Google Sites-based statistics learning: Integrating Tri-N ethnopedagogy and cognitive load theory

Authors

  • Istiqomah Universitas Sarjanawiyata Tamansiswa
  • Betty Kusumaningrum Universitas Sarjanawiyata Tamansiswa
  • Tiara Pramudianti Universitas Sarjanawiyata Tamansiswa
  • Sri Adi Widodo Universitas Sarjanawiyata Tamansiswa
  • Denik Agustito Universitas Sarjanawiyata Tamansiswa
  • Trisniawati Universitas Sarjanawiyata Tamansiswa
  • Hakeem Nafiu Carolina University

DOI:

https://doi.org/10.56587/bemi.v4i1.165

Keywords:

Google Sites, Tri-N Philosophy, Cognitive Load Theory, E-learning Development, Statistics Learning

Abstract

Background: Google Sites is commonly used as a static repository for learning materials, limiting its potential to foster meaningful cognitive engagement in mathematics education. Moreover, few studies have integrated Ki Hadjar Dewantara's Tri-N philosophy (Niteni, Nirokke, Nambahi) with Cognitive Load Theory (CLT) to design culturally responsive and cognitively structured e-learning, particularly for junior high school statistics.

Purpose: This study aimed to develop and validate a Google Sites-based e-learning platform grounded in Tri-N philosophy and CLT for Grade VIII statistics learning.

Method: This Research and Development (R&D) study employed a modified 3D development model adapted from Thiagarajan's 4D model, consisting of the Define, Design, and Develop stages. Participants included 32 Grade VIII students and one mathematics teacher. Data were gathered through observations, interviews, expert validation questionnaires, and student response questionnaires. Specific instruments were used to measure CLT aspects (e.g., intrinsic, extraneous, and germane cognitive load items) and Tri-N integration (e.g., items assessing niteni–observation, nirokke–imitation, and nambahi–creation activities). Data were analyzed using descriptive qualitative and quantitative techniques.

Findings: The developed e-learning product showed high validity and practicality. Content expert validation yielded a mean score of 4.05 (Valid), and media expert validation reached 4.44 (Highly Valid). Student practicality assessments indicated Practical levels, with overall means of 3.61 (limited trial) and 3.93 (large-scale trial). These findings suggest that integrating Tri-N with CLT provides a culturally responsive and cognitively optimized framework that enhances meaningful digital learning. This approach offers practical implications for designing local wisdom-based e-learning and warrants further research on its effectiveness in broader educational contexts and longer implementation periods

References

Albar, M., Masitoh, S., & Kristanto, A. (2025). Challenges in Implementing the Discovery Flipped Classroom Model Assisted by Google Sites in Maths Learning. Pakistan Journal of Life and Social Sciences (PJLSS), 23(1). https://doi.org/10.57239/PJLSS-2025-23.1.00392

Atkinson, R. K., Derry, S. J., Renkl, A., & Wortham, D. (2000). Learning from Examples: Instructional Principles from the Worked Examples Research. Review of Educational Research, 70(2), 181–214. https://doi.org/10.3102/00346543070002181

Buchori, A., Aryani, D. D., & Kusumaningsih, W. (2023). Google sites-based math book development on statistical materials to improve students’ understanding of mathematical concepts. Al-Jabar : Jurnal Pendidikan Matematika, 14(2), 467–481. https://doi.org/10.24042/ajpm.v14i2.18515

Chen, O., Retnowati, E., & Kalyuga, S. (2019). Effects of worked examples on step performance in solving complex problems. Educational Psychology, 39(2), 188–202. https://doi.org/10.1080/01443410.2018.1515891

Chen, O., Retnowati, E., & Kalyuga, S. (2020). Element interactivity as a factor influencing the effectiveness of worked example–problem solving and problem solving–worked example sequences. British Journal of Educational Psychology, 90(S1), 210–223. https://doi.org/https://doi.org/10.1111/bjep.12317

Ciung, M. V., Istiqomah, I., & Taufiq, I. (2022). Pengembangan Media Pembelajaran Matematika Berbasis Google Sites pada Materi Deret Aritmatika. CIRCLE : Jurnal Pendidikan Matematika, 2(01), 41–50. https://doi.org/10.28918/circle.v2i01.5100

Fries, L., Son, J. Y., Givvin, K. B., & Stigler, J. W. (2021). Practicing Connections: A Framework to Guide Instructional Design for Developing Understanding in Complex Domains. Educational Psychology Review, 33(2), 739–762. https://doi.org/10.1007/s10648-020-09561-x

