Vol. 12 No. 6 (2026): In Progress
Open Access
Peer Reviewed

Effectiveness of C-R-E-A-T-E Model based on Deep Learning, ESD, and AI to Build High School Students’ Multiple Creativity in Green Chemistry

Authors

DOI:

10.29303/jppipa.v12i6.15238

Published:

2026-06-25

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Abstract

This research aims to integrate Education for Sustainable Development (ESD) in green chemistry learning through the C-R-E-A-T-E (Connecting-Restructuring-Elaborating-Applying-Tasking-Evaluating) model based on Deep Learning and Artificial Intelligence (DL-AI) to build students' multiple creativity. The methodology used is Design-based Research (DbR) which focuses on the development and evaluation of innovative learning models in a real context. The research subjects consisted of 80 high school students who were selected purposively. The main instruments used are TCOF (Teaching Creativity Observation Form) to measure aspects of compound creativity, as well as observation sheets to assess student engagement and response during the learning process. Data collection techniques include initial and final tests, classroom observations, and limited interviews. The data was analyzed quantitatively using descriptive and inferential statistical tests, as well as qualitative analysis to explore the dynamics of learning. The results show that ESD integration through the DL-AI-based C-R-E-A-T-E model significantly increases students' pluralistic creativity, which includes scientific, social, and ecological creativity. The conclusion, significance, and impact study illustrate that this model also encourages students' active involvement in sustainability issues and data-driven decision-making. This study recommends the application of a similar model in other subjects to support sustainable and transformative 21st century education.

Keywords:

AI C-R-E-A-T-E model Deep learning ESD Green chemistry

References

AlAli, R., Alsoud, K., & Athamneh, F. (2023). Towards a Sustainable Future: Evaluating the Ability of STEM-Based Teaching in Achieving Sustainable Development Goals in Learning. Sustainability, 15(16), 12542. https://doi.org/10.3390/su151612542 DOI: https://doi.org/10.3390/su151612542

Allcoat, D., & Von Mühlenen, A. (2018). Learning in virtual reality: Effects on performance, emotion and engagement. Research in Learning Technology, 26. https://doi.org/10.25304/rlt.v26.2140 DOI: https://doi.org/10.25304/rlt.v26.2140

Ananga, E. D. (2021). Gender Responsive Pedagogy for Teaching and Learning: The Practice in Ghana’s Initial Teacher Education Programme. Creative Education, 12(04), 848–864. https://doi.org/10.4236/ce.2021.124061 DOI: https://doi.org/10.4236/ce.2021.124061

Astuti, T. N., Sugiyarto, K. H., & Ikhsan, J. (2019). Using Virtual Reality Towards Students’scientific Attitude In Chemical Bonding. European Journal of Education Studies. https://doi.org/10.5281/ZENODO.2958411

Aufa, M. N., Hadi, S., Syahmani, Hasbie, M., Fitri, M., Saputra, M. A., & Isnawati. (2021). Profile of students’ critical thinking, creativity, and collaboration skills on environmental pollution material. Journal of Physics: Conference Series, 1760(1), 012027. https://doi.org/10.1088/1742-6596/1760/1/012027 DOI: https://doi.org/10.1088/1742-6596/1760/1/012027

Azmi, U., Safrijal, & Rahmi, M. (2024). Analysis of 4C Skills (Critical Thinking, Creativity and Innovation, Collaboration, and Communication) of Physics Education Students In Facing the Industrial Revolution 4.0. Jurnal Penelitian Pendidikan IPA, 10(2), 695–703. https://doi.org/10.29303/jppipa.v10i2.5584 DOI: https://doi.org/10.29303/jppipa.v10i2.5584

Bachnik, K., Moll, I., & Montaña, J. (2022). Collaborative spaces: At the intersection of design and management. Journal of Enterprising Communities: People and Places in the Global Economy, 16(1), 26–45. https://doi.org/10.1108/JEC-08-2021-0128 DOI: https://doi.org/10.1108/JEC-08-2021-0128

