Teacher Attendance and Numeracy Learning Satisfaction: Evidence from ClassPoint-Assisted Learning in Rural Papua

Authors

DOI:

https://doi.org/10.58524/oler.v6i3.1351

Keywords:

Learning pattern, Learning readiness, Learning satisfaction, Student experience, Teacher attendance

Abstract

Understanding students' satisfaction with technology-assisted numeracy learning remains challenging in underserved rural communities, where limited educational resources and inconsistent teacher attendance may constrain learning experiences. Although previous studies have emphasized students' internal learning factors, the interplay between teacher attendance, learning readiness, and satisfaction in rural digital learning contexts remains underexplored. This study examined the relationships among learning experiences, learning patterns, teacher attendance, learning readiness, and numeracy learning satisfaction in ClassPoint-assisted learning in rural Papua, Indonesia. A quantitative survey involving 240 students was conducted, and the proposed structural model was analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM). The findings revealed that learning experiences and learning patterns were positively associated with students' learning readiness. Teacher attendance demonstrated a significant positive relationship with numeracy learning satisfaction, whereas learning readiness showed no significant direct relationship with satisfaction. Furthermore, learning readiness did not mediate the relationships between learning experiences, learning patterns, and learning satisfaction. These findings highlight the importance of teacher presence in technology-assisted numeracy learning, suggesting that students' readiness alone may be insufficient to explain learning satisfaction in educationally disadvantaged settings. This study extends the understanding of digital learning satisfaction by integrating student-related and instructional factors, offering practical implications for sustaining teacher engagement alongside technology integration in rural education.

References

Abdelrady, A. H., & Akram, H. (2022). An empirical study of ClassPoint tool application in enhancing EFL students’ online learning satisfaction. Systems, 10(5), 154. https://doi.org/10.3390/systems10050154

Agustin, M., Wolor, C. W., & Marsofiyati, M. (2023). Membongkar kunci keberhasilan mahasiswa: Kesiapan belajar, interaksi dengan teman sebaya, dan dukungan keluarga. Jurnal Jendela Pendidikan, 3(4), 432–442. https://doi.org/10.57008/jjp.v3i04.602

Akram, H., & Abdelrady, A. H. (2023). Application of ClassPoint tool in reducing EFL learners’ test anxiety: An empirical evidence from Saudi Arabia. Journal of Computers in Education, 10(3), 529–547. https://doi.org/10.1007/s40692-023-00265-z

Ali, W. G. M. (2016). Nursing students’ readiness for e-learning experience. Gynecology & Obstetrics, 6(6), Article 388. https://doi.org/10.4172/2161-0932.1000388

Alwi, M., & Mumtahana, L. (2023). The principal’s strategy in improving the quality of teacher performance in the learning process in Islamic elementary schools. Kharisma: Jurnal Administrasi dan Manajemen Pendidikan, 2(1), 66–78. https://doi.org/10.59373/kharisma.v2i1.18

Amirudin, J., Supiana, Zaqiah, Q. Y., & Rohimah, E. (2024). Implementation of internal policy head of madrasah in improving the quality of learning. Kharisma: Jurnal Administrasi dan Manajemen Pendidikan, 3(1), 16–24. https://doi.org/10.59373/kharisma.v3i1.34

Amka, A., & Dalle, J. (2022). The satisfaction of the special need’ students with e-learning experience during COVID-19 pandemic: A case of educational institutions in Indonesia. Contemporary Educational Technology, 14(1), Article ep334. https://doi.org/10.30935/cedtech/11371

Anwar, L., Sa’dijah, C., Yerizon, & Arnawa, I. M. (2023). Teachers’ perception of teaching and learning during to post COVID-19 pandemic era: A case of Indonesian mathematics teachers. Journal of Higher Education Theory and Practice, 23(8). https://doi.org/10.33423/jhetp.v23i8.6060

Astuti, E. P., Wijaya, A., & Hanum, F. (2024). Characteristics of junior high school teachers’ beliefs in developing students’ numeracy skills through ethnomathematics-based numeracy learning. Journal of Pedagogical Research, 8(1), 244–268. https://doi.org/10.33902/JPR.202423405

Ball, J., Paris, S. G., & Govinda, R. (2014). Literacy and numeracy skills among children in developing countries. In D. A. Wagner (Ed.), Learning and education in developing countries: Research and policy for the post-2015 UN development goals (pp. 26–41). Palgrave Macmillan. https://doi.org/10.1057/9781137455970_2

Bandura, A. (1986). Social foundations of thought and action: A social cognitive theory. Prentice-Hall.

