), 547–564.

    Article  Google Scholar 

  • Garver, N. S., & Mentzer, J. T. (1999). Logistics research methods: Employing structural equation modeling to test for construct validity. Journal of Business Logistics, 20(1), 33–57.

    Google Scholar 

  • Gerrans, P., & Heaney, R. A. (2014). The role of undergraduate personal finance education in financial literacy, financial attitudes and financial behaviours, Social Sciense Research Network. Available at: https://doi.org/10.2139/ssrn.2537344 (Accessed 29 Nov 2016).

  • Grohmann, A., Kouwenbergb, R., & Menkhoff, L. (2015). Childhood roots of financial literacy. Journal of Economic Psychology, 51, 114–133.

    Article  Google Scholar 

  • Hadar, L., Sood, S., & Fox, C. R. (2013). Subjective knowledge in consumer financial decisions. Journal of Marketing Research, 50(3), 303–316.

    Article  Google Scholar 

  • Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2010). Multivariate data analysis (7th ed.). Upper Saddle River: Pearson.

    Google Scholar 

  • Hastings, J., & Mitchell, O. S. (2011). How financial literacy and impatience shape retirement wealth and investment behaviors (NBER working paper/16740).

    Google Scholar 

  • Hastings, J., & Tejeda-Ashton, L. (2008). Financial literacy, information, and demand elasticity: Survey and experimental evidence from Mexico (NBER working paper/14538).

    Google Scholar 

  • Hayhoe, C. R., Leach, L., Allen, M. W., & Edwards, R. (2005). Credit cards held by college students. Financial Counseling and Planning, 16(1), 1–10.

    Google Scholar 

  • Hilgert, M. A., Hogart, J. M., & Beverly, S. G. (2003). Household financial management: The connection between knowledge and behavior. Federal Reserve Bulletin, 89(7), 309–322.

    Google Scholar 

  • Hooper, D., Coughlan, J., & Mullen, M. R. (2008). Structural equation modelling: Guidelines for determining model fit. The Electronic Journal of Business Research Methods, 6(1), 53–60.

    Google Scholar 

  • Hung, A. A., Parker, A. M., & Yoong, J. (2009). Defining and measuring financial literacy (Working paper/708), Social Science Research Network. Santa Monica, CA: RAND Corporation.

    Google Scholar 

  • Huston, S. J. (2010). Measuring financial literacy. The Journal of Consumer Affairs, 44(2), 296–316.

    Article  Google Scholar 

  • Johnson, A. C. (2001). Evaluating a financial assessment tool: The financial checkup. Dissertation of Utah University, USA

    Google Scholar 

  • Jump$Tart Coalition. (2007). National standards in K-12 personal finance education. Available at: http://www.jumpstart.org/guide.html (Accessed November 02, 2016).

  • Kempson, E. (2011). A framework for developing international financial literacy surveys. In OECD, Improving Financial Education Efficiency: OECD-Bank of Italy Symposium on Financial Literacy. Paris: OECD Publishing.

    Google Scholar 

  • Kerr, S., & Dunn, L. (2002). Consumer search behavior and the changing credit card market (OSU working papers/02-03), Department of Economics, The Ohio State University.

    Google Scholar 

  • Klapper, L., & Panos, G. A. (2011). Financial literacy and retirement planning: The Russian case. Journal of Pension Economics and Finance, 10, 599–618.

    Article  Google Scholar 

  • Klapper, L., Lusardi, A., & Panos, G. A. (2013). Financial literacy and its consequences: Evidence from Russia during the financial crisis. Journal of Banking & Finance, 37, 3904–3923.

    Article  Google Scholar 

  • Kline, R. B. (2011). Principles and practice of structural equation modeling (3rd ed.). New York: The Guilford Press.

    Google Scholar 

  • Knoll, M. A. Z., & Houts, C. R. (2012). The financial knowledge scale: An application of item response theory to the assessment of financial literacy. The Journal of Consumer Affairs, 46(3), 381–410.

    Article  Google Scholar 

  • Lusardi, A. (2015a). Financial literacy: Do people know the ABCs of finance? Public Understanding of Science, 24(3), 260–271.

    Article  Google Scholar 

  • Lusardi, A. (2015b). Financial literacy skills for the 21st century: Evidence from PISA. The Journal of Consumer Affairs, 49(3), 639–659.

    Article  Google Scholar 

  • Lusardi, A., & Mitchell, O. S. (2010). Financial literacy and planning: Implications for retirement wellbeing (Working paper/17078). Cambridge, MA: National Bureau of Economic Research.

