A Model Proposal for Explaining the Investment Behaviour of University Students
Year 2025,
Volume: 12 Issue: 1, 196 - 213, 31.03.2025
Hüseyin Gürbüz
,
Veysel Yılmaz
Abstract
This study proposes a unique structural model to understand the effects of financial literacy (F- Financial Literacy), lack of self-control (LSC-Lack of Self-Control), peer influence (PI-Peer Influence), parental socialisation (PS-Parental Socialisation) and social media (SM-Social Media) on university students' investment behaviour (IB-Investment Behaviour). The originality of the study lies in combining the effects of these factors on investment behaviour within the framework of a model. In addition to the limited studies in the literature, the study makes both theoretical and practical contributions by conducting hypothesis tests with PLS-SEM analysis. Data were collected from students (n=137) studying at the Faculty of Economics and Administrative Sciences (FEAS) during the summer term of 2023 through an online survey. The analysis revealed that the model is appropriate and financial literacy, lack of self-control, parental socialisation and social media positively affect investment behaviour, while lack of self-control has a negative effect on investment behaviour and only peer effect is not supported. This study provides an important framework for understanding the financial decision-making processes of university students and provides guidance for policy makers and educators.
Ethical Statement
Ethics committee approval for the study was obtained from the Eskişehir Osmangazi University Ethics Committee on March 22, 2023, with meeting number 2023-04.
The authors declare that the study was conducted in accordance with research and publication ethics.
The authors confirm that no part of the study was generated, either wholly or in part, using Artificial Intelligence (AI) tools.
The authors affirm that there are no financial conflicts of interest involving any institution, organization, or individual associated with this article. Additionally, there are no conflicts of interest among the authors.
The authors affirm that they contributed equally to all aspects of the research.
References
- Albeerdy, M. I., & Gharleghi, B. (2015). Determinants of the financial literacy among college students in Malaysia. International Journal of Business Administration, 6(3), 15–24.
- Ali, M. A. S., Ammer, M. A., & Elshaer, I. A. (2022). Determinants of investment awareness: A moderating structural equation modeling-based model in the Saudi Arabian context. Mathematics, 10(20), 3829. https://doi.org/10.3390/math10203829
- Alekam, E, Mohammed, J., Salleh, B.M., & Mokhtar, S.S., (2018). The effect of family, peer, behavior, saving and spending behavior on financial literacy among young generations. International Journal of Organizational Leadership, 7(2018) 309-323.
- Alshebami, A. S., & Aldhyani, T. H. H. (2022). The interplay of social influence, financial literacy, and saving behaviour among Saudi youth and the moderating effect of self-control. Sustainability, 14(14), 8780. https://doi.org/10.3390/su14148780
- Ayuningsih, D. L., & Dewi, A. S. (2023). Analysis of social influence, financial literacy, and saving behaviour on students in Bandung city using self-control, as a moderation variable, Journal Ekonomi, 12(03), 391-398.
- Azizah, U. S. A., & Mulyono, H. (2020). Dataset on determinants of intention and investment behaviour amongst young Indonesian millennials, Data in Brief, 32(106083), 1-7. https://doi.org/10.1016/j.dib.2020.106083
- Bawre, S., & Kar, S. (2019). An investigation of the demographic factors affecting financial literacy and its components among urban Indians. International Journal of Education Economics and Development, 10(4), 398–426.
- Bernheim, B. D., Ray, D., & Yeltekin, S. (2015). Poverty and self-control, Econometrica, 83(5), 1877–1911.
Brown, B. B., Mounts, N., Lamborn, S. D., & Steinberg, L. (1993). Parenting practices and peer group affiliation in adolescence. Child Development, 64(2), 467-482.
- Bucciol, A., & Veronesi, M. (2014). Teaching children to save and lifetime savings: What is the best strategy? Journal of Economic Psychology 45, 1-17. https://doi.org/10.1016/j.joep.2014.07.003.
- Clarke, M. D., Heaton, M. B., Israelsen, C. L., & Eggett, D. L. (2005). The acquisition of family financial roles and responsibilities. Family and Consumer Sciences Research Journal, 33(4), 321-340.
- Cohen, M., & Nelson, C. (2011). Financial literacy: A step for clients towards financial inclusion. Global Microcredit Summit, 14–17.
