Carbon Emission Project through Deep Learning: A Strategy for Developing Students’ Competencies and Environmental Care Attitude
DOI:
10.29303/jppipa.v12i4.14406Published:
2026-04-25Downloads
Abstract
Education on climate change has become a national priority in response to the increasing impacts of global warming and the low level of students’ competencies and environmental awareness. This study aimed to analyse the effect of a project-based deep learning approach on students’ competencies and environmental care attitudes through a Deep Learning–Carbon Emission Project (DL-CEP). This study employed a mixed-methods approach with a one-group pretest–posttest design involving 36 tenth-grade students at SMA Juara Wirautama, Indramayu, Indonesia. Research instruments included competency tests, environmental care attitude questionnaires, project assessment rubrics, observations, and interviews with the science teacher. Quantitative data were analysed using paired-samples t-tests and Wilcoxon tests, along with effect size calculations, while qualitative data were analysed thematically. The results revealed a significant improvement in students’ competencies, with mean scores increasing from 65.07 to 89.93 (Z = −5.014; p < 0.05) and an effect size of 0.836, categorised as a very large effect. Environmental care attitudes also showed a significant increase, from a mean score of 66 to 79, based on the paired sample t-test results (t = −9.372; p < 0.05) with a Cohen’s d value of 1.562, indicating a very large effect. Qualitative findings supported the quantitative results by demonstrating the emergence of mindful, meaningful, and joyful learning experiences. It can be concluded that the DL-CEP approach is highly effective in enhancing students’ competencies and environmental care attitudes and has strong potential as an interdisciplinary cocurricular learning model to support sustainable education.
Keywords: carbon emissions project; climate change education; deep learning; student competence, environmental care attitude.
Keywords:
Carbon emissions project Climate change education Deep learning environmental care attitude Student competenceReferences
Akbar, I., Saputro, S., & Masykuri, M. (2024). Critical Thinking in Science Learning Research Tren From 2014-2024: A Systematic Literature Review. Jurnal Penelitian Pendidikan IPA, 10(12 SE-Review), 1049–1059. https://doi.org/10.29303/jppipa.v10i12.8892
Aprianto, E., Purwati, O., & Anam, S. (2020). Multimedia-Assisted Learning in a Flipped Classroom: A Case Study of Autonomous Learning on EFL University Students. International Journal of Emerging Technologies in Learning, 15(24), 114–127. https://doi.org/10.3991/ijet.v15i24.14017
Arista Asih, R., & Halisiana, H. T. (2022). Enhancing students’ speaking skill through a game-based learning innovation of a family game show. JINoP ( Jurnal Inovasi Pembelajaran ), 8(c), 121–138. http://ejournal.umm.ac.id/index.php/jinop
Arlistiani, S., & Surbakti, A. (2020). Pengaruh Pembelajaran Pencemaran Lingkungan Secara Online Terhadap Sikap Peduli Pada Heritage TNBBS. Jurnal Bioterdidik: Wahana Ekspresi Ilmiah, 8, 1–8. https://doi.org/10.23960/jbt.v8i3.21418
Bell, S. (2010). Project-Based Learning for the 21st Century: Skills for the Future. The Clearing House: A Journal of Educational Strategies, Issues and Ideas, 83(2), 39–43. https://doi.org/10.1080/00098650903505415
Cohen, J. (n.d.). Statistical Power Analysis for the Behavioral Sciences (D. of Psychology & N. Y. University (eds.); Second Edi). Lawrence Erlbaum Associates, Publishers. Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Lawrence Erlbaum Associates.
