THE INFLUENCE OF SMARTPHONE USAGE, LEARNING PATTERNS, AND LEARNING CULTURE ON LEARNING MOTIVATION THROUGH SELF EFFICACY IN HIGH SCHOOL STUDENTS IN SAMARINDA CITY
DOI:
https://doi.org/10.37478/jpm.v6i4.5651Abstract
In today's digital era, smartphones have become an integral part of everyday life, especially among students. In Samarinda City, smartphone usage among senior high school students is increasing, and this has a significant impact on their learning patterns and learning culture. In this context, it is important to understand how smartphone use, study patterns, and learning culture interact and influence students' learning motivation through self-efficacy. The purpose of this study was to determine the effect of smartphone use, study patterns, learning culture, and self-efficacy on learning motivation. This research was conducted at high schools in Samarinda City. The population in this study consisted of 1,640 grade 12 students. The sample was taken using a proportional random sampling technique, which amounted to 410 respondents. The data collection techniques used were questionnaires, interviews, and documentation. Data analysis uses CFA. Data were analyzed using descriptive and inferential statistical techniques. The model fit test uses SEM with the LISREL program. The results of this study are: (1) Learning patterns and learning culture have a positive and significant effect on learning motivation, while smartphone usage and self-efficacy have no effect on learning motivation., (2) Smartphone use, learning patterns, and learning culture affect self-efficacy., (3) The use of smartphones, learning patterns, and learning culture has no effect on learning motivation through self-efficacy. This study concluded that there is a significant influence of learning patterns and learning culture on learning motivation.
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Smartphone Usage, Learning Patterns, Learning Culture, Self Efficacy, Learning MotivationReferences
Afrilia, A., Waluyo, U., Apgrianto, K., & Soepriyanti, H. (2024). The Impact of Teacher-Students Relationship on English Students Motivation (A Survey on the First Year English Department Students). Pendas: Jurnal Ilmiah Pendidikan Dasar, 09(02), 195–222. https://doi.org/10.23969/jp.v9i2.13651
Akuratiya, D. A. (2024). Impact of Smartphone Usage on Academic Performance: A Study on Higher Education Students. International Journal of Research and Innovation in Social Science (IJRISS), VIII (3), 43–51. https://doi.org/10.47772/IJRISS
Anuyahong, B., & Pucharoen, N. (2023). Exploring the Effectiveness of Mobile Learning Technologies in Enhancing Student Engagement and Learning Outcomes. International Journal of Emerging Technologies in Learning (IJET), 18(18), 50–62. https://doi.org/10.3991/ijet.v18i18.40445
APJII. (2024). Survei Penetrasi Internet Indonesia. https://doi.org/https://apjii.or.id
Baars, M., Khare, S., & Ridderstap, L. (2022). Exploring Students’ Use of a Mobile Application to Support Their Self-Regulated Learning Processes. Frontiers in Psychology, 13. https://doi.org/10.3389/fpsyg.2022.793002
Ballen, C. J., Wieman, C., Salehi, S., Searle, J. B., & Zamudio, K. R. (2017). Enhancing diversity in undergraduate science: self-efficacy drives performance gains with active learning. CBE Life Sciences Education, 16(4), 1–6. https://doi.org/10.1187/cbe.16-12-0344
Be?irovi?, S. (2023). The Relationship Between Cooperative Learning, Cultural Intelligence, EFL Motivation and Students’ Performance: A Structural Equation Modeling Approach. Sage Open, 13(4). https://doi.org/10.1177/21582440231208975
Bektas, F., Çogaltay, N., Karadag, E., & Ay, Y. (2015). School Culture and Academic Achievement of Students: A Meta-analysis Study. The Anthropologist, 21(3), 482–488. https://doi.org/10.1080/09720073.2015.11891837