- Duflo, E., & Saez, E. (2002). Participation and investment decisions in a retirement plan: The influence of colleagues’ choices. Journal of Public Economics, 85(1), 121-148.
- Fornell, C., & Larcker, D. F. (1981). Structural equation models with unobservable variables and measurement error: Algebra and statistics. Journal of Marketing Research, 18(3), 382–388. https://doi.org/10.2307/3150980
- Gürbüz, H., & Yılmaz, V. (2023). Investment behavior of university students: A structural model proposal [Conference presentation]. 3rd International Black Sea Modern Scientific Research Congress, 1387-1393.
- Hair, J. F., Hult, G. T. M., Ringle, C. M., Sarstedt, M., & Thiele, K. O. (2017). Mirror, mirror on the wall: A comparative evaluation of composite based structural equation modeling methods. Journal of the Academy of Marketing Science, 45(5), 616–632. https://doi.org/10.1007/s11747-017-0517-x
- Hair, J. F., Hult, T., Ringle, C., & Sarstedt, M. (2014). A primer on Partial Least Squares Structural Equation Modeling (PLS-SEM). Thousand Oaks.
- Henager, R., & Cude, B. J. (2016). Financial literacy and long- and short-term financial behavior in different age groups. Journal of Financial Counseling and Planning, 27(1), 3–19. https://doi.org/10.1891/1052-3073.27.1.3
- Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43, 115–135. https://doi.org/10.1007/s11747-014-0403-8
- Hidayah, N., & Bowo, P. A. (2018). Pengaruh uang saku, locus of control, dan lingkungan teman sebaya terhadap perilaku konsumtif. Economic Education Analysis Journal, 7(3), 1025–1039. https://doi.org/10.15294/eeaj.v7i3.28337.
- Homan, H. S. (2015). Comparative study of students financial literacy and its demographic factors. [Conference presentation] Paper presented at the International Conference on Economics and Banking. https://www.atlantis-press.com/proceedings/iceb-15/25366
- Ismail, S., Koe, W.-L., Halim Mahphoth, M., Abu Karim, R., Yusof, N., & Ismail, S. (2020). Saving behavior determinants in Malaysia: An empirical investigation. KnE Social Sciences, 4(6), 731–743. https://doi.org/10.18502/kss.v4i6.663
- Jamal, A. A. A., Ramlan, W. K., Karim, M. A., & Osman, Z. (2015). The effects of social influence and financial literacy on savings behavior: A study on students of higher learning institutions in Kota Kinabalu, Sabah. International Journal of Business and Social Science, 6(11), 110-119.
- Jorgensen, B., L. (2007). Financial literacy of college students: parental and peer influences [Unpublished master’s thesis]. Human Development, Blacksburg, Virginia.
- Kassim, A. A. Md., Nejad, M., Y., Othman, J., Mamat, S., Saad, A., M., & Izwan, I., D., M. (2022). Determinants of money management behavior among Malaysian private universities students. International Journal of Business and Applied Social Science, 8(8), 10-18. http://dx.doi.org/10.33642/ijbass.v8n8p2
- Kim, D., & Jang, S. S. (2014). Motivational drivers for status consumption: A study of generation Y consumers. International Journal of Hospitality Management, 38, 39–47. https://doi.org/10.1016/j.ijhm.2013.12.003
- Kurnia, S. (2020). Hubungan antara kontrol diri dengan perilaku phubbing pada remaja di jakarta. Jurnal Psikologi: Media Ilmiah Psikologi, 18(1), 58–67.
- Lusardi, A., & Mitchell, O. S. (2014). The economic importance of financial literacy: Theory and evidence. Journal of Economic Literature, 52(1), 5–44.
- Mandell, L. (2008). Financial literacy of high school students. In Xiao, J.J. (eds) Handbook of Consumer Finance Research. Springer. https://doi.org/10.1007/978-0-387-75734-6_10
- Mitchell, O., & Lusardi, A. (2015). Financial literacy and economic outcomes: Evidence and policy implications. Journal of Retirement, 3(1), 3(4), 56-67.
- Mpaata, E., Koskei, N., & Saina, E. (2020). Social influence and savings behavior: Evidence from a developing country context. Journal of Management, 3(4), 56-67.
