Online Fraud Risk and Its Impact on Student Trust in Digital Financial Services
Kathleen Grace M. Lauron | Brigette Rose E. Malinao | Chris James T. Detecio | Edward Louie Y. Abejero | Patricia Andrea A. Genon | Paulino F. Abarquez | Ryan B. Malubay | Peter G. Narsico
Discipline: Finance
Abstract:
In this study we have investigated the impact of digital financial risk per- ception on customer trust in digital financial services on students at a university in Cebu City of the Philippines. As people increasingly depend on e-wallets and mobile banking to transact daily business, it is im- portant to learn how fraud awareness influences their trust. We have used a quantitative correlational design and conducted a Likert scale sur- vey on 310 students. The Likert scale is not too reliable (Cronbach's α = 0.778) but students found online fraud to be a serious and growing prob- lem (M = 3.37). However, they trusted digital financial services (M = 2.92). Simple linear regression revealed that perceived online fraud risk is not a strong predictor of customer trust (R2 = 0.003 and p = 0.34), in- dicating that fraud awareness is not responsible for all the variation in trust. These results suggest that students are more trusting in functional trust (convenience, usability and platform performance) than in per- ceived safety. Despite high-risk awareness, students continue to use dig- ital financial services because those services are essential to daily life. This finding indicates that service providers need to better serve the cus- tomers when it comes to platform reliability, user experience and cus- tomer support as these properties seem to be more important in main- taining trust than perceived fraud risk. Future research should also look at user satisfaction, digital literacy and actual fraud experience and lon- gitudinal design to track how trust changes with changing digital prac- tices.
References:
- Abouchacra, S. (2021). Lessons Learned from the COVID-19 Pandemic."Applied DrugResearch, Clinical Trials and Regulatory Af-fairs: Formerly Applied Clinical Research, Clinical Trials and Regulatory Affairs8, no. 1(2021): 70-76. DOI:https://doi.org/10.2174/2213476X07999200918180556.
- Anderson, D. J. (2016). Circuit modules linking internal states and social behaviour in flies and mice."Nature Reviews Neurosci-ence17, no. 11(2016): 692-704.
- Benito, S. M., Bantulo, J. S. & Haudar, F. S. (2022). Effectiveness of self-learning modules (SLM) in teaching mathematics 3."International Journal of Recent Re-search in Thesis and Dissertation3, no. 1(2022): 33-45. DOI: https://doi.org/10.5281/ze-nodo.6497186">https://doi.org/10.5281/ze-nodo.6497186.">https://doi.org/10.5281/ze-nodo.6497186.
- Bhandari, P. (2022). Construct Validity | Defini-tion, Types, & Examples. Retrieved from https://www.scribbr.com/methodol-ogy/construct-validity">https://www.scribbr.com/methodol-ogy/construct-validity">https://www.scribbr.com/methodol-ogy/construct-validity
- Calot, E. P., Ierache, J. S., & Waldo H. (2020). Ro-bustness of keystroke dynamics identifi-cation algorithms against brain-wavevariations associated with emotional var-iations." InIntelligent Systems and Appli-cations: Proceedings of the 2019 Intelligent Systems Conference (IntelliSys) Volume 1, pp. 194-211. Springer International Pub-lishing, 2020.
- Canonizado, I. C. (2021). When to use total pop-ulation sampling in a research study. https://discover.hubpages.com/edu-caion">https://discover.hubpages.com/edu-caion.">https://discover.hubpages.com/edu-caion.
- Chen, Y. L. (2019). Exploring the Effects of Mul-timedia Learning Modules on Math Skills in Grade 2 Students. DOI: 10.1016/j.compedu.2018.03.003
- .Cortas Jr., J. E. (2021). Competency-Based Sup-plementary Learning Modules in Grade 4 Mathematics in the New Normal. Un-published Thesis in Naga College Founda-tion. P. 21.
- Cobanbana, L. L. O. & Pañaresb, N. C. (2023). Utilization of Self-Learning Modules and Pupils’ Academic Performance during the Transition Period."Utilization of Self-Learning Modules and Pupils’ Academic Performance during the Transition Pe-riod125, no. 1 (2023): 9-9. Retrieved from https://www.researchgate.net">https://www.researchgate.net.">https://www.researchgate.net.