Cayubit, R. (2021). Why learning environment matters? An analysis on how the learning environment influences the academic motivation, learning strategies and engagement of college students. Learning Environments Research, 25(581–599). https://doi.org/10.1007/s10984-021-09382-x
Chen, C., Shen, Y., Xiao, F., Ni, J., & Zhu, Y. (2023). The effect of smartphone dependence on learning burnout among undergraduates: the mediating effect of academic adaptability and the moderating effect of self-efficacy. Frontiers in Psychiatry, 14(September), 1–12. https://doi.org/10.3389/fpsyt.2023.1155544
Coelhoso, P., & Kalogeras, S. (2024). Faculty Perspectives on Web Learning Apps and Mobile Devices on Student Engagement. Journal of Information Technology Education: Innovations in Practice, 23. https://doi.org/10.28945/5272
Edwar, R. C., Amin, M., Khairunnisa, A., Mufti, D., & Samsinar. (2024). The Role of Learning Motivation on The Influence of School Culture in Improving Students’ Literacy. Jurnal Pendidikan Bahasa Dan Sastra, 24(1), 71–84. https://doi.org/10.17509/bs_jpbsp.v24i1.72252
Feng, Z., & Xiao, H. (2024). The impact of students’ lack of learning motivation and teachers’ teaching methods on innovation resistance in the context of big data. Learning and Motivation, 87, 102020. https://doi.org/10.1016/j.lmot.2024.102020
Gruber, N., & Kurahashi-Friedmann, T. (2024). Self-Efficacy, Motivation and Learning Strategies in Germany and Japan. International Journal of Psychology and Educational Studies, 11(2), 136–144. https://doi.org/10.52380/ijpes.2024.11.2.1216
Hardianto, A. A., Pranindy, J. S. A., & Agustina, T. S. (2024). Pengaruh budaya pembelajaran organisasi dan efikasi diri terhadap kinerja akademik mahasiswa melalui mediasi motivasi. 15(September), 187–196. https://doi.org/10.36277/geoekonomi.v15i2.501
He, W.-J., & Zhang, K. (2024). The Moderating Effect of Cultural Orientation on the Relationship Between Growth Mindset and Learning Self-Efficacy: A Dimension-Specific Pattern. Behavioral Sciences, 14(12), 1155. https://doi.org/10.3390/bs14121155
Ibrahim, U. (2024). Assessing the Impact of Mobile Applications on Student Engagement in ICT and Computer Science Education. International Journal of Applied Educational Research (IJAER), 2(1), 51–62. https://doi.org/10.59890/ijaer.v2i1.1457
Irna, S. (2020). The effect of smartphone usage on student discipline, motivation and learning achievement. Journal of Physics: Conference Series, 1521(3). https://doi.org/10.1088/1742-6596/1521/3/032105
Islam, T. (2019). Motivation to transfer training in learning organizations. Journal of Management Development. https://doi.org/10.1108/JMD-03-2018-0098
Jiang, A. L., & Zhang, L. J. (2021). University Teachers’ Teaching Style and Their Students’ Agentic Engagement in EFL Learning in China: A Self-Determination Theory and Achievement Goal Theory Integrated Perspective. Frontiers in Psychology, 12. https://doi.org/10.3389/fpsyg.2021.704269
Kang, K. A., & Park, S. H. (2018). The mediating effect of self-efficacy on the relationship between university life stress and smartphone overuse. Journal of the Korea Academia-Industrial Cooperation Society, 19(2), 210–218. https://doi.org/10.5762/KAIS.2018.19.2.210
Kim, J. H., & Park, H. (2019). Effects of Smartphone-Based Mobile Learning in Nursing Education: A Systematic Review and Meta-analysis. Asian Nursing Research, 13(1), 20–29. https://doi.org/10.1016/j.anr.2019.01.005
Kim, K.-J. (2019). Enhancing students’ active learning and self-efficacy using mobile technology in medical English classes. Korean Journal of Medical Education, 31(1), 51–60. https://doi.org/10.3946/kjme.2019.118
Kuchynka, S., Reifsteck, T. V., Gates, A. E., & Rivera, L. M. (2021). Developing Self-Efficacy and Behavioral Intentions Among Underrepresented Students in STEM: The Role of Active Learning. Frontiers in Education, 6(December), 1–14. https://doi.org/10.3389/feduc.2021.668239
