Factors that Influence Continuance Intentions Paying Personal Loans for Working Adults
DOI:
https://doi.org/10.59653/jbmed.v4i01.2359Keywords:
Financial literacy, financial stress, financial self-efficacy, subjective norms and attitudes, personal loan repayment intentionAbstract
The rapid growth of financial technology in Indonesia, particularly in the online lending sector, has significantly enhanced financial inclusion. However, this expansion is accompanied by a critical challenge: a rising non-performing loan (NPL) rate, which reached 7% in 2023—substantially exceeding the regulatory threshold of 3%. This study aims to examine the behavioral and psychological determinants of personal loan repayment intention among working adults. Using a quantitative, purposive sampling approach, data were collected from 340 respondents and analyzed using ordinary least squares (OLS). The findings reveal that financial literacy, financial self-efficacy, subjective norms, and attitudes positively influence repayment intention, whereas financial stress negatively influences it. Furthermore, the study uncovers important indirect mechanisms: financial literacy enhances repayment intention through improved self-efficacy and positive attitudes, while simultaneously reducing financial stress. This study contributes to the literature by integrating financial capability (literacy and self-efficacy), psychological stress, and social influence within the Theory of Planned Behavior framework to explain repayment behavior in the fintech lending context—an area that remains underexplored in emerging economies. From a practical perspective, the findings imply that fintech platforms and regulators should prioritize financial education programs, behavior-based credit assessment, and social reinforcement mechanisms to improve repayment performance and reduce default risk. Strengthening borrowers’ financial capability and psychological resilience is essential to ensure the sustainability of the digital lending ecosystem and maintain public trust in financial technology.
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Ahamed, A. F. M. J., & Limbu, Y. B. (2018). Dimensions of materialism and credit card usage: An application and extension of the theory of planned behavior in Bangladesh. Journal of Financial Services Marketing, 23(3–4), 200–209. https://doi.org/10.1057/s41264-018-0058-5
Ajzen, I. (2020). The theory of planned behavior: Frequently asked questions. Human Behavior and Emerging Technologies, 2(4), 314–324. https://doi.org/10.1002/hbe2.195
Ahmad, W., Amran, N. H., & Haris, S. (2022). Malaysian household debt: The impact of COVID-19 on non-performing financing. Management and Accounting Review, 21(3), 283–310. https://doi.org/10.24191/MAR.V21i03-12
Alfiana, A., Mulatsih, L., Widyantini, D., Meutianingrum, F., & Afrizal, A. (2025). The Impact of Fintech Peer-to-Peer Lending Investments on Public Financial Inclusion. Jurnal Economic Resource. https://doi.org/10.57178/jer.v8i2.1638.
Ansar, R., Karim, M. R. A., Osman, Z., & Fahmi, M. S. (2019). The impacts of future orientation and financial literacy on personal financial management practices among Generation Y in Malaysia: The moderating role of gender. Asian Journal of Economics, Business and Accounting, 12(1), 1–10. https://doi.org/10.9734/ajeba/2019/v12i130139
Arruda, G., Lima, D., & Teles, V. K. (2020). Household borrowing constraints and monetary policy in emerging economies. The B.E. Journal of Macroeconomics, 20(1). https://doi.org/10.1515/bejm-2017-0121
Asebedo, S. D., Quadria, T. H., Gray, B. T., & Liu, Y. (2022). The psychology of COVID-19 economic impact payment use. Journal of Family and Economic Issues, 43(2), 239–260. https://doi.org/10.1007/s10834-021-09804-1
B, H., & P, P. (2024). Exploring The Relationship Between Financial Literacy and Successful Loan Repayment Under The Mudra Yojana Scheme In India. EPRA International Journal of Environmental Economics, Commerce and Educational Management. https://doi.org/10.36713/epra18163.