Halim, A. A., & Halim, N. D. A. (2024). Exploring the integration and impact of Google Sites in teaching and learning: A structured scoping review. Quantum Journal of Social Sciences and Humanities, 5(SI1), 110–124. https://doi.org/10.55197/qjssh.v5iSI1.569

Huda, M., Kusumaningrum, B., Arcana, I. N., & Yaakub, M. S. A. (2025). Development of ICT and Tri-N teaching materials for both in-class and online learning. Union: Jurnal Ilmiah Pendidikan Matematika, 13(3), 651–664. https://doi.org/10.30738/union.v13i3.18641

Jari, A., Istiqomah, I., & Taufiq, I. (2022). Pengembangan Media Pembelajaran Matematika Berbasis Google Sites pada Materi Program Linier. Wacana Akademika: Majalah Ilmiah Kependidikan, 6(1), 39–48.

Kafah, A. K. N., Handayani, I., Widyah Noviana, & Weni Gurita Aedi. (2026). Implementing ‘De KeLuVa’ Media Based on the Tri-N Approach to Improve Cognitive Learning Outcomes of Fourth Grade Elementary Students. Absis: Mathematics Education Journal, 8(1), 12–20. https://doi.org/10.32585/absis.v8i1.8097

Liu, M., & Yu, D. (2023). Towards intelligent E-learning systems. Education and Information Technologies, 28(7), 7845–7876. https://doi.org/10.1007/s10639-022-11479-6

Mailani, I., Mualif, A., & Nahwiyah, S. (2024). The Influence of Using Audio-Visual Learning Media Based on Smart Apps Creator 3 on Students’ Learning Outcomes. In Proceeding of International Conference on Science and Technology, 2(1), 125–133.

Mayangsari, N., Sari, C. K., Syakir, A., Nadia, H., & Jailani, M. (2025). Google sites-problem-based learning: A media to support proportion learning. AIP Conference Proceedings, 020049. https://doi.org/10.1063/5.0262304

Mayer, R. E. (2019). What do teachers and administrators need to know about multimedia learning theory. Multimedia Learning Theory: Preparing for the New Generation of Students, 85, 18–30. Rowman & Littlefield.

Mayer, R. E. (2024). The Past, Present, and Future of the Cognitive Theory of Multimedia Learning. Educational Psychology Review, 36(1), 8. https://doi.org/10.1007/s10648-023-09842-1

Nuritha, C., & Tsurayya, A. (2021). Pengembangan Video Pembelajaran Berbantuan Geogebra untuk Meningkatkan Kemandirian Belajar Siswa. Jurnal Cendekia : Jurnal Pendidikan Matematika, 5(1), 48–64. https://doi.org/10.31004/cendekia.v5i1.430

Özdoğru, A. A. (2022). Revisiting Effective Instructional Strategies for Twenty-First Century Learners. In Y. Alpaydın & C. Demirli (Eds.), Educational Theory in the 21st Century (pp. 175–195). Springer Nature Singapore. https://doi.org/10.1007/978-981-16-9640-4_8

Prihatin, A. Y., Arcana, I. N., & Kusumaningrum, B. (2024). Development of trigonometric comparison teaching materials based on ICT and Tri-N for face-to-face and distance learning. Union: Jurnal Ilmiah Pendidikan Matematika, 12(1), 187–201. https://doi.org/10.30738/union.v12i1.16964

Purwoko, R. Y., Supriyono, Nuryadi, Kusumaningrum, B., & Setiana, D. S. (2023). Developing E-Module Based on Etnomathematics to Improve Students’ Creative Thinking Skill. In A. Kusuma Wardana (Ed.), Proceedings of the 2023 International Conference on Information Technology and Engineering (ICITE 2023) (Vol. 179, pp. 44–48). Atlantis Press International BV. https://doi.org/10.2991/978-94-6463-338-2_7

Puspita, R., Yani, E., Dinnisa, K., Kusumaningrum, B., Kuncoro, K. S., Ayuningtyas, A. D., & Irfan, M. (2022). Interactive Math Path: Permainan Ular Tangga Berbasis Etnomatematika. Union: Jurnal Ilmiah Pendidikan Matematika, 10(1), 91–100. https://doi.org/10.30738/union.v10i1.12139

Putri, R. S. (2019). Pengembangan media pembelajaran berbasis android pada materi sistem koloid di SMA Negeri 2 Banda Aceh [Skripsi, Universitas Islam Negeri Ar-Raniry].