Kustyarini, K. (2020). Self efficacy and emotional quotient in mediating active learning effect on students’ learning outcome. International Journal of Instruction, 13(2), 663–676. https://doi.org/10.29333/iji.2020.13245a
Lee, H.-S. (2017). Convergent Study of the Effect of University Students’ Addiction to Smartphones on Self-Esteem and Self-Efficacy: Stress Level and Mental Health as Mediating Factors. Journal of the Korea Convergence Society, 8(1), 139–148. https://doi.org/10.15207/jkcs.2017.8.1.139
Lin, Y., Liu, Y., Fan, W., Tuunainen, V. K., & Deng, S. (2021). Revisiting the relationship between smartphone use and academic performance: A large-scale study. 122. https://doi.org/10.1016/j.chb.2021.106835
Liu, M. (2020). The Effect of Mobile Learning on Students’ Reading Self-Efficacy: A Case Study of the APP “English Liulishuo.” English Language Teaching, 13(12), 91. https://doi.org/10.5539/elt.v13n12p91
Liu, S. (2023). Innovative and Practical Methods for Choir Conducting in Music Education. Art and Performance Letters, 4(11), 15–21. https://doi.org/10.23977/artpl.2023.041103
Manzanares, M. C. S., Sánchez, R. M., García Osorio, C. I., & Díez-Pastor, J. F. (2017). How do B-learning and learning patterns influence learning outcomes? Frontiers in Psychology, 8(MAY), 1–13. https://doi.org/10.3389/fpsyg.2017.00745
Masood, A., Luqman, A., Feng, Y., & Ali, A. (2020). Adverse consequences of excessive social networking site use on academic performance: Explaining underlying mechanism from stress perspective. Computers in Human Behavior, 113, 106476. https://doi.org/10.1016/j.chb.2020.106476
Mbinda, B., Usadolo, S. E., & Maome, I. J. (2024). The effective use of smartphones for teaching and learning among undergraduates in higher institutions. International Journal of Business Ecosystem & Strategy (2687-2293), 6(3), 242–251. https://doi.org/10.36096/ijbes.v6i3.517
Minhas, D., Pathak, A. K., Agarwal, V., Kapoor, P., Hannah Jessie Rani, R., Goyal, S., & Chauhan, D. (2024). Analysis of the Evolution and Adoption of Mobile Technology in Educational Institutions. Evolutionary Studies in Imaginative Culture, 8(2 Special Issue 2), 973–981. https://doi.org/10.70082/esiculture.vi.1095
Moeung, P. (2024). Roles of Smartphone in Students Learning at a Private High School in Cambodia. Indonesian Journal of Advanced Research, 3(5), 531–554. https://doi.org/10.55927/ijar.v3i5.8675
Pan, Y., & Mow, G. L. (2023). Study on the Impact of Gamified Teaching Using Mobile Technology on College Students’ Learning Engagement. International Journal of Emerging Technologies in Learning (IJET), 18(24), 66–77. https://doi.org/10.3991/ijet.v18i14.41207
Putri, J. L. E., Ramadhani, S., Susila Wati, V., & Isnanda, R. (2023). The Relationship Between Parenting Patterns on Children’s Learning Motivation. JLEL: Journal Of Language Education and Literacy, 1(1), 18–24. https://doi.org/10.24036/jlel.v1i1.11
Razzaq, A., Samiha, Y. T., & Anshari, M. (2018). Smartphone habits and behaviors in supporting students self-efficacy. International Journal of Emerging Technologies in Learning, 13(2), 94–109. https://doi.org/10.3991/ijet.v13i02.7685
Riyat, S., Gambhir, V., Cajla, P., Walia, A., Goyal, S., Kedkar, P., & Faiz, A. (2024). Analysis of Organizational Culture’s Impact on Student Engagement with Innovative Learning Techniques. Evolutionary Studies in Imaginative Culture, 8(2 S2), 1023–1031. https://doi.org/10.70082/esiculture.vi.1100
Rodríguez, F. M. M., Lozano, J. M. G., Mingorance, P. L., & Mármol, J. M. P. (2020). Influence of Smartphone Use on Emotional, Cognitive and Educational Dimensions in University Students. Sustainability, 12(16), 6646. https://doi.org/10.3390/su12166646