Balmuth, A., Miller, J., Brady, S., D’Ambrosio, L., & Coughlin, J. (2021). Mothers, fathers, and student loans: Contributing factors of familial conflict among parents repaying student loan debt for children. Journal of Family and Economic Issues, 42(2), 335–350. https://doi.org/10.1007/s10834-021-09761-9
Barr, N., Chapman, B., Dearden, L., & Dynarski, S. (2019). The US college loans system: Lessons from Australia and England. Economics of Education Review, 71, 32–48. https://doi.org/10.1016/j.econedurev.2018.07.007
Bres, D., & Huzdik, K. (2022). Attitude of Hungarian young adults towards bank loans: The risk mitigation trap. Public Finance Quarterly, 67(1), 33–55. https://doi.org/10.35551/PFQ_2022_1_2
Bhanot, S. P. (2017). Cheap promises: Evidence from loan repayment pledges in an online experiment. Journal of Economic Behavior & Organization, 140, 246–266. https://doi.org/10.1016/j.jebo.2017.04.007
Białowolski, P., Cwynar, A., Cwynar, W., & Węziak-Białowolska, D. (2020). Consumer debt attitudes: The role of gender, debt knowledge and skills. International Journal of Consumer Studies, 44(3), 191–205. https://doi.org/10.1111/ijcs.12558
Boonroungrut, C., & Huang, F. (2021). Reforming the theory of planned behavior to measure money management intention: A validation study among student debtors. RAUSP Management Journal, 56(1), 24–37. https://doi.org/10.1108/RAUSP-02-2019-0029
Brady, S., Miller, J., Balmuth, A., D’Ambrosio, L. A., & Coughlin, J. F. (2021). Factors contributing to the financial self-efficacy of student loan borrowers. Journal of Financial Counseling and Planning, 32(3), 493–506. https://doi.org/10.1891/JFCP-19-00067
Cai, Y., Yusof, S. A., Amin, R. B. M., & Arshad, M. N. M. (2021). The multidimensional effect of household debt on urban individual well-being in Klang Valley, Malaysia. Social Indicators Research, 158(1), 23–44. https://doi.org/10.1007/s11205-021-02706-7
Chawla, D., & Joshi, H. (2018). The moderating effect of demographic variables on mobile banking adoption: An empirical investigation. Global Business Review, 19(3_suppl), S90–S113. https://doi.org/10.1177/0972150918757883
Chahal, R., & Chahal, A. (2023). Fintech lending changed lending ecosystem in India. International Journal of Research in Finance and Management. https://doi.org/10.33545/26175754.2023.v6.i1c.213.
Chisholm-Burns, M. A., Spivey, C. A., Jaeger, M. C., & Williams, J. (2017). Associations between pharmacy students’ attitudes toward debt, stress, and student loans. American Journal of Pharmaceutical Education, 81(7), 5918. https://doi.org/10.5688/ajpe8175918
Croux, C., Jagtiani, J., Korivi, T., & Vulanovic, M. (2020). Important factors determining fintech loan default: Evidence from a LendingClub consumer platform. Journal of Economic Behavior & Organization, 173, 270–296. https://doi.org/10.1016/j.jebo.2020.03.016
Cull, W. L., Katakam, S. K., Starmer, A. J., Gottschlich, E. A., Miller, A. A., & Frintner, M. P. (2017). A study of pediatricians’ debt repayment a decade after completing residency. Academic Medicine, 92(11), 1595–1600. https://doi.org/10.1097/ACM.0000000000001721
Dasanayake, J., Rangalla, G., Bamunukula, D., Herath, P., & Nanapriya, M. (2025). Factors Influencing Behavioral Intention To Credit Card Repayments Of Employed Individuals In The Colombo District. International Journal of Contemporary Business Research. https://doi.org/10.4038/ijcbr.v3i2.13.