Renkl, A. (2017). Learning from worked-examples in mathematics: Students relate procedures to principles. Zdm, 49(4), 571–584. https://doi.org/https://doi.org/10.1007/s11858-017-0859-3

Retnowati, E., Ayres, P., & Sweller, J. (2010). Worked example effects in individual and group work settings. Educational Psychology, 30(3), 349–367. https://doi.org/10.1080/01443411003659960

Retnowati, E., Ayres, P., & Sweller, J. (2017). Can collaborative learning improve the effectiveness of worked examples in learning mathematics? Journal of Educational Psychology, 109(5), 666. https://doi.org/https://doi.org/10.1037/edu0000167

Ridwan, M. R., Retnawati, H., Hadi, S., & Jailani, J. (2022). Teachers’ Perceptions in Applying Mathematics Critical Thinking Skills for Middle School Students: A Case of Phenomenology. Anatolian Journal of Education, 7(1), 1–16. https://doi.org/10.29333/aje.2022.711a

Rikani, R., Istiqomah, I., & Taufiq, I. (2021). Pengembangan media pembelajaran matematika berbasis google sites pada materi sistem persamaan lnier tiga variabel (SPLTV). Prosiding Seminar Nasional Matematika dan Pendidikan Matematika, 6, 54–61. https://doi.org/10.31316/j.derivat.v8i1.1678

Ristanti, I., Apriliya, S., & Muslihin, H. Y. (2025). Utilizing Google Sites to improve reading literacy in elementary schools. Jurnal Cakrawala Pendas, 11(3), 727–740. https://doi.org/10.31949/jcp.v11i3.14305

Sabri, S. M., Ismail, I., Annuar, N., Abdul Rahman, N. R., Abd Hamid, N. Z., & Abd Mutalib, H. (2024). A conceptual analysis of technology integration in classroom instruction towards enhancing student engagement and learning outcomes. International Journal of Education, Psychology and Counseling, 9(55), 750–769. https://doi.org/10.35631/IJEPC.955051

Sosa-Díaz, M.-J., Garrido-Arroyo, M. D. C., & González Delgado, M. Y. (2025). Transformation of Educational Models in Higher Education During and After “Emergency Remote Teaching.” Education Sciences, 15(9), 1249. https://doi.org/10.3390/educsci15091249

Sunzuma, G., & Umbara, U. (2025). Ethnomathematics-based technology in Indonesia: A systematic review. Asian Journal for Mathematics Education, 4(1), 129–153. https://doi.org/10.1177/27527263241305812

Sweller, J. (1988). Cognitive Load During Problem Solving: Effects on Learning. Cognitive Science, 12(2), 257–285. https://doi.org/10.1207/s15516709cog1202_4

Sweller, J. (2020). Cognitive load theory and educational technology. Educational Technology Research and Development, 68(1), 1–16. https://doi.org/10.1007/s11423-019-09701-3

Sweller, J., Van Merriënboer, J. J. G., & Paas, F. (2019). Cognitive Architecture and Instructional Design: 20 Years Later. Educational Psychology Review, 31(2), 261–292. https://doi.org/10.1007/s10648-019-09465-5

Thiagarajan, S. (1974). Instructional development for training teachers of exceptional children: A sourcebook. Indiana University.

Vygotsky, L. S. (1978). Mind in society: The development of higher psychological processes (Vol. 86). Harvard University press.

Wijayanto, Z. (2019). Implementation of 3N (Niteni, Nirokke, Nambahi) In Stimulating Critical Thinking Ability. Conference: Intercultural Collaboration Indonesia-Malaysia “Implementation of Tamansiswa Philosophy.”

Wulandari, C., Yeni, F., Hidayati, A., & Rahmi, U. (2025). Interactive Learning Media Development Based on Google Sites in Subjects Science Junior High School. Jurnal Penelitian Pendidikan IPA, 11(8), 91–98. https://doi.org/10.29303/jppipa.v11i8.11498

Downloads

Published

2026-09-06

How to Cite

Istiqomah, I., Kusumaningrum, B., Pramudianti, T., Widodo, S. A., Agustito, D., Trisniawati, T., & Nafiu, H. (2026). Google Sites-based statistics learning: Integrating Tri-N ethnopedagogy and cognitive load theory. Bulletin of Educational Management and Innovation, 4(1), 370–395. https://doi.org/10.56587/bemi.v4i1.165