Vol. 12 No. 2 (2026): In Progress
Open Access
Peer Reviewed

Optimizing Cognitive Engagement in Probability Theory: The Integration of Plotagon Animation and PBL-Based Google Sites for Vocational Students

Authors

Nurhafizah Hayati , Yulyanti Harisman , Ahmad Fauzan , Suherman

DOI:

10.29303/jppipa.v12i2.14390

Published:

2026-02-25

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Abstract

This study aims to develop a mathematics teaching module based on Problem-Based Learning (PBL) supported by Google Sites and Plotagon to enhance vocational high school students’ mathematical problem-solving skills. The research employed a research and development design using the ADDIE model, consisting of analysis, design, development, implementation, and evaluation stages. The developed module integrates contextual problems aligned with vocational technology programs and is delivered through an interactive web platform and animated learning videos. Data were collected through expert validation sheets, teacher and student response questionnaires, observation sheets, and problem-solving ability tests. The results showed that the module achieved a high level of validity in terms of content, instructional design, language, and media aspects. The practicality evaluation indicated that the module was easy to use, engaging, and effective in facilitating student learning activities. Furthermore, the effectiveness analysis demonstrated a significant improvement in students’ mathematical problem-solving skills after the implementation of the module. These findings suggest that the integration of PBL with digital platforms such as Google Sites and Plotagon provides an innovative and effective learning environment, particularly for vocational education contexts. Therefore, the developed module is feasible to be implemented as an alternative instructional resource to support mathematics learning and enhance students’ higher-order thinking skills.

Keywords:

Google Sites Plotagon animation Problem Based Learning

References

Aladini, A., & Gheisari, A. (2025). Exploring motivation, willingness to communicate, and intercultural competence development in digital language exchanges: An integrative theoretical approach. Computers in Human Behavior Reports, 20. https://doi.org/10.1016/j.chbr.2025.100819

Amalina, I. K., & Vidákovich, T. (2023). Cognitive and socioeconomic factors that influence the mathematical problem-solving skills of students. Heliyon, 9(9). https://doi.org/10.1016/j.heliyon.2023.e19539

Anchunda, H. Y., & Kaewurai, W. (2025). An Instructional Model Development Based on Inquiry-Based and Problem-Based Approaches to Enhance Prospective Teachers’ Teamwork and Collaborative Problem-Solving Competence. Social Sciences & Humanities Open, 11(101480). https://doi.org/10.1016/j.ssaho.2025.101480

Beek, J. P. J., Ven, S. H. G., Kroesbergen, E. H., & Leseman, P. P. M. (2023). How emotions are related to competence beliefs during mathematical problem solving: Differences between boys and girls. Learning and Individual Differences, 109. https://doi.org/10.1016/j.lindif.2023.102402

Carroll, G., Park, S., Chalfant, L., & Hall, A. J. F. (2025). Do epistemic beliefs matter for mentoring? Investigating mentor teachers’ perceptions & approaches to supporting model-based science teaching. Teaching and Teacher Education, 167. https://doi.org/10.1016/j.tate.2025.105212

Ceballos, H., Bogaart, T. va. den, Ginkel, S., Spandaw, J., & Drijvers, P. (2025). How collaborative problem solving promotes higher-order thinking skills: A systematic review of design features and processes. Thinking Skills and Creativity, 59, 102001. https://doi.org/10.1016/j.tsc.2025.102001

Chaiarwut, S., Kwangmuang, P., & Srikoon, S. (2025). Development of executive mathematics problem-solving self-assessment questionnaire for upper primary school students. Social Sciences and Humanities Open, 12. https://doi.org/10.1016/j.ssaho.2025.101749

Dela Cruz, J. L., Dela Cruz, P. J., Guadalupe, J. A., Macaraeg, J., Montesa, P. J., Ramos, M. P., Bringula, R. P., & Sumi, K. (2025). Patterns of mathematics problem solving and synthetic facial expressions in a personal instructing agent. Computers and Education Open, 9. https://doi.org/10.1016/j.caeo.2025.100301

Escala, N., Romeu, T., & Guitert, M. (2025). Arts integration with digital tools in primary schools: Innovative pedagogical practices in Catalonia. International Journal of Educational Research Open, 9. https://doi.org/10.1016/j.ijedro.2025.100538

Fredy, L.-D., Oscar, B., & Ana, V.-S. (2025). Pedagogical mediation with ICT for the development of critical thinking in primary education: A systematic review. Thinking Skills and Creativity, 60, 102085. https://doi.org/10.1016/j.tsc.2025.102085

Garcia, K. F., Ong, A. K. S., Gumasing, M. J. J., & Delos Reyes, C. R. V. (2025). Engineering students’ perceptions and actual use of AI-based math tools for solving mathematical problems. Acta Psychologica, 256. https://doi.org/10.1016/j.actpsy.2025.105004

Hoogland, K., Pepin, B., Bakker, A., Koning, J., & Gravemeijer, K. (2016). Representing contextual mathematical problems in descriptive or depictive form: Design of an instrument and validation of its uses. Studies in Educational Evaluation, 50, 22–32. https://doi.org/10.1016/j.stueduc.2016.06.005