- Mpaata, E., Koske, N., & Saina, E., (2023). Does self-control moderate financial literacy and savings behavior relationship? A case of micro and small enterprise owners. Current Psychology 42,10063–10076. https://doi.org/10.1007/s12144-021-02176-7
- Nawi, H. M., Sapiai, N. S., Zulkefle, W. N. S. A., Yahaya, M.N., & Ismail, A. (2022). A ringgit saved is a ringgit earned: Saving habits among Malaysian cadets. Proceedings, 82(1), 20. https://doi.org/10.3390/proceedings2022082020
- Organisation for Economic Co-operation and Development (OECD). (2020). OECD/INFE 2020 International survey of adult financial literacy. . www.oecd.org/financial/education/launchoftheoecdinfeglobalfinancialliteracysurveyreport.htm
- OO, A. Z. (2019). Saving behavior of government staff in Zabuthiri township [Unpublished doctoral dissertation]. Yangon University.
Perbadanan Insurans Deposit Malaysia (PIDM). (2020). Supporting financial literacy in Malaysia (Issue December).
- Putri, D. N., & Wijaya, C. (2020). Analysis of parental influence, peer influence, and media influence towards financial literacy at university of Indonesia students. SSRG International Journal of Humanities and Social Science, 7(2), 66-73. https://doi.org/10.14445/23942703/IJHSS-V7I2P112
- Radianto, W. E. D., Efrata, T. C., & Dewi, L. (2019. Impact of family’s socio-economic context on financial literacy of young entrepreneurs. Expert Journal of Business and Management, 7(2), 230-235.
- Rahim, N. M., Ali, N, & Adnan, M. F. (2022). Students’ financial literacy: Digital financial literacy perspective, J. Fin. Bank. Review, 10(1), 18 – 25. https://doi.org/10.35609/jfbr.2022.6.4(2)
- Ramsey, P. G. (2004). Teaching and learning in a diverse world: Multicultural education for young children (Vol. 93). Teachers College Press.
- Ringle, C.M, & Sarstedt, M. (2016). Gain more insight from your PLS-SEM results: The importance-performance map analysis, Industrial Management & Data Systems, 116(9), 1865-1886. https://doi.org/10.1108/IMDS-10-2015-0449
- Salsabilla, S. I., Tubastuvi, N., Purnadi, P., & Innayah, M. N. (2022). Factors affecting personal financial management. Jurnal Manajemen Bisnis, 13(1), 168-184.
- Shefrin, H.M., & Thaler, R. H. (1988). The behavioral life-cycle hypothesis. Econ. Inq., 26(4), 609–643.
- Siswanti, I., & Halida, A. M. (2020). Financial knowledge, financial attitude and financial management behavior: Self-control as mediating. The International Journal of Accounting and Business Society, 28(1), 17-34.
- Sohn, S. H., Joo, S. H., Grable, J. E., Lee, S., & Kim, M. (2012). Adolescents„ financial literacy: The role of financial socialisation agents, financial experiences, and money attitudes in shaping financial literacy among South Korean youth. Journal of Adolescence, 35(4), 969-980.
- Thomas, B., & Subhashree, P. (2020). Factors that influence the financial literacy among engineering students. Procedia Computer Science, 172, 480–487. https://doi.org/10.1016/j.procs.2020.05.161
- Yanto, H., Ismail, N., Kiswanto, K., Rahim, N. M., & Baroroh, N. (2021). The roles of peers and social media in building financial literacy among the millennial generation: A case of Indonesian economics and business students, Cogent Social Sciences, 7(1), 1-15. https://doi.org/10.1080/23311886.2021.1947579
- Yushita, A. N. (2017). Pentingnya literasi keuangan bagi pengelolaan keuangan pribadi. Nominal, Barometer Riset Akuntansi dan Manajemen, 6(1). https://doi.org/10.21831/nominal.v6i1.14330
- Yusop, F. D., & Sumari, M. (2013). The use of social media technologies among Malaysian youth. Procedia-Social and Behavioral Sciences, 103(26), 1204–1209. https://doi.org/10.1016/j.sbspro.2013.10.448
- Zaihan, N. D. (2016). Determinants of saving behavior among generation Y students in Universiti Utara Malaysia [Unpublished doctoral dissertation]. Universiti Utara Malaysia, Malaysia.