Boateng, G. O., Neilands, T. B., Frongillo, E. A., Melgar-Quiñonez, H. R., & Young, S. L. (2018). Best practices for developing and validating scales for health, social, and behavioral research: A primer. Frontiers in Public Health, 6, Article 149. https://doi.org/10.3389/fpubh.2018.00149

Bong, E. Y., & Chatterjee, C. (2022). The use of a ClassPoint tool for student engagement during online lesson. In The Asian Conference on Education 2021: Official Conference Proceedings (pp. 501–509). IAFOR. https://doi.org/10.22492/issn.2186-5892.2022.39

Bouilheres, F., Le, L. T. V. H., McDonald, S., Nkhoma, C., & Jandug-Montera, L. (2020). Defining student learning experience through blended learning. Education and Information Technologies, 25, 3049–3069. https://doi.org/10.1007/s10639-020-10100-y

Badan Pusat Statistik. (2024). Statistik Indonesia 2024. https://www.bps.go.id/id/publication/2024/02/28/c1bacde03256343b2bf769b0/statistikindonesia-2024.html

Bryson, J. R., & Andres, L. (2020). COVID-19 and rapid adoption and improvisation of online teaching: Curating resources for extensive versus intensive online learning experiences. Journal of Geography in Higher Education, 44(4), 608–623. https://doi.org/10.1080/03098265.2020.1807478

Chung, E., Subramaniam, G., & Dass, L. C. (2020). Online learning readiness among university students in Malaysia amidst COVID-19. Asian Journal of University Education, 16(2), 45–58. https://doi.org/10.24191/ajue.v16i2.10294

Cicekci, M. A., & Sadik, F. (2019). Teachers’ and students’ opinions about students’ attention problems during the lesson. Journal of Education and Learning, 8(6), 15–30. https://doi.org/10.5539/jel.v8n6p15

Cooper, G. (1990). Cognitive load theory as an aid for instructional design. Australasian Journal of Educational Technology, 6(2). https://doi.org/10.14742/ajet.2322

Creswell, J. W., & Creswell, J. D. (2018). Research design: Qualitative, quantitative, and mixed methods approaches (5th ed.). SAGE Publications.

DiMaggio, P. J., & Powell, W. W. (1983). The iron cage revisited: Institutional isomorphism and collective rationality in organizational fields. American Sociological Review, 48(2), 147–160. https://doi.org/10.2307/2095101

Erez, A., & Judge, T. A. (2001). Relationship of core self-evaluations to goal setting, motivation, and performance. Journal of Applied Psychology, 86(6), 1270–1279. https://doi.org/10.1037/0021-9010.86.6.1270

Evans, D. (2017). Examining the literacy within numeracy to provide access to the curriculum for all. In M. Milton (Ed.), Inclusive principles and practices in literacy education (Vol. 11, pp. 35–51). Emerald Publishing Limited. https://doi.org/10.1108/S1479-363620170000011003

Fitria, H., & Suminah, S. (2020). Role of teachers in digital instructional era. Journal of Social Work and Science Education, 1(1), 70–77. https://doi.org/10.52690/jswse.v1i1.11

Getenet, S. T. (2022). Teachers’ knowledge framework for designing numeracy rich tasks across non-mathematics curriculum areas. International Journal of Education in Mathematics, Science and Technology, 10(3), 663–680. https://doi.org/10.46328/ijemst.2137

Gui, A. K. W., Yasin, M., Abdullah, N. S. M., & Saharuddin, N. (2020). Roles of teacher and challenges in developing students’ morality. Universal Journal of Educational Research, 8(3C), 52–59. https://doi.org/10.13189/ujer.2020.081606

Hair, J. F., Jr., Page, M., & Brunsveld, N. (2019). Essentials of business research methods (4th ed.). Routledge. https://doi.org/10.4324/9780429203374

Han, W., Susanto, D., Dewayani, S., Pandora, P., Hanifah, N., Miftahussururi, M., Nento, M. N., & Akbari, Q. S. (2017). Materi pendukung literasi numerasi: Gerakan literasi nasional. Direktorat Jenderal Pendidikan Dasar dan Menengah.