Berglund, T., Gericke, N., Boeve-de Pauw, J., Olsson, D., & Chang, T.-C. (2020). A cross-cultural comparative study of sustainability consciousness between students in Taiwan and Sweden. Environment, Development and Sustainability, 22(7), 6287–6313. https://doi.org/10.1007/s10668-019-00478-2 DOI: https://doi.org/10.1007/s10668-019-00478-2

Chang, C. Y., Yang, C. L., Jen, H. J., Ogata, H., & Hwang, G. H. (2024). Facilitating nursing and health education by incorporating ChatGPT into learning designs. Educational Technology & Society, 27(1). https://doi.org/10.30191/ETS.202401_27(1).TP02

Chen, Y.-C. (2006). A study of comparing the use of augmented reality and physical models in chemistry education. Proceedings of the 2006 ACM International Conference on Virtual Reality Continuum and Its Applications, 369–372. https://doi.org/10.1145/1128923.1128990 DOI: https://doi.org/10.1145/1128923.1128990

Cicconi, P. (2020). Eco-design and Eco-materials: An interactive and collaborative approach. Sustainable Materials and Technologies, 23, e00135. https://doi.org/10.1016/j.susmat.2019.e00135 DOI: https://doi.org/10.1016/j.susmat.2019.e00135

D’Itria, E., Pei, X., & Bertola, P. (2024). Designing Sustainability Today: An Analytical Framework for a Design for Sustainability Model in European Fashion and Furniture Industries. Sustainability, 16(8), 3240. https://doi.org/10.3390/su16083240 DOI: https://doi.org/10.3390/su16083240

Fauzi, W. N. A., Wuryandani, W., & Supartinah. (2025). Creative thinking in global primary education: Pedagogical innovations and learning outcomes through an integrated bibliometric and systematic review. Social Sciences & Humanities Open, 12, 102216. https://doi.org/10.1016/j.ssaho.2025.102216 DOI: https://doi.org/10.1016/j.ssaho.2025.102216

Ferrell, J. B., Campbell, J. P., McCarthy, D. R., McKay, K. T., Hensinger, M., Srinivasan, R., Zhao, X., Wurthmann, A., Li, J., & Schneebeli, S. T. (2019). Chemical Exploration with Virtual Reality in Organic Teaching Laboratories. Journal of Chemical Education, 96(9), 1961–1966. https://doi.org/10.1021/acs.jchemed.9b00036 DOI: https://doi.org/10.1021/acs.jchemed.9b00036

Gorny-Wegrzyn, E., & Perry, B. (2021). Inspiring Educators and a Pedagogy of Kindness: A Reflective Essay. Creative Education, 12(01), 220–230. https://doi.org/10.4236/ce.2021.121017 DOI: https://doi.org/10.4236/ce.2021.121017

Güneyli, A., Burgul, N. S., Dericioğlu, S., Cenkova, N., Becan, S., Şimşek, Ş. E., & Güneralp, H. (2024). Exploring Teacher Awareness of Artificial Intelligence in Education: A Case Study from Northern Cyprus. European Journal of Investigation in Health, Psychology and Education, 14(8), 2358–2376. https://doi.org/10.3390/ejihpe14080156 DOI: https://doi.org/10.3390/ejihpe14080156

Hamilton, D., McKechnie, J., Edgerton, E., & Wilson, C. (2021). Immersive virtual reality as a pedagogical tool in education: A systematic literature review of quantitative learning outcomes and experimental design. Journal of Computers in Education, 8(1), 1–32. https://doi.org/10.1007/s40692-020-00169-2 DOI: https://doi.org/10.1007/s40692-020-00169-2

Hapsari, T. B., Qurotianti, A., Winata, A. P., & Ramawati, Y. (2024). Bibliometric analysis of research trends on sustainable development goals during the Covid-19 pandemic in Indonesia. SN Social Sciences, 4(2), 21. https://doi.org/10.1007/s43545-023-00820-6 DOI: https://doi.org/10.1007/s43545-023-00820-6

Hermawan, I. M. S., Suwono, H., Paraniti, A. A. I., & Wimuttipanya, J. (2022). Student’s environmental literacy: An educationalprogram reflections for sustainable environment. JPBI (Jurnal Pendidikan Biologi Indonesia), 8(1), 1–9. https://doi.org/10.22219/jpbi.v8i1.16889 DOI: https://doi.org/10.22219/jpbi.v8i1.16889