Jylänki, P., Sääkslahti, A., & Aunio, P. (2024). Intervention effects on low performing preschoolers’ early mathematical skills: Adding fundamental motor skill practice as a supporting method. Trends in Neuroscience and Education, 35. https://doi.org/10.1016/j.tine.2024.100227

Keller, T., Guggemos, J., & Warwas, J. (2025). Digital educational escape rooms as a novel approach to cybersecurity education: An empirical study on learner perceptions of usefulness and usability. Computers in Human Behavior Reports, 20. https://doi.org/10.1016/j.chbr.2025.100785

Liu, J., Sun, D., Sun, J., Wang, J., & Yu, P. L. H. (2025). Designing a generative AI enabled learning environment for mathematics word problem solving in primary schools: Learning performance, attitudes and interaction. Computers and Education: Artificial Intelligence, 9, 100438. https://doi.org/10.1016/j.caeai.2025.100438

Longhini, J., Kabir, Z. N., Waldréus, N., Konradsen, H., Bove, D. G., Léniz, A., Calle, M. D., Urien, E. D. L., Bhardwaj, P., Sharma, S., Ambrosi, E., & Canzan, F. (2025). Development of an instrument to measure the attitudes and skills of undergraduate nursing students in caring for family caregivers: An international multi-method study. Nurse Education Today, 151, 106738. https://doi.org/10.1016/j.nedt.2025.106738

Ma, B., & Winther, E. (2025). Autonomy and its associations with persistence and competence: A longitudinal study of vocational students. International Journal of Educational Research, 134. https://doi.org/10.1016/j.ijer.2025.102858

Peng, Y., Yang, Z., & Fu, Q. (2025). A study on the influencing factors of Chinese vocational high school students’ attitudes towards seeking psychological help - an empirical analysis based on mixed research methods. Acta Psychologica, 262. https://doi.org/10.1016/j.actpsy.2025.106100

Qi, L. (2025). Relationship between satisfaction and continuance intention of virtual learning communities for international students in China. Acta Psychologica, 261. https://doi.org/10.1016/j.actpsy.2025.105917

Raufelder, D., Steinberg, O., Virtanen, T., Eskola, V., & Vasalampi, K. (2025). Engaging students in school: Two studies on the benefits of social support and high self-beliefs. Learning and Individual Differences, 126. https://doi.org/10.1016/j.lindif.2025.102860

Sa’adah, U., Yuhana, U. L., Rochimah, S., & Afridian Rasyid, M. B. (2025). Bridging the skills gap through Agile methodologies in Vocational Software Development Education. Array, 29. https://doi.org/10.1016/j.array.2025.100614

Seufert, S., Hartmann, P., & Spirgi, L. (2025). Fostering Intelligent-TPACK through AI-Assistance: A Multi-Method Study in Pre-Service Teacher Education. Computers and Education Open, 100314. https://doi.org/10.1016/j.caeo.2025.100314

Strohmaier, A. R., Schons, C., Knabbe, A., Vogel, M., Saado, K., & Obersteiner, A. (2025). The relation between text comprehension and computation in mathematical word-problem solving. Learning and Instruction, 101. https://doi.org/10.1016/j.learninstruc.2025.102235

Wang, X., Niu, J., Fang, B., Han, G., & He, J. (2025). Empowering teachers’ professional development with LLMs: An empirical study of developing teachers’ competency for instructional design in blended learning. Teaching and Teacher Education, 165. https://doi.org/10.1016/j.tate.2025.105091

Wu, D., Chen, M., Chen, X., & Liu, X. (2024). Analyzing K-12 AI education: A large language model study of classroom instruction on learning theories, pedagogy, tools, and AI literacy. Computers and Education: Artificial Intelligence, 7, 100295. https://doi.org/10.1016/j.caeai.2024.100295

Ying, H., Wei, H., Herdian, N., Z., S., I., A., Rahmadonna, S., Pujiriyanto, & Pranolo, A. (2025). Understanding the impact of culture shock on mental health: Mediating effects of expectancy of success and GRIT in international students in China. Acta Psychologica, 259. https://doi.org/10.1016/j.actpsy.2025.105344

Yu, S., & Wong, B. E. (2026). Preparing Chinese higher vocational students to succeed in a globalized and multicultural world: Enhancing their oral English competence and intercultural competence. Acta Psychologica, 263. https://doi.org/10.1016/j.actpsy.2026.106253

Zuo, H., Zhang, M., & Huang, W. (2025). Lifelong learning in vocational education: A game-theoretical exploration of innovation, entrepreneurial spirit, and strategic challenges. Journal of Innovation & Knowledge, 10(3), 100694. https://doi.org/10.1016/j.jik.2025.100694

Author Biographies

Nurhafizah Hayati, Universitas Negeri Padang

Author Origin : Indonesia

Yulyanti Harisman, Universitas Negeri Padang

Author Origin : Indonesia

Ahmad Fauzan, Universitas Negeri Padang

Author Origin : Indonesia

Suherman, Universitas Negeri Padang

Author Origin : Indonesia

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How to Cite

Hayati, N., Harisman, Y., Fauzan, A., & Suherman. (2026). Optimizing Cognitive Engagement in Probability Theory: The Integration of Plotagon Animation and PBL-Based Google Sites for Vocational Students. Jurnal Penelitian Pendidikan IPA, 12(2), 131–136. https://doi.org/10.29303/jppipa.v12i2.14390