- Colby, R. L. (2017).Competency-based educa-tion: A new architecture for K-12 schooling. Harvard Education Press, 2017. https://books.google.com.ph/">https://books.google.com.ph/.">https://books.google.com.ph/.
- Columbano, Claudio (2019). Measuring fiscal guidance transparency."Public Sector Economics46, no. 2 (2022): 261-296.
- Creswell, J. W., & Creswell, J. D. (2018). Re-search design: qualitative, quantitative and mixed methods approaches (5thed.) Sage Publications,
- Cubillas, T. (2018). Development and valida-tion of strategic intervention materials (sims) in teaching elementary English 4-content validation."International Journal of Development Research8, no. 06(2018): 21252-21259. Retrieved from https://d1wqtxts1xzle7.cloudfront.net/">https://d1wqtxts1xzle7.cloudfront.net/.">https://d1wqtxts1xzle7.cloudfront.net/.
- Dagoc, R. R. & Oco, R. H. (2024). Pupils’ study habits and academic performance. Inter-national Journal of Multidisciplinary Re-search and Analysis,vol. 07(03). Doi: 10.47191/ijmra/v7-i03.
- DeLorenzo, M., Vasudev G., & Rajendran, J. (2024). Creativeval: Evaluating creativity of llm-based hardware code generation." In2024 IEEE LLM Aided Design Workshop (LAD), pp. 1-5. IEEE, 2024. DOI:10.1109/LAD62341.2024.10691798
- Department of Education. (n.d.). Mission, Vi-sion, Core Values, and Mandate. Retrieved from https://www.deped.gov.ph/about-deped/vision-mission-core-values-and-mandate/">https://www.deped.gov.ph/about-deped/vision-mission-core-values-and-mandate/.">https://www.deped.gov.ph/about-deped/vision-mission-core-values-and-mandate/.
- DepEd Order No. 018 series 2020. Policy Guide-lines for the Provision of the Learning Re-sources in the Implementation of the Basic Education Learning Continuity Plan. Retrieved from https://www.de-ped.gov.ph/in February 8, 2025.
- DepEd Order NO. 39 series 2015. Policy Guide-lines on Addressing Learning Gaps and Implementing a Reading and Writing Pro-gram in Secondary Schools Effective School Year (SY) 2012-2013. Retrieved from https://www.deped.gov.ph/">https://www.deped.gov.ph/.">https://www.deped.gov.ph/.
- Editorial Team (2023). Content Validity Exam-ples (With Definition and Industries). Re-trieved from https://ca.indeed.com/ca-reer-advice/career-development/con-tent-validity-examples">https://ca.indeed.com/ca-reer-advice/career-development/con-tent-validity-examples.">https://ca.indeed.com/ca-reer-advice/career-development/con-tent-validity-examples.
- Elias, M., Kamil, T., & Bergese, S. D. (2023). The validity and applications of the analgesia nociception index: a narrative re-view.Frontiers in Surgery10(2023)
- .Faye, I. & Gueye, M. (2022). Blended Learning in Senegal."Saudi Journal of Humanities and Social Sciences7, no. 1 (2022): 1-5. DOI: 10.36348/sjhss. 2022.v07i01.001.
- Gabriel, R. & López, F. (2022). The role of asset-based pedagogy in an interactive view of reading."Educational Psychologist59, no. 4 (2024): 233-249. https://doi.org/10.1080/00461520.2024.2394031">https://doi.org/10.1080/00461520.2024.2394031.">https://doi.org/10.1080/00461520.2024.2394031.
- Gallardo, C. (2021). Development and Valida-tion of Self-Learning Module in Horticul-ture Production: A Tool for Development and Validation of Self-Learning Module. Retrieved June 6, 2021, from https://eprajournals.com/IJSR/arti-cle/5276">https://eprajournals.com/IJSR/arti-cle/5276.">https://eprajournals.com/IJSR/arti-cle/5276.