Issa, S. A., & El-Sabagh, H. A. (2026). Design an adaptive e-learning environment based on personalized factors and its impact on the development of students’ metacognitive thinking skills. Frontiers in Education, 11, 1765181. https://doi.org/10.3389/feduc.2026.1765181 DOI: https://doi.org/10.3389/feduc.2026.1765181

Liu, Y.-L. E., Lee, T.-P., & Huang, Y.-M. (2023). Enhancing university students’ creative confidence, learning motivation, and team creative performance in design thinking using a digital visual collaborative environment. Thinking Skills and Creativity, 50, 101388. https://doi.org/10.1016/j.tsc.2023.101388 DOI: https://doi.org/10.1016/j.tsc.2023.101388

Lu, Y., Xu, Y., & Zhu, X. (2021). Designing and Implementing VR2 E2 C, a Virtual Reality Remote Education for Experimental Chemistry System. Journal of Chemical Education, 98(8), 2720–2725. https://doi.org/10.1021/acs.jchemed.1c00439 DOI: https://doi.org/10.1021/acs.jchemed.1c00439

Marini, A., Safitri, D., Niladini, A., Zahari, M., Dewiyani, L., & Muawanah, U. (2025). Developing a website integrated with project-based learning: Evidence of stimulating creativity among elementary school students in Indonesia. Social Sciences & Humanities Open, 11, 101402. https://doi.org/10.1016/j.ssaho.2025.101402 DOI: https://doi.org/10.1016/j.ssaho.2025.101402

Maruf, A. S., Wahyu, W., & Sopandi, W. (2020). Colloidal Learning Design using Radec Model with Stem Approach Based Google Classroom to Develop Student Creativity. Journal of Educational Sciences, 4(4), 758. https://doi.org/10.31258/jes.4.4.p.758-765 DOI: https://doi.org/10.31258/jes.4.4.p.758-765

Moody-Marshall, R. (2023). An investigation of environmental awareness and practice among a sample of undergraduate students in Belize. Environmental Education Research, 29(7), 911–928. https://doi.org/10.1080/13504622.2022.2079613 DOI: https://doi.org/10.1080/13504622.2022.2079613

Park, S. (2020). Rethinking design studios as an integrative multi-layered collaboration environment. Journal of Urban Design, 25(4), 523–550. https://doi.org/10.1080/13574809.2020.1734449 DOI: https://doi.org/10.1080/13574809.2020.1734449

Pedroso, J. E., Tubola, L. F. A., & Aquidado, E. J. (2023). Facebook Messenger: As Means of Communication for Academic Inquiries. Journal of Digital Learning and Distance Education, 2(2), 491–505. https://doi.org/10.56778/jdlde.v2i2.116 DOI: https://doi.org/10.56778/jdlde.v2i2.116

Rahman, M. A., Handrianto, C., Kenedi, A. K., Ilhami, A., & Ghafar, Z. N. (2024). Exploring the Interplay between Writing Practices and Identity Formation in Academic Contexts. Journal of Digital Learning And Distance Education, 2(12), 838–848. https://doi.org/10.56778/jdlde.v2i12.238 DOI: https://doi.org/10.56778/jdlde.v2i12.238

Serdyukov, P. (2017). Innovation in education: What works, what doesn’t, and what to do about it? Journal of Research in Innovative Teaching & Learning, 10(1), 4–33. https://doi.org/10.1108/JRIT-10-2016-0007 DOI: https://doi.org/10.1108/JRIT-10-2016-0007

Sinuraya, J., Motlan, Mihardi, S., & S, A. H. (2024). Implementation of Inquiry Learning Based on Creativity and Science Process Skills. Jurnal Penelitian Pendidikan IPA, 10(7), 3650–3655. https://doi.org/10.29303/jppipa.v10i7.8008 DOI: https://doi.org/10.29303/jppipa.v10i7.8008

Skjelstad Fredagsvik, M. (2022). Student approaches to creative processes when participating in an open-ended project in science. International Journal of Science Education, 44(10), 1583–1600. https://doi.org/10.1080/09500693.2022.2087239 DOI: https://doi.org/10.1080/09500693.2022.2087239