Dare, S. E., van Dijk, W. W., van Dijk, E., van Dillen, L. F., Gallucci, M., & Simonse, O. (2022). How executive functioning and financial self-efficacy predict subjective financial well-being via positive financial behaviors. Journal of Family and Economic Issues. https://doi.org/10.1007/s10834-022-09845-0
Di Domenico, S. I., Ryan, R. M., Bradshaw, E. L., & Duineveld, J. J. (2022). Motivations for personal financial management: A self-determination theory perspective. Frontiers in Psychology, 13, 977818. https://doi.org/10.3389/fpsyg.2022.977818
Dunn, L. F., & Mirzaie, I. A. (2016). Consumer debt stress, changes in household debt, and the Great Recession. Economic Inquiry, 54(1), 201–214. https://doi.org/10.1111/ecin.12218
Evans, B. J., Boatman, A., & Soliz, A. (2019). Framing and labeling effects in preferences for borrowing for college: An experimental analysis. Research in Higher Education, 60(4), 438–457. https://doi.org/10.1007/s11162-018-9518-y
Fan, F., & Chan, K. (2019). Young adults’ perceptions of personal loan commercials. Young Consumers, 20(1), 109–120. https://doi.org/10.1108/YC-10-2018-0854
Farías, P. (2019a). Determinants of the knowledge of the total cost of consumer loans. Academia Revista Latinoamericana de Administración, 32(1), 2–19. https://doi.org/10.1108/ARLA-12-2015-0323
Farías, P. (2019b). Determinants of knowledge of personal loans’ total costs: How price consciousness, financial literacy, purchase recency, and frequency work together. Journal of Business Research, 102, 212–219. https://doi.org/10.1016/j.jbusres.2018.01.047
Fernández-López, S., Daoudi, D., & Rey-Ares, L. (2021). Do social interactions matter for borrowing behaviour of Europeans aged 50+? International Journal of Bank Marketing, advance online publication. https://doi.org/10.1108/IJBM-02-2021-0077
Finney, Z. R., & Finney, T. G. (2018). How does financial literacy impact attitude toward student loan providers? Services Marketing Quarterly, 39(3), 193–207. https://doi.org/10.1080/15332969.2018.1471955
Gallo, S. (2021). Fintech platforms: Lax or careful borrowers’ screening?. Financial Innovation, 7. https://doi.org/10.1186/s40854-021-00272-y.
Ganbat, M., Batbaatar, E., Bazarragchaa, G., Ider, T., Gantumur, E., Dashkhorol, L., Altantsatsralt, K., Nemekh, M., Dashdondog, E., & Namsrai, O.-E. (2021). Effect of psychological factors on credit risk: A case study of the microlending service in Mongolia. Behavioral Sciences, 11(47), 1–22. https://doi.org/10.3390/bs11040047
Garrett, C. C., Doonan, R. L., Pyle, C., & Azimov, M. B. (2022). Student loan debt and financial education: A qualitative analysis of resident perceptions and implications for resident well-being. Medical Education Online, 27(1), 2075303. https://doi.org/10.1080/10872981.2022.2075303
Gayardon, A., de Callender, C., & DesJardins, S. L. (2022). Does student loan debt structure young people’s housing tenure? Evidence from England. Journal of Social Policy, 51(2), 221–241. https://doi.org/10.1017/S004727942000077X
Gerth, F., Ramiah, V., Toufaily, E., & Muschert, G. (2021). Assessing the effectiveness of COVID-19 financial product innovations in supporting financially distressed firms and households in the UAE. Journal of Financial Services Marketing, 26(4), 215–225. https://doi.org/10.1057/s41264-021-00098-w
Håkansson, A. (2020). Role of gambling in payback failure in consumer credit: Data from a large body of material regarding consumer loan recipients in Sweden. International Journal of Environmental Research and Public Health, 17(8), 2907. https://doi.org/10.3390/ijerph17082907
Hall, L., Moray, J., Gross, E., & Lichtenberg, P. A. (2022). Financial stressors and resources associated with financial exploitation. Innovation in Aging, 6(2), igac010. https://doi.org/10.1093/geroni/igac010