A Model Proposal for Explaining the Investment Behaviour of University Students
Year 2025,
Volume: 12 Issue: 1, 196 - 213, 31.03.2025
Hüseyin Gürbüz
,
Veysel Yılmaz
Abstract
This study proposes a unique structural model to understand the effects of financial literacy (F- Financial Literacy), lack of self-control (LSC-Lack of Self-Control), peer influence (PI-Peer Influence), parental socialisation (PS-Parental Socialisation) and social media (SM-Social Media) on university students' investment behaviour (IB-Investment Behaviour). The originality of the study lies in combining the effects of these factors on investment behaviour within the framework of a model. In addition to the limited studies in the literature, the study makes both theoretical and practical contributions by conducting hypothesis tests with PLS-SEM analysis. Data were collected from students (n=137) studying at the Faculty of Economics and Administrative Sciences (FEAS) during the summer term of 2023 through an online survey. The analysis revealed that the model is appropriate and financial literacy, lack of self-control, parental socialisation and social media positively affect investment behaviour, while lack of self-control has a negative effect on investment behaviour and only peer effect is not supported. This study provides an important framework for understanding the financial decision-making processes of university students and provides guidance for policy makers and educators.
Ethical Statement
Ethics committee approval for the study was obtained from the Eskişehir Osmangazi University Ethics Committee on March 22, 2023, with meeting number 2023-04.
The authors declare that the study was conducted in accordance with research and publication ethics.
The authors confirm that no part of the study was generated, either wholly or in part, using Artificial Intelligence (AI) tools.
The authors affirm that there are no financial conflicts of interest involving any institution, organization, or individual associated with this article. Additionally, there are no conflicts of interest among the authors.
The authors affirm that they contributed equally to all aspects of the research.
References
- Albeerdy, M. I., & Gharleghi, B. (2015). Determinants of the financial literacy among college students in Malaysia. International Journal of Business Administration, 6(3), 15–24.
- Ali, M. A. S., Ammer, M. A., & Elshaer, I. A. (2022). Determinants of investment awareness: A moderating structural equation modeling-based model in the Saudi Arabian context. Mathematics, 10(20), 3829. https://doi.org/10.3390/math10203829
- Alekam, E, Mohammed, J., Salleh, B.M., & Mokhtar, S.S., (2018). The effect of family, peer, behavior, saving and spending behavior on financial literacy among young generations. International Journal of Organizational Leadership, 7(2018) 309-323.
- Alshebami, A. S., & Aldhyani, T. H. H. (2022). The interplay of social influence, financial literacy, and saving behaviour among Saudi youth and the moderating effect of self-control. Sustainability, 14(14), 8780. https://doi.org/10.3390/su14148780
- Ayuningsih, D. L., & Dewi, A. S. (2023). Analysis of social influence, financial literacy, and saving behaviour on students in Bandung city using self-control, as a moderation variable, Journal Ekonomi, 12(03), 391-398.
- Azizah, U. S. A., & Mulyono, H. (2020). Dataset on determinants of intention and investment behaviour amongst young Indonesian millennials, Data in Brief, 32(106083), 1-7. https://doi.org/10.1016/j.dib.2020.106083
- Bawre, S., & Kar, S. (2019). An investigation of the demographic factors affecting financial literacy and its components among urban Indians. International Journal of Education Economics and Development, 10(4), 398–426.
- Bernheim, B. D., Ray, D., & Yeltekin, S. (2015). Poverty and self-control, Econometrica, 83(5), 1877–1911.
Brown, B. B., Mounts, N., Lamborn, S. D., & Steinberg, L. (1993). Parenting practices and peer group affiliation in adolescence. Child Development, 64(2), 467-482.
- Bucciol, A., & Veronesi, M. (2014). Teaching children to save and lifetime savings: What is the best strategy? Journal of Economic Psychology 45, 1-17. https://doi.org/10.1016/j.joep.2014.07.003.
- Clarke, M. D., Heaton, M. B., Israelsen, C. L., & Eggett, D. L. (2005). The acquisition of family financial roles and responsibilities. Family and Consumer Sciences Research Journal, 33(4), 321-340.
- Cohen, M., & Nelson, C. (2011). Financial literacy: A step for clients towards financial inclusion. Global Microcredit Summit, 14–17.