Skrbinjek, V., Vičič Krabonja, M., Aberšek, B., & Flogie, A. (2024). Enhancing Teachers’ Creativity with an Innovative Training Model and Knowledge Management. Education Sciences, 14(12), 1381. https://doi.org/10.3390/educsci14121381 DOI: https://doi.org/10.3390/educsci14121381

Sutantri, N., Sopandi, W., Wahyu, W., & Latip, A. (2023). Model Pembelajaran RADEC (Read, Answer, Discuss, Explain, and Create) Ditinjau dari Perspektif Pembentukan Profil Pelajar Pancasila. EduMatSains : Jurnal Pendidikan, Matematika Dan Sains, 7(2), 254–269. https://doi.org/10.33541/edumatsains.v7i2.4045 DOI: https://doi.org/10.33541/edumatsains.v7i2.4045

Thornhill-Miller, B., Camarda, A., Mercier, M., Burkhardt, J.-M., Morisseau, T., Bourgeois-Bougrine, S., Vinchon, F., El Hayek, S., Augereau-Landais, M., Mourey, F., Feybesse, C., Sundquist, D., & Lubart, T. (2023). Creativity, Critical Thinking, Communication, and Collaboration: Assessment, Certification, and Promotion of 21st Century Skills for the Future of Work and Education. Journal of Intelligence, 11(3), 54. https://doi.org/10.3390/jintelligence11030054 DOI: https://doi.org/10.3390/jintelligence11030054

Wahyu, W., Kurnia, & Eli, R. N. (2016). Using problem-based learning to improve students’ creative thinking skills on water purification. In AIP Conference Proceedings (Vol. 1708, No. 1, p. 040008). AIP Publishing LLC. https://doi.org/10.1063/1.4941158 DOI: https://doi.org/10.1063/1.4941158

Wahyu, W., & Kusrijadi, A. (2022). Analysis of The Creativity of Senior High School Students Through The C-R-E-A-T-E Learning Model. Jurnal Pendidikan MIPA, 23(4), 1673–1682. https://doi.org/10.23960/jpmipa/v23i4.pp1673-1682 DOI: https://doi.org/10.23960/jpmipa/v23i4.pp1673-1682

Wu, Y. J., Wu, C.-H., & Peng, K.-L. (2025). Effects of Creativity Styles on Learning Engagement and Motivation in STEAM Education. Sustainability, 17(6), 2755. https://doi.org/10.3390/su17062755 DOI: https://doi.org/10.3390/su17062755

Wulandari, W., Wahyu, W., & Sopandi, W. (2020). Students’ Creativity in Creating Aromatherapy Candle using Petroleum Learning Design with Radec Model. Journal of Educational Sciences, 4(4), 813. https://doi.org/10.31258/jes.4.4.p.813-820 DOI: https://doi.org/10.31258/jes.4.4.p.813-820

Yohana, I., Sopandi, W., & Wahyu, W. (2022). The Urgency of Implementation RADEC Learning Model to Understanding of Three Levels Representation in Chemistry Learning: Literature Review. Journal of Educational Sciences, 6(2), 286. https://doi.org/10.31258/jes.6.2.p.286-293 DOI: https://doi.org/10.31258/jes.6.2.p.286-293

Zidny, R., Solfarina, S., Aisyah, R. S. S., & Eilks, I. (2021). Exploring Indigenous Science to Identify Contents and Contexts for Science Learning in Order to Promote Education for Sustainable Development. Education Sciences, 11(3), 114. https://doi.org/10.3390/educsci11030114 DOI: https://doi.org/10.3390/educsci11030114

Author Biographies

Wawan Wahyu, Universitas Pendidikan Indonesia

Author Origin : Indonesia

Rosi Oktiani, Universitas Pendidikan Indonesia

Author Origin : Indonesia

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How to Cite

Wahyu, W., & Oktiani, R. (2026). Effectiveness of C-R-E-A-T-E Model based on Deep Learning, ESD, and AI to Build High School Students’ Multiple Creativity in Green Chemistry. Jurnal Penelitian Pendidikan IPA, 12(6), 680–688. https://doi.org/10.29303/jppipa.v12i6.15238