Hassan, S., Jati, M. K. K., Yatim, N. H. M., & Majid, M. A. (2021). Factors influencing personal bankruptcy among youth in Malaysia. Advanced International Journal of Banking, Accounting and Finance, 3(7), 85–91. https://doi.org/10.35631/AIJBAF.37007
Haurin, D. R., Moulton, S., Loibl, C., & Brown, J. K. (2021). Debt stress and debt illusion: The role of consumer credit, reverse and standard mortgages. The Journals of Gerontology: Series B, 76(5), 986–995. https://doi.org/10.1093/geronb/gbaa167
Heo, W., Lee, J. M., & Park, N. (2020). Financial-related psychological factors affect life satisfaction of farmers. Journal of Rural Studies, 80, 185–194. https://doi.org/10.1016/j.jrurstud.2020.08.053
Herawati, N. T., Candiasa, I. M., Yadnyana, I. K., & Suharsono, N. (2020). Factors that influence financial self-efficacy among accounting students in Bali. Journal of International Education in Business, 13(1), 21–36. https://doi.org/10.1108/JIEB-02-2019-0010
Herremans, I., Hedges, P., Mahmoudian, F., Kleffner, A., & Tahir, M. (2023). The Paradox of the Payday Borrower: A Case Study of the Role of Planned Behavior in Borrowers’ Motivations and Experiences. Journal of Risk and Financial Management. https://doi.org/10.3390/jrfm16050254.
Hogan, A. (2021). Financialisation of schooling in Australia through private debt: A case study of Edstart. The Australian Educational Researcher. https://doi.org/10.1007/s13384-021-00470-8
Hughes, J. P., Jagtiani, J., & Moon, C.-G. (2022). Consumer lending efficiency: Commercial banks versus a fintech lender. Financial Innovation, 8(1), 38. https://doi.org/10.1186/s40854-021-00326-1
Kasambala, M., & Musiba, J. (2025). Behavioral Factors Influencing Students’ Loan Repayment in Tanzania. African Journal of Accounting and Social Science Studies. https://doi.org/10.4314/ajasss.v7i1.8
Kim, Y. K., Maleku, A., Lim, Y., Kagotho, N., Scott, J., & Ketchum, M. M. (2022). Financial challenges and capacity among African refugees in the southern USA: A study of sociodemographic differences. The British Journal of Social Work, 52(3), 1529–1551. https://doi.org/10.1093/bjsw/bcab008
Kolodiziev, O., Krupka, M., Shulga, N., Kulchytskyy, M., & Lozynska, O. (2021). The level of digital transformation affecting the competitiveness of banks. Banks and Bank Systems, 16(1), 81–91. https://doi.org/10.21511/bbs.16(1).2021.08
Kurowski, Ł. (2021). Household overindebtedness during the COVID-19 crisis: The role of debt and financial literacy. Risks, 9(4), 62. https://doi.org/10.3390/risks9040062
Lahsasna, A. (2018). Financial consumer in Malaysia: Regulators’ efforts and measurements for consumer protection. In An international comparison of financial consumer protection (pp. 317–331). Springer. https://doi.org/10.1007/978-981-10-8441-6_11
Lifeline. (2022). Financial stress. Lifeline. https://www.lifeline.org.au/get-help/information-and-support/financial-stress/
Limbu, Y. B. (2017). Credit card knowledge, social motivation, and credit card misuse among college students. International Journal of Bank Marketing, 35(5), 842–856. https://doi.org/10.1108/IJBM-04-2016-0045
Liu, L., & Zhang, H. (2021). Financial literacy, self-efficacy, and risky credit behavior among college students: Evidence from online consumer credit. Journal of Behavioral and Experimental Finance, 32, 100569. https://doi.org/10.1016/j.jbef.2021.100569
Lunn, P., Bohacek, M., & Rybicki, A. (2016). An experimental investigation of personal loan choices. Economic and Social Research Institute (ESRI). https://econpapers.repec.org/RePEc:esr:resser:bkmnext314
Marlina, M., Wahyuni, S., & Helmi, L. (2025). Exploring the Link between Financial Behavior, Financial Stress, and Online Loans among Urban Workers in Medan. APLIKATIF: Journal of Research Trends in Social Sciences and Humanities. https://doi.org/10.59110/aplikatif.v4i3.686.