Harahap, L. K. (2020). Analisis SEM (structural equation modelling) dengan SMARTPLS (partial least square). Fakultas Sains dan Teknologi, UIN Walisongo Semarang.

Hero, L.-M., & Lindfors, E. (2019). Students’ learning experience in a multidisciplinary innovation project. Education + Training, 61(4), 500–522. https://doi.org/10.1108/ET-06-2018-0138

Jiménez-Bucarey, C., Acevedo-Duque, Á., Müller-Pérez, S., Aguilar-Gallardo, L., Mora-Moscoso, M., & Vargas, E. C. (2021). Student’s satisfaction of the quality of online learning in higher education: An empirical study. Sustainability, 13(21), 11960. https://doi.org/10.3390/su132111960

Johnson, D. W., & Johnson, R. T. (2009). An educational psychology success story: Social interdependence theory and cooperative learning. Educational Researcher, 38(5), 365–379. https://doi.org/10.3102/0013189X09339057

Junaedi, M., Nasikhin, N., Hasanah, S., & Hassan, Z. (2023). Learning patterns in influencing attitudes of religious tolerance in Indonesian universities. Education Sciences, 13(3), 285. https://doi.org/10.3390/educsci13030285

Ko, W.-H., & Chung, F.-M. (2014). Teaching quality, learning satisfaction, and academic performance among hospitality students in Taiwan. World Journal of Education, 4(5), 11–20. https://doi.org/10.5430/wje.v4n5p11

Le, Q. H. T., Dang, T. T., & Bui, Q. T. T. (2023). Tertiary EFL students’ learner autonomy: The roles of teachers in the classroom. Theory and Practice in Language Studies, 13(8), 1880–1887. https://doi.org/10.17507/tpls.1308.03

Maki, R. H., Maki, W. S., Patterson, M., & Whittaker, P. D. (2000). Evaluation of a web-based introductory psychology course: I. Learning and satisfaction in on-line versus lecture courses. Behavior Research Methods, Instruments, & Computers, 32(2), 230–239. https://doi.org/10.3758/BF03207788

Marambe, K. N., Vermunt, J. D., & Boshuizen, H. P. A. (2012). A cross-cultural comparison of student learning patterns in higher education. Higher Education, 64(3), 299–316. https://doi.org/10.1007/s10734-011-9494-z

Marschall, G. (2022). The role of teacher identity in teacher self-efficacy development: The case of Katie. Journal of Mathematics Teacher Education, 25(6), 725–747. https://doi.org/10.1007/s10857-021-09515-2

Mathew, S. T., Razack, H. I. A., & Viswanathan, P. (2022). Development of a decision-support tool to quantify authorship contributions in clinical trial publications. Science Editing, 9(1), 22–29. https://doi.org/10.6087/kcse.259

Mazlan, N. A., Tan, K. H., Othman, Z., & Wahi, W. (2023). ClassPoint application for enhancing motivation in communication among ESL young learners. World Journal of English Language, 13(5), 520. https://doi.org/10.5430/wjel.v13n5p520

Meade, A. W., & Craig, S. B. (2012). Identifying careless responses in survey data. Psychological Methods, 17(3), 437–455. https://doi.org/10.1037/a0028085

Memon, M. A., Thurasamy, R., Ting, H., & Cheah, J.-H. (2025). Purposive sampling: A review and guidelines for quantitative research. Journal of Applied Structural Equation Modeling, 9(1), 1–23. https://doi.org/10.47263/JASEM.9(1)01

Nursanti, I. A., & Pudjibudojo, J. K. K. (2021). Damai atau perang? Faktor-faktor penyebab perilaku agresi pada budaya perang suku masyarakat tradisional di Papua. Jurnal Diversita, 7(1), 121–132. https://doi.org/10.31289/diversita.v7i1.4613