- Duflo, E., & Saez, E. (2002). Participation and investment decisions in a retirement plan: The influence of colleagues’ choices. Journal of Public Economics, 85(1), 121-148.
- Fornell, C., & Larcker, D. F. (1981). Structural equation models with unobservable variables and measurement error: Algebra and statistics. Journal of Marketing Research, 18(3), 382–388. https://doi.org/10.2307/3150980
- Gürbüz, H., & Yılmaz, V. (2023). Investment behavior of university students: A structural model proposal [Conference presentation]. 3rd International Black Sea Modern Scientific Research Congress, 1387-1393.
- Hair, J. F., Hult, G. T. M., Ringle, C. M., Sarstedt, M., & Thiele, K. O. (2017). Mirror, mirror on the wall: A comparative evaluation of composite based structural equation modeling methods. Journal of the Academy of Marketing Science, 45(5), 616–632. https://doi.org/10.1007/s11747-017-0517-x
- Hair, J. F., Hult, T., Ringle, C., & Sarstedt, M. (2014). A primer on Partial Least Squares Structural Equation Modeling (PLS-SEM). Thousand Oaks.
- Henager, R., & Cude, B. J. (2016). Financial literacy and long- and short-term financial behavior in different age groups. Journal of Financial Counseling and Planning, 27(1), 3–19. https://doi.org/10.1891/1052-3073.27.1.3
- Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43, 115–135. https://doi.org/10.1007/s11747-014-0403-8
- Hidayah, N., & Bowo, P. A. (2018). Pengaruh uang saku, locus of control, dan lingkungan teman sebaya terhadap perilaku konsumtif. Economic Education Analysis Journal, 7(3), 1025–1039. https://doi.org/10.15294/eeaj.v7i3.28337.
- Homan, H. S. (2015). Comparative study of students financial literacy and its demographic factors. [Conference presentation] Paper presented at the International Conference on Economics and Banking. https://www.atlantis-press.com/proceedings/iceb-15/25366
- Ismail, S., Koe, W.-L., Halim Mahphoth, M., Abu Karim, R., Yusof, N., & Ismail, S. (2020). Saving behavior determinants in Malaysia: An empirical investigation. KnE Social Sciences, 4(6), 731–743. https://doi.org/10.18502/kss.v4i6.663
- Jamal, A. A. A., Ramlan, W. K., Karim, M. A., & Osman, Z. (2015). The effects of social influence and financial literacy on savings behavior: A study on students of higher learning institutions in Kota Kinabalu, Sabah. International Journal of Business and Social Science, 6(11), 110-119.
- Jorgensen, B., L. (2007). Financial literacy of college students: parental and peer influences [Unpublished master’s thesis]. Human Development, Blacksburg, Virginia.
- Kassim, A. A. Md., Nejad, M., Y., Othman, J., Mamat, S., Saad, A., M., & Izwan, I., D., M. (2022). Determinants of money management behavior among Malaysian private universities students. International Journal of Business and Applied Social Science, 8(8), 10-18. http://dx.doi.org/10.33642/ijbass.v8n8p2
- Kim, D., & Jang, S. S. (2014). Motivational drivers for status consumption: A study of generation Y consumers. International Journal of Hospitality Management, 38, 39–47. https://doi.org/10.1016/j.ijhm.2013.12.003
- Kurnia, S. (2020). Hubungan antara kontrol diri dengan perilaku phubbing pada remaja di jakarta. Jurnal Psikologi: Media Ilmiah Psikologi, 18(1), 58–67.
- Lusardi, A., & Mitchell, O. S. (2014). The economic importance of financial literacy: Theory and evidence. Journal of Economic Literature, 52(1), 5–44.
- Mandell, L. (2008). Financial literacy of high school students. In Xiao, J.J. (eds) Handbook of Consumer Finance Research. Springer. https://doi.org/10.1007/978-0-387-75734-6_10
- Mitchell, O., & Lusardi, A. (2015). Financial literacy and economic outcomes: Evidence and policy implications. Journal of Retirement, 3(1), 3(4), 56-67.
- Mpaata, E., Koskei, N., & Saina, E. (2020). Social influence and savings behavior: Evidence from a developing country context. Journal of Management, 3(4), 56-67.