    Google Scholar 

  • Lusardi, A., & Mitchell, O. S. (2011). Financial literacy and retirement planning in the United States. Journal of Pension Economics and Finance, 10(4), 509–525.

    Article  Google Scholar 

  • Lusardi, A., & Mitchell, O. S. (2013). The economic importance of financial literacy: Theory and evidence (Working paper/18952). Cambridge, MA: National Bureau of Economic Research.

    Google Scholar 

  • Lusardi, A., & Mitchell, O. S. (2014). The economic importance of financial literacy: Theory and evidence. Journal of Economic Literature, 52(1), 5–44.

    Article  Google Scholar 

  • Lusardi, A., & Tufano, P. (2009). Debt literacy, financial experiences, and overindebtedness, National Bureau of Economic Research, Cambridge. Available at: http://www.nber.org/papers/w14808.pdf (Accessed November 04, 2016).

  • Lusardi, A., Samek, A. S., Kapteyn, A., Glinert, L., Hung, A., & Heinberg, A. (2014). Visual tools and narratives: New ways to improve financial literacy (NBER working paper/20229). Available at: http://www.nber.org/papers/w20229.pdf (Accessed 01 Nov 2016).

  • Lusardi, A., Oggero, N., & Yakoboski, P. J. (2017). The TIAA Institute-GFLEC personal finance index: A new measure of financial literacy, The TIAA Institute-GFLEC. Available at: https://www.tiaainstitute.org/sites/default/files/presentations/2017-04/TIAA%20Institute-GFLEC%20P-Fin%20Index%20Report_2.pdf (Accessed 15 Jan 2018).

  • Lynch, J. G., Jr., & Wood, W. (2006). Special issue editors’ statement: Helping consumers help themselves. Journal of Public Policy & Marketing, 25(1), 1–7.

    Article  Google Scholar 

  • Lyons, A. C. (2004). A profile of financially at-risk college students. Journal of Consumer Affairs, 38(1), 56–80.

    Article  Google Scholar 

  • Mandell, L. (2007). Financial literacy of high schools students. In J. J. Xiao (Ed.), Handbook of consumer finance research. New York: Springer.

    Google Scholar 

  • Mccormick, M. H. (2009). The effectiveness of youth financial education: A review of the literature. Journal of Financial Counseling and Planning, 20(1), 70–83.

    Google Scholar 

  • Mendes-Da-Silva, W., Nakamura, W. T., & Moraes, D. C. (2012). Credit card risk behavior on college campuses: Evidence from Brazil. BAR Brazilian Administration Review, 9(3), 351–373.

    Article  Google Scholar 

  • Messy, F., & Monticone, C. (2016). Financial education policies in Asia and the Pacific (Working paper/40, OECD working papers on finance, insurance and private pensions). Paris: OECD Publishing.

    Google Scholar 

  • Miller, W. R., & C’ de Baca, J. (2001). Quantum change: When epiphanies and sudden insights transform ordinary lives. New York: Guilford Press.

    Google Scholar 

  • Moore, D. (2003). Survey of financial literacy in Washington State: Knowledge, behavior, attitudes, and experiences (Technical report/03-39), Social and Economic Sciences Research Center, Washington State University.

    Google Scholar 

  • Mottola, G. R. (2013). In our best interest: Women, financial literacy, and credit card behavior. Numeracy, 6(2). Article 4.

    Google Scholar 

  • Murphy, D. S., & Yetmar, S. (2010). Personal financial planning attitudes: A preliminary study of graduate students. Management Research Review, 33(8), 811–817.

    Article  Google Scholar 

  • National Financial Capability Study – NFCS. (2013). Financial capability in the United States – Report of findings from the 2012 national financial capability study. Financial Industry Regulatory Authority (FINRA) Investor Education Foundation. Available at: http://www.usfinancialcapability.org/downloads/NFCS_2012_Report_Natl_Findings.pdf (Accessed April 07, 2015).

  • National Foundation For Credit Counseling – NFCC. (2015). The 2015 consumer financial literacy survey, Report of the Network Branded Prepaid Card Association. Available at: https://www.nfcc.org/wp-content/uploads/2015/04/NFCC_2015_Financial_Literacy_Survey_FINAL.pdf (Accessed November 28, 2016).

  • Noctor, M., Stoney, S., & Stradling, R. (1992). Financial literacy: A discussion of concepts and competences of financial literacy and opportunities for its introduction into young people’s learning, report prepared for the National Westminster Bank. London: National Foundation for Education Research.