Oh, J. Y., Chun, Y. S., & Kim, K. W. (2023). Dichotomous versus 5-scale grading system for the interpretation of the point-of-care immunoassay for tear matrix metalloproteinase-9 in dry eye. Scientific Reports, 13(1), 6085. https://doi.org/10.1038/s41598-023-32928-3

Perdana, I. F. P., Rismana, Y. I., Prasetya, F. A., & Mulsandi, A. (2019). Studi kejadian mesoscale convective complex (MCC) di wilayah Papua bagian selatan pada 9–10 Mei 2018. Jurnal Meteorologi Klimatologi dan Geofisika, 6(1), 58–66. https://doi.org/10.36754/jmkg.v6i1.115

Pham, T., Lai, P., Nguyen, V., & Nguyen, H. (2021). Online learning amid COVID-19 pandemic: Students’ experience and satisfaction. Journal of E-Learning and Knowledge Society, 17(1), 39–48.

Rajalahti, T., & Kvalheim, O. M. (2011). Multivariate data analysis in pharmaceutics: A tutorial review. International Journal of Pharmaceutics, 417(1–2), 280–290. https://doi.org/10.1016/j.ijpharm.2011.02.019

Ramadan, R., Irzal, I., Syahri, B., & Qalbina, F. (2024). Hubungan kesiapan belajar siswa dengan hasil belajar siswa pada mata pelajaran las SMAW di SMK Negeri 2 Payakumbuh. Jurnal Pendidikan Tambusai, 8(2), 27672–27681. https://doi.org/10.31004/jptam.v8i2.17671

Reza, R. A. P. (2018). Perang antar suku di Papua ditinjau dari teori konflik. Pustaka Filsafat.

Ryan, R. M., & Deci, E. L. (2000). Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. American Psychologist, 55(1), 68–78. https://doi.org/10.1037/0003-066X.55.1.68

Setiyani, S., Waluya, S. B., Sukestiyarno, Y. L., Cahyono, A. N., & Dwi Santi, D. P. (2024). Assessing numeracy skills on flat shapes and scaffolding forms in junior high school. International Journal of Evaluation and Research in Education, 13(1), 422–430. https://doi.org/10.11591/ijere.v13i1.25186

Shakeel, S. I., Haolader, M. F. A., & Sultana, M. S. (2023). Exploring dimensions of blended learning readiness: Validation of scale and assessing blended learning readiness in the context of TVET Bangladesh. Heliyon, 9(1), Article e12766. https://doi.org/10.1016/j.heliyon.2022.e12766

Sholihin, M., & Ratmono, D. (2021). Analisis SEM-PLS dengan WarpPLS 7.0 untuk hubungan nonlinier dalam penelitian sosial dan bisnis. Andi.

Siron, Y., Wibowo, A., & Narmaditya, B. S. (2020). Factors affecting the adoption of e-learning in Indonesia: Lesson from COVID-19. Journal of Technology and Science Education, 10(2), 282–295. https://doi.org/10.3926/jotse.1025

Sockalingam, N. (2013). The relation between student satisfaction and student performance in blended learning curricula. The International Journal of Learning: Annual Review, 18(12), 121–134. https://doi.org/10.18848/1447-9494/CGP/v18i12/47842

Song, Y., & Vermunt, J. D. (2021). A comparative study of learning patterns of secondary school, high school and college students. Studies in Educational Evaluation, 68, Article 100958. https://doi.org/10.1016/j.stueduc.2020.100958

Stratton, S. J. (2024). Purposeful sampling: Advantages and pitfalls. Prehospital and Disaster Medicine, 39(2), 121–122. https://doi.org/10.1017/S1049023X24000281

Suhandiah, S., Suhariadi, F., Yulianti, P., Wardani, R., & Muliatie, Y. E. (2022). Online learning satisfaction in higher education: What are the determining factors? Jurnal Cakrawala Pendidikan, 41(2), 351–364. https://doi.org/10.21831/cp.v41i2.35724

Sulistiani, I. R., Setyosari, P., Sa’dijah, C., & Praherdhiono, H. (2023). Technology integration through acceptance of e-learning among preservice teachers. Indonesian Journal of Electrical Engineering and Computer Science, 31(3), 1821–1828. https://doi.org/10.11591/ijeecs.v31.i3.pp1821-1828