- Mpaata, E., Koske, N., & Saina, E., (2023). Does self-control moderate financial literacy and savings behavior relationship? A case of micro and small enterprise owners. Current Psychology 42,10063–10076. https://doi.org/10.1007/s12144-021-02176-7
- Nawi, H. M., Sapiai, N. S., Zulkefle, W. N. S. A., Yahaya, M.N., & Ismail, A. (2022). A ringgit saved is a ringgit earned: Saving habits among Malaysian cadets. Proceedings, 82(1), 20. https://doi.org/10.3390/proceedings2022082020
- Organisation for Economic Co-operation and Development (OECD). (2020). OECD/INFE 2020 International survey of adult financial literacy. . www.oecd.org/financial/education/launchoftheoecdinfeglobalfinancialliteracysurveyreport.htm
- OO, A. Z. (2019). Saving behavior of government staff in Zabuthiri township [Unpublished doctoral dissertation]. Yangon University.
Perbadanan Insurans Deposit Malaysia (PIDM). (2020). Supporting financial literacy in Malaysia (Issue December).
- Putri, D. N., & Wijaya, C. (2020). Analysis of parental influence, peer influence, and media influence towards financial literacy at university of Indonesia students. SSRG International Journal of Humanities and Social Science, 7(2), 66-73. https://doi.org/10.14445/23942703/IJHSS-V7I2P112
- Radianto, W. E. D., Efrata, T. C., & Dewi, L. (2019. Impact of family’s socio-economic context on financial literacy of young entrepreneurs. Expert Journal of Business and Management, 7(2), 230-235.
- Rahim, N. M., Ali, N, & Adnan, M. F. (2022). Students’ financial literacy: Digital financial literacy perspective, J. Fin. Bank. Review, 10(1), 18 – 25. https://doi.org/10.35609/jfbr.2022.6.4(2)
- Ramsey, P. G. (2004). Teaching and learning in a diverse world: Multicultural education for young children (Vol. 93). Teachers College Press.
- Ringle, C.M, & Sarstedt, M. (2016). Gain more insight from your PLS-SEM results: The importance-performance map analysis, Industrial Management & Data Systems, 116(9), 1865-1886. https://doi.org/10.1108/IMDS-10-2015-0449
- Salsabilla, S. I., Tubastuvi, N., Purnadi, P., & Innayah, M. N. (2022). Factors affecting personal financial management. Jurnal Manajemen Bisnis, 13(1), 168-184.
- Shefrin, H.M., & Thaler, R. H. (1988). The behavioral life-cycle hypothesis. Econ. Inq., 26(4), 609–643.
- Siswanti, I., & Halida, A. M. (2020). Financial knowledge, financial attitude and financial management behavior: Self-control as mediating. The International Journal of Accounting and Business Society, 28(1), 17-34.
- Sohn, S. H., Joo, S. H., Grable, J. E., Lee, S., & Kim, M. (2012). Adolescents„ financial literacy: The role of financial socialisation agents, financial experiences, and money attitudes in shaping financial literacy among South Korean youth. Journal of Adolescence, 35(4), 969-980.
- Thomas, B., & Subhashree, P. (2020). Factors that influence the financial literacy among engineering students. Procedia Computer Science, 172, 480–487. https://doi.org/10.1016/j.procs.2020.05.161
- Yanto, H., Ismail, N., Kiswanto, K., Rahim, N. M., & Baroroh, N. (2021). The roles of peers and social media in building financial literacy among the millennial generation: A case of Indonesian economics and business students, Cogent Social Sciences, 7(1), 1-15. https://doi.org/10.1080/23311886.2021.1947579
- Yushita, A. N. (2017). Pentingnya literasi keuangan bagi pengelolaan keuangan pribadi. Nominal, Barometer Riset Akuntansi dan Manajemen, 6(1). https://doi.org/10.21831/nominal.v6i1.14330
- Yusop, F. D., & Sumari, M. (2013). The use of social media technologies among Malaysian youth. Procedia-Social and Behavioral Sciences, 103(26), 1204–1209. https://doi.org/10.1016/j.sbspro.2013.10.448
- Zaihan, N. D. (2016). Determinants of saving behavior among generation Y students in Universiti Utara Malaysia [Unpublished doctoral dissertation]. Universiti Utara Malaysia, Malaysia.