- Garin, M. A. S. (2017). Worktext As Supple-mental Material in Improving Mathemat-ics. Performance of Grade 9 Learn-ers.Worktext as Supplemental Material in Improving Mathematics. Performance of Grade 9 Learners,105(1), 10-10.
- Glossary of Education Reform (2015).Student engagement. Last updated:(2018, Febru-ary 16). 2014.
- Gossett-Webb, S. (2023). Face Validity, defini-tion, and significance. Retrieved from https://study.com/learn/lesson/face-va-lidity-definition-examples.html">https://study.com/learn/lesson/face-va-lidity-definition-examples.html.">https://study.com/learn/lesson/face-va-lidity-definition-examples.html.
- Goulet-Pelletier, J.C., & Cousineau, D. (2018). A review of effect sizes and their confidence intervals, Part 1: The Cohen’sdfam-ily.The Quantitative Methods for Psychol-ogy, 14(4), 242–265.https://doi.org/10.20982/tqmp.14.4.p242
- Hain, J. F., Black, W. C. Babin, B. J., & Anderson, R. E. (2019). Multivariate Analysis (8thed.). https://www.scrip.org/refer-ence/referencepapers?refer-enceid=3504987">https://www.scrip.org/refer-ence/referencepapers?refer-enceid=3504987.">https://www.scrip.org/refer-ence/referencepapers?refer-enceid=3504987.
- Haryono, A. & Adam, C. (2017). The Implemen-tation of Mini-Research Project to Train Undergraduate Students' Scientific Writ-ing and Communication Skills."no. 2 (2021): 159-170. Retrieved from https://journal.un-nes.ac.id/sju/eduman/arti-cle/view/35764">https://journal.un-nes.ac.id/sju/eduman/arti-cle/view/35764.">https://journal.un-nes.ac.id/sju/eduman/arti-cle/view/35764.
- Heale, R. & Twycross, A. (2018). Validity and re-liability in quantitative studies.Evidence-based nursingvol. 18,3 (2015): 66-7. doi:10.1136/eb-2015-102129
- Heick, M. A. (2016). Continuing education im-pact evaluation."The Journal of Continu-ing Education in Nursing12, no. 4 (1981): 15-23. https://doi.org/10.3928/0022-0124-19810701-04">https://doi.org/10.3928/0022-0124-19810701-04.">https://doi.org/10.3928/0022-0124-19810701-04.
- Henri, M., Johnson, M. D. & Bimal Nepal (2017). A review of competency-based learning: Tools, assessments, and recommenda-tions."Journal of engineering educa-tion106, no. 4 (2017): 607-638. https://doi.org/10.1002/jee.20180">https://doi.org/10.1002/jee.20180.">https://doi.org/10.1002/jee.20180.
- Homillano, L. (2023). Development and Valida-tion of an Instructional Module in Science, Technology, and Society (STS) in the Ter-tiary Education Curriculum.Technology, and Society (STS) in the Tertiary Education Curriculum (July 7, 2023). Homillano(2023): 41-52. https://ssrn.com/ab-stract=4507299">https://ssrn.com/ab-stract=4507299.">https://ssrn.com/ab-stract=4507299.
- Houghton, R. (2023). Investigating the for-mation and properties of multiple star systems using Monte Carlo models." PhD diss., University of Sheffield, 2023. oai: etheses.whiterose.ac.uk:33693.
- Hussain, I. (2020). Effect of Bloom’s mastery learning approach on students’ academic achievement in English at secondary level."Journal of Literature, Languages and Linguistics23 (2016): 35-43. ISSN 2422-8435 An International Peer-re-viewed Journal Vol.23, 2016.
- Irunifard, E. & Roudsari, R. L. (2022). Compara-tive research: an old yet unfamiliar method. Journal of Midwifery and Repro-ductive Health, vol. 10(3).
- Istyarini, I., Wahzudik, N., Wardi, W., Nurussaádah, N., & Christian, C. (2021). Validation of reflective model curriculum evaluation instruments. Proceedings of the International Conference on Industrial En-gineering and Operations Management, Sao Paolo, Brazil, April 5-8, 2021. http://www.leomsociety.org">http://www.leomsociety.org.">http://www.leomsociety.org.