Malaysian Department of Insolvency. (2021). Bankruptcy statistics 2021. http://www.mdi.gov.my/index.php/legislation/bankruptcy/1828-bankruptcy-statistic-202
McCabe, B. (2018). The social life of mortgage delinquency and default. Sociological Science, 5, 489–512. https://doi.org/10.15195/v5.a21
Minibas-Poussard, J., Bingol, H. B., & Roland-Lévy, C. (2018). Behavioral control or income? An analysis of saving attitudes and behavior, credit card use, and buying on installment. European Review of Applied Psychology, 68(6), 205–214. https://doi.org/10.1016/j.erap.2018.10.003
Mohamad, A. (2020, October 13). Financial literacy among youth alarmingly low. New Straits Times. https://www.nst.com.my/opinion/letters/2020/10/631937/financial-literacy-among-youth-alarmingly-low
Mrad, M., Majdalani, J., Cui, C. C., & El Khansa, Z. (2020). Brand addiction in the contexts of luxury and fast-fashion brands. Journal of Retailing and Consumer Services, 55, 102089. https://doi.org/10.1016/j.jretconser.2020.102089
Murteira, J. M. R., & Augusto, M. A. G. (2017). Hurdle models of repayment behaviour in personal loan contracts. Empirical Economics, 53(2), 641–667. https://doi.org/10.1007/s00181-016-1140-2
Nejad, M. G., & Javid, K. (2018). Subjective and objective financial literacy, opinion leadership, and the use of retail banking services. International Journal of Bank Marketing, 36(4), 784–804. https://doi.org/10.1108/IJBM-07-2017-0153
Possner, A., Bruns, S., & Musshoff, O. (2022). A Cambodian smallholder farmer’s choice between microfinance institutes and informal commercial moneylenders: The role of risk attitude. Agricultural Finance Review, 82(1), 183–204. https://doi.org/10.1108/AFR-07-2020-0105
Rahman, N. A. A., Kosim, Z., & Yeok, S. G. (2018). The characteristics of household loans in conventional and Islamic banks in Malaysia. International Journal of Academic Research in Business and Social Sciences, 8(7). https://doi.org/10.6007/IJARBSS/v8-i7/4395
Rendall, S., Brooks, C., & Hillenbrand, C. (2021). The impacts of emotions and personality on borrowers’ abilities to manage their debts. International Review of Financial Analysis, 74, 101703. https://doi.org/10.1016/j.irfa.2021.101703
Rezam, N., Johari, F., Misbah, H., Suhaimi, W., & Noor, M. (2025). Student Loan Repayment: A Global Review of Behavioural, Financial, and Policy Dimensions (2020–2025). The Proceedings of the ASEAN School of Business Network International Conference. https://doi.org/10.64458/asbnic.v2.98
Scholastica, O., & Chetachi, U. (2025). Assessing the Potential of Fintech Lending Platforms as Viable Alternatives for the Funding of Small and Medium Scale Enterprises in Nigeria. Saudi Journal of Business and Management Studies. https://doi.org/10.36348/sjbms.2025.v10i03.001.
Sewanyina, M., Nyambane, D., Manyange, M., & Ongesa, T. (2025). Managing non-performing loans in the banking sector: Determinants, impacts, and innovative solutions: A systematic literature review. F1000Research. https://doi.org/10.12688/f1000research.162694.1.
Sinha, G., Bauer, B., Sun, S., & Sappenfield, C. (2025). Thinking about finances, financial anxiety, and student loan repayment behaviors. Family and Consumer Sciences Research Journal. https://doi.org/10.1002/fcsr.70032
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