Romdiah, Y., & Dja’far, H. I. (2024). the Influence of Learning Motivation and Positive Culture on the Learning Outcomes of Writing Popular Articles of High School Students in the Pandeglang Regency. Journal of Language and Literature Education, 1(2), 101–112. https://doi.org/10.59407/jolale.v1i2.875
Salsabillah, E., & Rafsanjani, M. A. (2024). Journal of Management, Entrepreneurship and Tourism Problematic Smartphone Use (PSU) and Learning Outcomes: Learning Motivation as a Mediator. JMET: Journal of Management Entrepreneurship and Tourism, 2(2), 284–295. https://doi.org/10.61277/jmet.v2i2.145
Sigalingging, R., Nababan, H., Putra, A., & Nababan, M. (2023). Enhancing Learning Motivation in Elementary Schools: The Impact and Role of Rewards. Jurnal Ilmu Pendidikan Dan Humaniora, 12(1), 01–13. https://doi.org/10.35335/jiph.v12i1.27
Su, C. (2024). Learning Environment as an Influencer of Students’ Performance in A University in China. Journal of Education and Educational Research, 9(2), 283–287. https://doi.org/10.54097/53wwyp21
Sulaiman, N., & Shahid, R. (2022). Impact of Mobile Learning on Academic Motivation: University Students’ Perspective. Journal of Educators Online, 19(1). https://doi.org/10.9743/JEO.2022.19.1.6
Supnoon, A., & Chonchaiya, R. (2024). A study on the development of eleventh grade students’ critical thinking skills and self-efficacy using active learning pedagogy with gamification. International Journal of Education and Practice, 12(2), 447–466. https://doi.org/10.18488/61.v12i2.3718
Toyama, M., & Yamazaki, Y. (2020). Are there effects of a match between learning style and teaching style in an EFL classroom? Innovation in Language Learning and Teaching, 14, 243–258. https://doi.org/10.1080/17501229.2019.1575386
Urhahne, D., & Wijnia, L. (2023). Theories of Motivation in Education: an Integrative Framework. Educational Psychology Review, 35(2), 45. https://doi.org/10.1007/s10648-023-09767-9
Wacks, Y., & Weinstein, A. M. (2021). Excessive Smartphone Use Is Associated With Health Problems in Adolescents and Young Adults. Frontiers in Psychiatry, 12(May), 1–7. https://doi.org/10.3389/fpsyt.2021.669042
Wang, Y. (2023). Study on the Influence of School Culture on Students’ Academic Motivation. Journal of Education and Educational Research, 5(2), 141–144. https://doi.org/10.54097/jeer.v5i2.12581
Wei, D., Abu Talib, M., & Guo, R. (2023). Academic Use of Smartphones and Academic Performance in Higher Education: A Systematic Review. Educational Administration: Theory and Practice. https://doi.org/10.52152/kuey.v30i1.883
Wu, H., Li, S., Zheng, J., & Guo, J. (2020). Medical students’ motivation and academic performance: the mediating roles of self-efficacy and learning engagement. Medical Education Online, 25(1). https://doi.org/10.1080/10872981.2020.1742964
Ye, J. H., Wu, Y. T., Wu, Y. F., Chen, M. Y., & Ye, J. N. (2022). Effects of Short Video Addiction on the Motivation and Well-Being of Chinese Vocational College Students. Frontiers in Public Health, 10(May). https://doi.org/10.3389/fpubh.2022.847672
Yoshimoto, H. K. (2023). The Influence of Teacher-Student Relationships on Student Motivation and Achievement: Perspective from Japan. Journal of Education, 6(2), 1–12. https://doi.org/10.53819/81018102t4157
Zhao, X., Wang, H., Ma, Z., Zhang, L., & Chang, T. (2025). Smartphone addiction and academic procrastination among college students: a serial mediation model of self-control and academic self-efficacy. Frontiers in Psychiatry, 16. https://doi.org/10.3389/fpsyt.2025.1572963
Zimmerman, B. J. (2000). Self-Efficacy: An Essential Motive to Learn. Contemporary Educational Psychology, 25(1), 82–91. https://doi.org/10.1006/ceps.1999.1016
Zulfa, N. A., & Mujazi, M. (2022). Pengaruh penggunaan smartphone terhadap konsentrasi belajar siswa. JRTI (Jurnal Riset Tindakan Indonesia), 7(3), 574. https://doi.org/10.29210/30032126000
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