- Johnson, A. M. (2015). The Impact of Interactive Learning Modules on Grade 2 Students' Reading Comprehension. DOI: 10.1177/019394808601000105.
- Kennedy, T. J. & Sundberg, C. W. (2019). 21st century skills."Science education in theory and practice: An introductory guide to learning theory(2020): 479-496. Science Education in Theory and Practice. Springer Texts in Education. Springer, Cham. https://doi.org/10.1007/978-3-030-43620-9_32">https://doi.org/10.1007/978-3-030-43620-9_32.">https://doi.org/10.1007/978-3-030-43620-9_32.
- Khalil, M. K., Nelson, L. D. & Kibble, J. D. (2021). The use of self-learning modules to facili-tate learning of basic science concepts in an integrated medical curriculum."Ana-tomical sciences education3, no. 5(2021): 219-226. https://doi.org/10.1002/ase.177">https://doi.org/10.1002/ase.177.">https://doi.org/10.1002/ase.177.
- Lee, C. K. (2018). Impact of Differentiated Learning Modules on Science Understand-ing in Grade 2. DOI: 10.1080/02667363.2015.1043310.
- Letina, A. (2020). Development of students’ learning to learn competence in primary science."Education sciences10, no. 11 (2020): 325. https://doi.org/10.3390/educsci10110325">https://doi.org/10.3390/educsci10110325.">https://doi.org/10.3390/educsci10110325.
- Lynn, A., Wilkey, E. D., & Price, G. R. (2022). Pre-dicting children’s math skills from task-based and resting-state functional brain connectivity."Cerebral Cortex32, no. 19 (2022): 4204-4214. https://doi.org/10.1093/cer-cor/bhab476">https://doi.org/10.1093/cer-cor/bhab476.">https://doi.org/10.1093/cer-cor/bhab476.
- Maliga, M.G. (2018). Content validity and effec-tiveness of supplemental learning materi-als in mathematics."A Research Funded by Basic Education Research Fund (BERF), DepEd-Regional Office, Carpenter Hill, Koronadal City, Region XII, Philip-pines(2018).
- Martinez, B. R. (2016). Evaluating the Use of Mobile Learning Modules for Language Development in Grade 2. DOI: 10.3389/feduc.2014.00001.
- McCombes, S. (2022). Descriptive research de-sign, definition, methods and exam-ples.Scribbr. https://www.scribbr.co.uk">https://www.scribbr.co.uk.M">https://www.scribbr.co.uk.
- M">https://www.scribbr.co.uk.M">Middleton, J. W., Tran, Y., Lo, C., & Craig, A. (2016). Reexamining the validity and di-mensionality of the Moorong self-efficacy scale: improving its clinical utility.Ar-chives of physical medicine and rehabilita-tion97, no. 12(2016): 2130-2136.
- Moradas, J. D., Socubas, F. B., Bacasmas, V. M. R., Arquilita, S. G.L. & Cortes, S. T. (2024). De-velopment and validation of a concept in-ventory test in photosynthesis for junior high school students."JPBI (Jurnal Pen-didikan Biologi Indonesia)10, no. 3 (2024): 898-908. DOI:https://doi.org/10.22219/jpbi.v10i3.36634.
- Morelos, C. G. (2021). Construct validity of a scale to measure the job satisfaction of professors at public universities in central Mexico during COVID-19."Trilogía Cien-cia Tecnología Sociedad13, no. 25(2021).
- Musah, M. B., Tahir, L. M., Al-Hudawi, S. N .V., & Issah, M. (2022). Testing content validity of teacher=made test: profiling teacher perceptions and demographic variables. International Journal of Evaluation and Re-search Education (IJERE),vol. 11(3). Doi: 10.11591/ijere.v11i2.21992.