    Google Scholar 

  • Norvilitis, J. M., & Maclean, M. G. (2010). The role of parents in college students’ financial behaviors and attitudes. Journal of Economic Psychology, 31(1), 55–63.

    Article  Google Scholar 

  • Norvilitis, J. M., & Mendes-Da-Silva, W. (2013). Attitudes toward credit and finances among college students in Brazil and the United States. Journal of Business Theory and Practice, 1(1), 132–151.

    Article  Google Scholar 

  • O’Neill, B., & Xiao, J. (2012). Financial behaviors before and after the financial crisis: Evidence from an online survey. Journal of Financial Counseling and Planning, 23(1), 33–46.

    Google Scholar 

  • Opletalová, A. (2015). Financial education and financial literacy in the Czech education system. Procedia – Social and Behavioral Sciences, 171(16), 1176–1184.

    Article  Google Scholar 

  • Organisation for Economic Co-operation and Development – OECD. (2012). OECD/INFE high-level principles on national strategies for financial education. Paris: OECD Publishing.

    Google Scholar 

  • Organisation for Economic Co-operation and Development – OECD. (2015a). 2015 OECD/INFE toolkit for measuring financial literacy and financial inclusion. Paris: OECD Publishing.

    Google Scholar 

  • Organisation for Economic Co-operation and Development – OECD. (2015b). PISA 2012 assessment and analytical framework: mathematics, reading, science, problem solving and financial literacy. Paris: OECD Publishing.

    Google Scholar 

  • Organisation for Economic Co-operation and Development – OECD. (2015c). The ABC of gender equality in education: Aptitude, behaviour, confidence, PISA. Paris: OECD Publishing.

    Google Scholar 

  • Organisation for Economic Co-Operation and Development – OECD. (2017). PISA 2015 assessment and analytical framework: science, reading, mathematic, financial literacy and collaborative problem solving. Paris: OECD Publishing.

    Google Scholar 

  • Potrich, A. C. G., Vieira, K. M., & Kirch, G. (2015). Determinants of financial literacy: Analysis of the influence of socioeconomic and demographic variables. Revista Contabilidade & Finanças, 26(69), 362–377.

    Article  Google Scholar 

  • Raftery, A. E. (1993). Bayesian model selection in structural equation models. In K. A. Bollen & J. S. Long (Eds.), Testing structural equation models (pp. 163–180). Newbury Park, CA: Sage Publications.

    Google Scholar 

  • Remund, D. L. (2010). Financial literacy explicated: The case for a clearer definition in an increasingly complex economy. The Journal of Consumer Affairs, 44(2), 276–295.

    Article  Google Scholar 

  • Robb, C. A., Babiarz, P., & Woodyard, A. (2012). The demand for financial professionals’ advice: The role of financial knowledge, satisfaction, and confidence. Financial Services Review, 21(4), 291–306.

    Google Scholar 

  • Salleh, A. M. H. A. P. M. (2015). A comparison on financial literacy between welfare recipients and non-welfare recipients in Brunei. International Journal of Social Economics, 42(7), 598–613.

    Article  Google Scholar 

  • Santos, D. B., Mendes-Da-Silva, W., & Gonzalez, L. (2018). Lower financial literacy induces use of informal loan. Revista de Administração de Empresas, 58(1), 44–59.

    Google Scholar 

  • Schagen, S. (1997). The evaluation of NatWest face 2 face with finance. National Foundation For Education Research, London.

    Google Scholar 

  • Schwarz, G. (1978). Estimating the dimension of a model. The Annals of Statistics, 6(2), 461–464.

    Article  Google Scholar 

  • Sekita, S. (2011). Financial literacy and retirement planning in Japan. Journal of Pension Economics and Finance, 10(4), 637–656.

    Article  Google Scholar 

  • Servon, L. J., & Kaestner, R. (2008). Consumer financial literacy and the impact of online banking on the financial behavior of lower-income bank customers. Journal of Consumer Affairs, 42(2), 271–305.

    Article  Google Scholar 

  • Shim, S., Xiao, J. J., Barber, B. L., & Lyons, A. C. (2009). Pathways to life success: A conceptual model of financial well-being for young adults. Journal of Applied Developmental Psychology, 30(6), 708–723.

    Article  Google Scholar 

  • Shim, S., Barber, B. L., Card, N. A., Xiao, J. J., & Serido, J. (2010). Financial socialization of first-year college students: The roles of parents, work, and education. Journal of Youth and Adolescence, 39(12), 1457–1470.

