ARTICLES · Volume 5, Issue 2 · 310-319 · April 2025 · Open Access

Cognitive and Behavioral Adaptation Strategies in Learning Financial Derivatives: A Qualitative Study on Undergraduate Students

Izmirta Rachman
Download PDF Set Alert Previous article Next article

Abstract

Financial derivatives constitute a challenging course for undergraduate students due to the complexity of the underlying concepts and calculations. This study explores students’ cognitive and behavioral adaptation strategies in learning financial derivatives, employing financial literacy theory, cognitive and behavioral learning theories, and risk management theory as analytical frameworks. A qualitative approach was adopted, involving in-depth interviews with 21 seventh-semester students from a private university in Jakarta, selected through purposive sampling. The data were analyzed thematically and supplemented with quantitative counts of adaptation strategy frequency. The findings indicate that students struggle to comprehend technical terminology and apply derivative concepts, challenges that are further exacerbated by a lack of contextual learning. The most common adaptation strategies include case-based learning, self-directed study, group discussions, and the use of technology such as artificial intelligence and social media. The study highlights the need for more interactive, simulation-based teaching methods and expanded access to digital learning resources.

References

  1. Akram, M. S., Khan, N. A., Hamid, B., & Khattak, M. (2024). Determinants of financial literacy and investment behavior: Evidence from university students. NUML International Journal of Business & Management, 19(1). https://doi.org/10.52015/nijbm.v19i1.193
    Anindya, L. F., & Hasnawati, L. (2024). The influence of financial literacy and risk tolerance on student investment decisions. International Journal of Economics, Business and Social Science, 4(1), 22-34. https://lpppipublishing.com/index.php/ijessm/article/view/369
    Aprilia, C. (2024). Cognitive learning theory: Skill acquisition and conditional knowledge. Psikologiya Journal, 1(2), 31–37. https://doi.org/10.62872/0y4sm303
    Aulianda, N., Wijayati, P. H., Ebner, M., & Schön, S. (2023). The analysis of learning management system towards students’ cognitive learning outcome: A systematic literature review. International Journal of Emerging Technologies in Learning (iJET), 18(23), 4–26. https://doi.org/10.3991/ijet.v18i23.36443
    Braun, V., & Clarke, V. (2021). Thematic analysis: A practical guide. SAGE Publications. https://doi.org/10.4135/9781529780365
    Damiano, M., Wager, B., Rocco, A., Shertzer, K. W., Murray, G. D., & Cao, J. (2022). Integrating information from semi-structured interviews into management strategy evaluation: A case study for Southeast United States marine fisheries. Frontiers in Marine Science, 9, 1063260. https://doi.org/10.3389/fmars.2022.1063260​:contentReference[oaicite:0]{index=0}
    Dewi, S. A., & Muchtar, M. (2023). Financial literacy, educational background, and materialism among Gen Z in Indonesia. Jurnal Pendidikan Ekonomi & Bisnis, 21(1), 45-56. https://journal.unj.ac.id/unj/index.php/jpeb/article/view/30493
    Flick, U. (2022). The SAGE Handbook of Qualitative Data Collection (2nd ed.). SAGE Publications. https://doi.org/10.4135/9781529726073
    Flick, U. (2023). Introducing Research Methodology: Thinking Your Way Through Your Research Project (4th ed.). SAGE Publications
    Ganai, K. A., Chisti, K. A., Malik, I. A., & Showkat, N. (2023). A Systematic Review of Empirical Literature with Reference to Financial Derivatives. Education Quarterly Reviews, 6(1). https://doi.org/10.31014/aior.1993.06.01.689
    Garskaite-Milvydiene, K. (2022). Use of derivative financial instruments for risk management. International Scientific Conference „Business and Management“. https://doi.org/10.3846/bm.2022.793
    Hsiao, Y.-J., & Tsai, W.-C. (2018). Financial literacy and participation in the derivatives markets. Journal of Banking & Finance, 88, 15–29. https://doi.org/10.1016/j.jbankfin.2017.11.006Taipei Medical University+1ResearchGate+1
    Jamshed, S. (2014). Qualitative research method-interviewing and observation. Journal of Basic and Clinical Pharmacy, 5(4), 87–88. https://doi.org/10.4103/0976-0105.141942