- Padmapriya, P.V. (2015). Effectiveness of Self-Learning Modules on Achievement in Bi-ology Among Secondary School Students: A Tool on the Effectivity of Self-Learning Module on Achievement. Retrieved June 2, 2015, from https://ijepr.org/panel/as-sets/papers/179ij12.pdf">https://ijepr.org/panel/as-sets/papers/179ij12.pdf">https://ijepr.org/panel/as-sets/papers/179ij12.pdf
- Pakyo, E. F. (2021). The Effectiveness of Self-Learning Modules on the Retention of Learning Among Grade 7 Students in MAPEH of Mountain Province General Comprehensive High School: A Tool on the Effectiveness of Self-Learning Modules on the Retention of Learning. Retrieved Au-gust 8, 2021, from http://www.ijisrt.com/931">http://www.ijisrt.com/931">http://www.ijisrt.com/931
- Patino, C. M. & Ferreira, J. C. (2018). Internal and external validity: can you apply re-search study results to your pa-tients?."Jornal brasileiro de pneumolo-gia44, no. 03 (2018): 183-183. https://doi.org/10.1097/MPG.0b013e31816c749f">https://doi.org/10.1097/MPG.0b013e31816c749f.">https://doi.org/10.1097/MPG.0b013e31816c749f.
- Patino, C. M. (2018). Inclusion and exclusion criteria in research studies: definitions and why they matter. Journal Brasileiro de Pneumological44(2018): 84-84.Patino, C. M. & Ferreira, J.C. (2018). Internal and external validity: can you apply re-search study results to your patients? J Bras Pneumol. 2018 May-Jun;44(3):183. doi: 10.1590/S1806-37562018000000164. PMID: 30043882; PMCID: PMC6188693.
- Perez, J., Eden, B., & Alovera, J. (2020). Valida-tion and Utilization of a Developed Con-textualized Learning Module for Science Five. Retrieved from https://www.re-searchgate.net/in February 8, 2025.
- Pingil, N. P. (2022). Development and Valida-tion of Instructional Modules in Enhanc-ing the Study and Thinking Skills of Learn-ers.Psychology and Education: A Multidis-ciplinary Journal, 3(9), 2-20. https://doi.org/10.5281/zenodo.7011370">https://doi.org/10.5281/zenodo.7011370">https://doi.org/10.5281/zenodo.7011370
- Quarles, C. (2020). Systemic Inequality, Tech-nological Innovation, and the Limits of Human Understanding." PhD diss., 2020. DOI. https://dx.doi.org/10.7302/8436">https://dx.doi.org/10.7302/8436.">https://dx.doi.org/10.7302/8436.
- Rahmawati, R., Fitria L., & Umam, R. (2019). Analysis of the effectiveness of learning in the use of learning modules against stu-dent learning outcomes."Desimal: Jurnal Matematika2, no. 3 (2019): 233-240. DOI:http://dx.doi.org/10.24042/djm.v2i3.4557.
- Remorosa, M. M. R. & Paglinawan, J. L. (2023). Collaborative Expertise and Professional Competence on School-Based Manage-ment Implementation of Teachers."Inter-national Journal of Scientific and Manage-ment Research7, no. 11 (2024): 236-245. DOI -http://doi.org/10.37502/IJSMR.2024.71121.
- Rogayan Jr., D. V. (2019). Development and Val-idation of Physical Science Workbook for Senior High School."Science Education In-ternational30, no. 4 (2019): 284-290.
- Roque, J. P. (2022). Modular distance learning in the area of education during the new normal: A systematic review."AIDE Inter-disciplinary Research Journal3 (2022): 253-268. https://doi.org/10.56648/aide-irj.v3i1.67">https://doi.org/10.56648/aide-irj.v3i1.67.">https://doi.org/10.56648/aide-irj.v3i1.67.
- Rosli, R., Abdullah, M., Nur C. S., Nurul S. A. H., Sabirin, A., Gan K. B., Lilia, et al. (2020). Student Awareness of Space Science: Rasch Model Analysis for Validity and Re-liability."World Journal of Education10, no. 3 (2020): 170-177.
- Sarikas, C. (2020). Vygotsky Scaffolding: What It Is and How to Use It. Retrieved from https://blog.prepscholar.com/">https://blog.prepscholar.com/.">https://blog.prepscholar.com/.
- Schimizzi, A. J. (2023). Enhancement of re-search library print material through the use of component cataloging: An oclc us-er's perspective."Cataloging & classifica-tion quarterly38, no. 1(2004): 65-86.