Sumaji, S., Sa’dijah, C., Susiswo, & Sisworo. (2020). Mathematical communication process of junior high school students in solving problems based on APOS theory. Journal for the Education of Gifted Young Scientists, 8(1), 197–221. https://doi.org/10.17478/jegys.652055

Surahman, E., & Sulthoni. (2020). Student satisfaction toward quality of online learning in Indonesian higher education during the COVID-19 pandemic. In 2020 6th International Conference on Education and Technology (ICET) (pp. 120–125). IEEE. https://doi.org/10.1109/ICET51153.2020.9276630

Suwanti, V., Sa’dijah, C., & Muksar, M. (2024). Prospective Indonesian secondary mathematics teachers’ epistemological obstacles in designing project-based numeracy tasks: A case study. Mathematics Teacher Education and Development, 26(2), Article 2.

Taber, K. S. (2018). The use of Cronbach’s alpha when developing and reporting research instruments in science education. Research in Science Education, 48(6), 1273–1296. https://doi.org/10.1007/s11165-016-9602-2

UNESCO. (2020, March 24). COVID-19 educational disruption and response. UNESCO Institute for Information Technologies in Education.

van den Bogerd, N., Dijkstra, S. C., Tanja-Dijkstra, K., de Boer, M. R., Seidell, J. C., Koole, S. L., & Maas, J. (2020). Greening the classroom: Three field experiments on the effects of indoor nature on students’ attention, well-being, and perceived environmental quality. Building and Environment, 171, 106675. https://doi.org/10.1016/j.buildenv.2020.106675

Vermunt, J. D., & Donche, V. (2017). A learning patterns perspective on student learning in higher education: State of the art and moving forward. Educational Psychology Review, 29(2), 269–299. https://doi.org/10.1007/s10648-017-9414-6

Vetter, T. R. (2017). Fundamentals of research data and variables: The devil is in the details. Anesthesia & Analgesia, 125(4), 1375–1380. https://doi.org/10.1213/ANE.0000000000002370

Vygotsky, L. S. (1980). Mind in society: The development of higher psychological processes (M. Cole, V. John-Steiner, S. Scribner, & E. Souberman, Eds.). Harvard University Press. https://doi.org/10.2307/j.ctvjf9vz4

Wahyuningrum, S. R., & Fitriyah. (2023). Pengaruh penggunaan gadget terhadap pola belajar siswa di SMPN 4 Pamekasan. Da’wa: Jurnal Bimbingan Penyuluhan & Konseling Islam, 2(2), 49–60. https://doi.org/10.36420/dawa.v2i2.217

Wang, Y. A., & Rhemtulla, M. (2021). Power analysis for parameter estimation in structural equation modeling: A discussion and tutorial. Advances in Methods and Practices in Psychological Science, 4(1), Article 251524592091825. https://doi.org/10.1177/2515245920918253

Wijaya, A. P., Nusantara, T., Sudirman, & Hidayanto, E. (2022). Students’ analytical questions and interaction patterns in group discussion facilitated with a scientific approach learning. Mathematics Teaching Research Journal, 14(2), 61–71.

Wu, Y., Hwang, Y., & Wei, B. (2025). The impact of art and design competencies on positive psychological qualities among college students in Hainan Province: The chain mediating roles of teacher support and learning adaptability. Acta Psychologica, 253, 104709. https://doi.org/10.1016/j.actpsy.2025.104709

Yilmaz, R. (2017). Exploring the role of e-learning readiness on student satisfaction and motivation in flipped classroom. Computers in Human Behavior, 70, 251–260. https://doi.org/10.1016/j.chb.2016.12.085

Yusi, M. (2023). Classpoint as intervention strategy in teaching Business Math. AJARCDE (Asian Journal of Applied Research for Community Development and Empowerment), 7(1), 95–98. https://doi.org/10.29165/ajarcde.v7i1.176

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2026-09-30

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Teacher Attendance and Numeracy Learning Satisfaction: Evidence from ClassPoint-Assisted Learning in Rural Papua. (2026). Online Learning In Educational Research (OLER), 6(3), 237-252. https://doi.org/10.58524/oler.v6i3.1351