    Article  Google Scholar 

  • Shockey, S. S. (2002). Low-wealth adult’s financial literacy. Money management behavior and associates factors, including critical thinking. Unpublished doctoral dissertation, The Ohio State University (AAT 3039524).

    Google Scholar 

  • Silva, T. P., Dal Magro, C. B., Gorla, M. C., & Nakamura, W. T. (2017). Financial education level of high school students and its economic reflections. Revista de Administração, 52(3), 285–303.

    Article  Google Scholar 

  • Van Rooij, M. C. J., Lusardi, A., & Alessie, R. J. M. (2011). Financial literacy and retirement planning in the Netherlands. J Econ PsycholJournal of Economic Psychology, 32(4), 593–608.

    Article  Google Scholar 

  • Xiao, J. J., Tang, C., Serido, J., & Shim, S. (2011). Antecedents and consequences of risky credit behavior among college students: Application and extension of the theory of planned behavior. Journal of Public Policy & Marketing, 30(2), 239–258.

    Article  Google Scholar 

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Questions Related to Financial Attitude, Financial Behavior, and Financial Knowledge

Questions Related to Financial Attitude, Financial Behavior, and Financial Knowledge

Financial attitude

01. It is important to control monthly expenses

02. It is important to establish financial targets for the future

03. It is important to save money on a monthly basis

04. The way I manage my money today will affect my future

05. It is important to have and follow a monthly expense plan

06. It is important to pay the full value on credit cards

07. When buying in installments, it is important to compare available credit offers

08. It is important to stay within a budget

09. It is important to invest regularly to achieve targets in the long term

Financial behavior

10. I always pay my credit cards on time to avoid extra charges

11. I worry about how best to manage my money

12. I take notes and control my personal expenses (e.g., expense and revenue spreadsheet)

13. I establish financial targets for the long term that influence the managing of my expenses

14. I follow a weekly or monthly plan for expenses

15. I go more than 1 month without balancing my expenses

16. I am satisfied with the way I control my finances

17. I pay my bills without delay

18. I can identify how much I pay when using credit

19. I use credit cards and overdrafts when I do not have money for expenses

20. When buying in installments, I compare the available credit options

21. I use more than 10% of my monthly earnings to make payments on my credit cards (except car financing)

22. I check my credit card invoices to avoid possible mistakes and debts

23. I save monthly

24. I save so I can buy something expensive (e.g., car)

25. I have a financial reserve at least three times my monthly earnings, which can be used in unexpected moments (e.g., unemployment)

26. I compare prices when buying something

27. I analyze my financial situation before a major purchase

28. I buy on impulse

29. I prefer to buy a financial product to save money to buy in cash

Basic financial knowledge

30. Imagine you have R$ 100.00 in the savings account and the tax rate is 10% a year. After 5 years, how much money will you have in this account?

More than R$ 150.00

Exactly R$ 150.00

Less than R$ 150.00

Do not know

31. Imagine the tax rate applied to your savings account is 6% a year and the inflation tax is 10% a year. After 1 year, how much will you be able to buy with the money from this account?

More than today

Exactly the same

Less than today

Do not know

32. Imagine Joseph inherits R$ 10000.00 today and Peter inherits R$ 10000.00 in 3 years. According to the time value of money, who is going to be wealthier?

Joseph

Peter

They are equally as wealthy

Do not know

Advanced financial knowledge

33. Which of the options below best describes the stock market’s functions?

Allow for the meeting of people who want to buy and sell shares

Predict gains of shares

Increase the prices of shares

Do not know

34. Considering a long time period, (e.g., 10 years). Which asset described below normally gives the highest rate of return?

Account

Bond

Stocks

Do not know

35. Which statement is correct?

Once investing in investment refunds, it is not possible to take the money out in the first year

Investment refunds can be invested in many assets, such as shares and securities

Investment refunds pay assured return rates that depend on past behavior

None of them

Do not know

36. Normally, which asset exhibits higher oscillations over time?

Savings account

Shares

Public securities

Do not know

37. When an investor diversifies, his investments are divided among different assets. The risk of losing money:

Increases

Decreases

Remains the same

Do not know

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Vieira, K.M., Potrich, A.C.G., Mendes-Da-Silva, W. (2019). A Financial Literacy Model for University Students. In: Mendes-Da-Silva, W. (eds) Individual Behaviors and Technologies for Financial Innovations. Springer, Cham. https://doi.org/10.1007/978-3-319-91911-9_4

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