- Serrano, D., David C., Husereau, D., Bellinda King-K., Tito Mendoza, Salmonson, To-mas, Arthur Stone et al. (2024). Adminis-tering selected subscales of patient-reported outcome questionnaires to re-duce patient burden and increase rele-vance: a position statement on a modular approach."Quality of Life Research33, no. 4 (2024): 1075-1084.
- Sireci, S. G. & Rodriguez, G. (2022). Validity in Educational Testing."Validity in Educa-tional Testing(2022).
- Sirisuthi, C. & Chantarasombat, C. (2021). De-velopment on the Learning Module of School-Based Supervision Course for Mas-ter Degree Students, Majoring Educa-tional Administration in Thailand."Inter-national Journal of Higher Education10, no. 4 (2021): 21-31. Retrieved from https://eric.ed.gov/">https://eric.ed.gov/.">https://eric.ed.gov/.
- Smith, J. (2015). Issues of validity and reliabil-ity in qualitative research.Evidence-based nursing18, no. 2 (2015): 34-35.Tabuena, A. C.,
- Tabuena, Y. M. H., Lauber, O. & Rochina, A. G. C. (2020). "An Examination of the Effects of a Research-Based Instruc-tional Model on Students’ Critical Think-ing Abilities in an Introductory Science Course."http://journal.hmjour-nals.com/index.php/IJRISE.
- Tacitten, S., Thomas, K., & Storper, M. (2021). The transformative effects of tacit techno-logical knowledge." (2023). DOI. http://eprints.lse.ac.uk/id/eprint/120154">http://eprints.lse.ac.uk/id/eprint/120154.">http://eprints.lse.ac.uk/id/eprint/120154.
- Taherdoost, H. (2016). Sampling methods in re-search methodology: how to choose a sampling technique for research. Interna-tional Journal of Academic Research in Management, vol. 5(2).
- Talika, A.I., Salapuddin, R., Aksan, J.A., Rahim-ulla, R.J., Ismael, A., Jimlah, R., Idris, N., Dammang, R.B., Jamar, D.A., Sarahadi, E., & Arjan, R.A. (2024). On paired sample t-test: applications, examples and limita-tions. Ignatian International Journal for Multidisciplinary Research, vol. 2(4). https://doi.org/10.5281/ze-nodo.10987546">https://doi.org/10.5281/ze-nodo.10987546.">https://doi.org/10.5281/ze-nodo.10987546.
- Tan-Espinar, M. J. F. & Ballado, R. S. (2016). Content validity and acceptability of a de-veloped worktext in Basic Mathematics 2.Asia Pacific Journal of Multidisciplinary Research,5(1),72-84.
- Tety, J. L. (2016). Role of Instructional Materi-als in Academic Performance in Commu-nity Secondary Schools in Rombo Dis-trict”." PhD diss., The Open University of Tanzania, 2016.
- Tileston, K., van Niekerk, M., Maryse B., Atanda, A., Goldstein, R., Gantsoudes, G., Carter, C., & Christino, Melissa A. "System-level in-terventions for addressing burnout and improving professional wellness for or-thopaedic surgeons", no. 1 (2023): 620.
- Wakefield, D, Talbert, B.A., & Pense, S.(nd).a de-scriptive study on the preparation of stu-dent teachers to work with diverse popu-lations. https://files01.cora.ac.uk">https://files01.cora.ac.uk.">https://files01.cora.ac.uk.
- Yuningsih, R., Soniati, S., Sari, M. & Nurhasanah N. (2020). The Influence of Traditional Bakiak Game on Gross Motor Skills in Early Childhood."Journal of Islamic Edu-cation Students (JIES)3, no. 2 (2023): 157-165. DOI:http://dx.doi.org/10.31958/jies.v3i2.11011.
- Zalun, J. G. (2023). The teachers’ utilization of the most essential learning competencies (MELCS) and its relation to the learning development of grade six pupils in a pub-lic school in the Philippines: Basis for a proposed program.". DOI. 10.11594/ijma-ber.04.06.15.