Creswell, J. W., & Creswell, J. D. (2018). Research Design: Qualitative, Quantitative, and Mixed Methods Approaches. SAGE Publications. https://us.sagepub.com/en-us/nam/research-design/book255675
Damayanti, M., Tyas, W. P., & Ningtyas, L. C. P. (2022). Community Based Integrated Sustainable Waste Management in Lerep Tourism Village. Iop Conference Series Earth and Environmental Science, 1098(1), 12051. https://doi.org/10.1088/1755-1315/1098/1/012051
Dirga, A., Setiawan, T., & Breliastiti, R. (2024). Analisis Jejak Karbon Dalam Proses Pembelajaran Kelas. Owner, 8(3), 2064–2075. https://doi.org/10.33395/owner.v8i3.2144
Fahri, A., Kumalasari, D., & Triansyah, F. A. (2023). Unleashing Excellence: Nurturing Student Character Through the P5 Project in the Integrated Islamic School Network. Eğitim Felsefesi Ve Sosyolojisi Dergisi, 4(1), 1–17. https://doi.org/10.29329/jeps.2023.561.1
Fahri, A., Yuliantri, R. D. A., Khoiriyah, F., & Triansyah, F. A. (2023). Creating Students With Superior Character: Implementation of P5 Project in Mobilizing Schools. Qalamuna Jurnal Pendidikan Sosial Dan Agama, 15(2), 627–640. https://doi.org/10.37680/qalamuna.v15i2.2800
Fatmawati, B., Wazni, M. K., & Husnawati, N. (2021). The Study of Worksheets Based on Creative Problem Solving for Biology Subjects. Jurnal Penelitian Pendidikan IPA, 7(4 SE-Research Articles), 701–706. https://doi.org/10.29303/jppipa.v7i4.831
Feriyanto, F., & Anjariyah, D. (2024). Deep Learning Approach Through Meaningful, Mindful, and Joyful Learning: A Library Research. Electronic Journal of Education Social Economics and TechnolFeriyanto, F., & Anjariyah, D. (2024). Deep Learning Approach Through Meaningful, Mindful, and Joyful Learning: A Library Research. Electronic Journal of Education Social Economics and Technology, 5(2), 208–212. https://doi.org/10.33122/ejeset.v5i2.321
Hidayat, A. G., & Haryati, T. (2025). P-ISSN E-ISSN. 9(2), 126–139.
Jayadi, J., Marini, A., & MS, Z. (2023). Implementation of the Independent Curriculum in Preparing the 21st Century Generation to Welcome the Era of Society 5.0. Jmie (Journal of Madrasah Ibtidaiyah Education), 7(1), 99. https://doi.org/10.32934/jmie.v7i1.523
Jayadiputra, E., Sapriya, S., Karim, A. A., & Rahmat, R. (2020). 21st Century Competences in Civic Education Curriculum of Indonesia. https://doi.org/10.2991/assehr.k.200320.019
Kemristek. (2024). Panduan Implementasi untuk Satuan Pendidikan (Anindito Aditomo (Kepala (ed.); 1st ed.). Badan Standar, Kurikulum, dan Asesmen Pendidikan (BSKAP) Kementerian Pendidikan, Kebudayaan, Riset, dan Teknologi Jakarta.
Kurniawati, D., Nursafitri, L., Kurniasih, A., & Fanny, A. M. (2024). Development of Project Learning Design to Strengthen the Profile of Pancasila and Rahmatan Lil ’Alamin Students for Madrasah Aliyah Students in East Lampung Regency. Buana Pendidikan Jurnal Fakultas Keguruan Dan Ilmu Pendidikan, 20(1), 1–10. https://doi.org/10.36456/bp.vol20.no1.a8600
Laily, Usman, A., & Hidayati, N. (2023). Penerapan Problem Based Learning (PBL) Berbantuan LKPD-QR Code Untuk Meningkatkan Hasil Belajar Pada Materi Keanekaragaman Hayati. Biology, 1(4), 1–12. https://doi.org/10.47134/biology.v1i4.1987
Mutiara, E., Suyanto, S., B, N. K. L., Laksita, G. D., & Zamzami, Z. (2024). Improving Critical Thinking Skills using Problem Based Learning: Systematic Literature Review. Jurnal Penelitian Pendidikan IPA, 10(12 SE-Review), 988–995. https://doi.org/10.29303/jppipa.v10i12.7872
Nazmi, H. B., Ratnasari, D., & Zakaria, A. R. (2023). Implementation of 21st Century Learning in the Independent Learning Curriculum at SD IT Islamic Center Deli Serdang. Educative, 1(2), 43–50. https://doi.org/10.37985/educative.v1i2.61
Nugraha, R. A., & Budimansyah, D. (2022). The Use Mobile Learning in Higher Education: What Were the Cause of Student’s Satisfaction on Civic Education Learning Use. https://doi.org/10.2991/assehr.k.220108.096
Prabasari, J. S., . M., & Wahyuningsih, D. (2021). Development of Electronic Modules (E-Modules) Based on Problem Based Learning on Additives and Addictive Substances to Improve Students’ Critical Thinking Ability. Jurnal Penelitian Pendidikan IPA, 7(SpecialIssue SE-Review), 312–319. https://doi.org/10.29303/jppipa.v7iSpecialIssue.1233
Prihantini, P., & Khoirunnisa, Q. (2023). Project Module for Strengthening the Profile of Pancasila Students in the Perspective of 21st-Century Learning Design Microsoft. Journal of Research in Instructional, 3(2), 231–241. https://doi.org/10.30862/jri.v3i2.277
Putri, D. K., Hidayah, R., & Yuwono, Y. D. (2023). Problem Based Learning: Improve Critical Thinking Skills for Long Life Learning. Jurnal Penelitian Pendidikan IPA, 9(7 SE-Research Articles), 5049–5054. https://doi.org/10.29303/jppipa.v9i7.4188
Putri, R. (2024). Inovasi Pendidikan dengan Menggunakan Model Deep Learning di Indonesia. 2(2), 69–77.