    Lembang, O., & Asri, M. (2022). "Derivative and Risk Management." SSRN: https://ssrn.com/abstract=4159804 or http://dx.doi.org/10.2139/ssrn.4159804
    Lento, C. (2016). Promoting active learning in introductory financial accounting through the flipped classroom design. Journal of Applied Research in Higher Education, 8(1), 72–87. https://doi.org/10.1108/JARHE-01-2015-0005
    Lusardi, A., & Mitchell, O. S. (2007). Financial literacy and retirement preparedness: Evidence and implications for financial education. Business Economics, 42(1), 35–44. https://doi.org/10.2145/20070104
    Mardikaningsih, I., & Darmawan, E. (2023). Analysis of financial literacy and risk tolerance on student decisions to invest. International Journal of Social Science and Economics, 5(2), 78-88. https://ejournalisse.com/index.php/isse/article/view/47
    Marzani, E., Kartikowati, S., & Gimin, G. (2023). Development Of Website-Based Learning Media to Improve Students’ Self-Regulated Learning in Economics. Jurnal EDUCATIO: Jurnal Pendidikan Indonesia, 9(2), 929–941. https://doi.org/10.29210/1202323164
    Miljkovi?, L. (2023). The role of financial derivatives in financial risks management. MEST Journal, 11(1), 97–104. https://doi.org/10.12709/mest.11.11.01.09
    Ng, P. K., & Karjanto, N. (2023). Enhancing academic performance: The impact of active learning in mathematical economics. arXiv preprint arXiv:2311.12837. https://arxiv.org/abs/2311.12837
    Nowell, L. S., Norris, J. M., White, D. E., & Moules, N. J. (2017). Thematic Analysis: Striving to Meet the Trustworthiness Criteria. International Journal of Qualitative Methods, 16(1), 1–13. https://doi.org/10.1177/1609406917733847
    Osborne, N., & Grant-Smith, D. (2021). In-depth interviewing. In Handbook of Interview Research (pp. 129–146). Springer. https://doi.org/10.1007/978-981-16-1677-8_7​:contentReference[oaicite:1]{index=1}
    Rachman, I., & Donald, E. (2025). Student Perceptions: The Use of Artificial Intelligence in Online Assignments at Affordable Universities in Jakarta, Indonesia. EduLine: Journal of Education and Learning Innovation, 5(1). https://doi.org/10.35877/454RI.eduline3728
    Romadhani, N. A., & Handini, S. (2023). The Influence of Financial Literacy and Financial Behavior on Student Investment Decisions In Surabaya In Investment Company Digital-Based. Economos: Jurnal Ekonomi dan Bisnis, 6(1). https://doi.org/10.31850/economos.v6i1.2240​:contentReference[oaicite:8]{index=8}
    Ruslin, R., Mashuri, S., Sarib, M., & Alhabsyi, F. (2022). Semi-structured interview: A methodological reflection on the development of a qualitative research instrument in educational studies. International Journal of Research in Education and Science (IJRES), 12(1), 2229–2238. https://doi.org/10.21890/ijres.1022582ResearchGate
    Suryadi, I. G. I., Sumetri, N. W., & Prayustika, P. A. (2024). The Impact of Using Digital Simulation Games in Improving Students’ Financial Literacy, Attitude, and Behaviour. Proceedings of the International Conference on Applied Science and Technology on Social Science 2023 (iCAST-SS 2023). https://doi.org/10.2991/978-2-38476-202-6_38Atlantis Press
    Wijaya, J. H., Dwiputeri, F. R., Avliliani, D., & Putra, I. G. S. (2024). Cointegration of Financial Literacy and Financial Behavior of Student Investment Decision Making. Innovation Business Management and Accounting Journal. https://doi.org/10.56070/ibmaj.2024.033Trescode E-Journal
    Xie, Y. (2024). "Risk Management Strategies for Financial Derivatives: Addressing Systemic and Operational Challenges." https://www.researchgate.net/publication/377703996_Risk_Management_Strategies_for_Financial_Derivatives_Addressing_Systemic_and_Operational_Challenges.
    Zainudin, A. N. A., Hariyanto, D., & Safitri, H. (2024). Mental Accounting, Financial Literacy, Lifestyle, and Social Environment on Teacher’s Financial Behavior. International Journal of Economics Development Research (IJEDR), 4(6), 4523–4533. https://doi.org/10.37385/ijedr.v4i6.6673YRPI Journal

Keywords

Citation

Rachman, I. (2025). Cognitive and Behavioral Adaptation Strategies in Learning Financial Derivatives: A Qualitative Study on Undergraduate Students. Daengku: Journal of Humanities and Social Sciences Innovation, 5(2), 310–319. https://doi.org/10.35877/454RI.daengku3892
PublishedApril 30, 2025
Volume5 - 2025
Pages310-319