Qurniati, D., & Wahyudiati, D. (2023). Improving Students’ STEM Skills Through the Development of an E-Learning Chemistry Book Integrated With Sasak Local Wisdom. Jurnal Penelitian Pendidikan Ipa, 9(12), 11181–11188. https://doi.org/10.29303/jppipa.v9i12.6278
Rahmadita, N., Mubarok, H., & Prahani, B. K. (2021). Profile of Problem-based Learning (PBL) Model Assisted by PhET to Improve Critical Thinking Skills of High School Students in Dynamic Electrical Materials. Jurnal Penelitian Pendidikan IPA, 7(4 SE-Research Articles), 617–624. https://doi.org/10.29303/jppipa.v7i4.799
Ramdani, A., Jufri, A. W., Gunawan, G., Hadisaputra, S., & Zulkifli, L. (2019). Pengembangan Alat Evaluasi Pembelajaran IPA Yang Mendukung Ketrampilan Abad 21. Jurnal Penelitian Pendidikan IPA, 5(1 SE-Research Articles). https://doi.org/10.29303/jppipa.v5i1.221
Raup, dkk. (2022). Deep Learning dan Penerapannya dalam Pembelajaran. JIIP - Jurnal Ilmiah Ilmu Pendidikan, 5(9), 3258–3267. https://doi.org/10.54371/jiip.v5i9.805
Ridho, S., Ruwiyatun, R., Subali, B., & Marwoto, P. (2020). Analisis Kemampuan Berpikir Kritis Siswa Pokok Bahasan Klasifikasi Materi dan Perubahannya. Jurnal Penelitian Pendidikan IPA, 6(1 SE-Research Articles), 10–15. https://doi.org/10.29303/jppipa.v6i1.194
Rosa, Y. H. E., & Nawawi, E. (2023). School Ecosystem Based on the Implementation of Pancasila Values and Diversity in SMAN 5 Palembang. Ensiklopedia Jurnal Pendidikan Dan Inovasi Pembelajaran Saburai, 3(01), 48–55. https://doi.org/10.24967/esp.v3i01.2109
Saputri, K. S. (2024). Peran Literasi Lingkungan dalam Pendidikan Sekolah Menengah : Analisis Literatur The Role of Environmental Literacy in Secondary Education : A Literature Review Abstract : 21, 172–177.
Sugiyono. (2023). Metode Penelitian Kualitatif (Untuk penelitian yang bersifat: eksploratif, enterpretif, interaktif dan konstruktif). Metode Penelitian Kualitatif, 1–274. http://belajarpsikologi.com/metode-penelitian-kualitatif/
Susanti, S., Muaza, M., & Supian, S. (2023). Implementation of the Pancasila Student Profile Strengthening Project (P5) as an Effort to Strengthen the Character of Students. Jurnal Indonesia Sosial Teknologi, 4(10), 1795–1808. https://doi.org/10.59141/jist.v4i10.766
Tang, K. (2024). Climate Change Education in Indonesia’s Formal Education: A Policy Analysis. https://doi.org/10.21203/rs.3.rs-4147106/v1
Tosun, C., & Taşkesenligil, Y. (2013). The Effect of Problem-Based Learning on Undergraduate Students’ Learning About Solutions and Their Physical Properties and Scientific Processing Skills. Chemistry Education Research and Practice, 14(1), 36–50. https://doi.org/10.1039/c2rp20060k
Trilling, B., & Fadel, C. (2009). 21st Century Skills: Learning for Life in Our Times. Wiley. https://books.google.co.id/books?id=VUrAvc8OB1YC
Umam, Mushodikul , Poerwanti, Endang , Budiono, B. (2025). The Adiwiyata Program in Forming Enviromental Character in Elementary. Bencmarking, Uinsu, 318–332. http://dx.doi.org/10.30821/benchmarking.v9i2.25143
Wahyudiati, D., & Qurniati, D. (2022). Effect of Project-Based Learning on Pre-Service Chemistry Teachers’ Self-Efficacy and Critical Thinking Skills. Jurnal Penelitian Pendidikan Ipa, 8(5), 2307–2311. https://doi.org/10.29303/jppipa.v8i5.1834
Warni, K., & Wulandari, dkk. (2022). Analisis Sikap Peduli Lingkungan Siswa Sekolah Dasar. Jurnal Basicedu, 6(2), 1645–1651. https://doi.org/10.31004/basicedu.v6i2.2197
Wiandani, M. A. (2025). Telaah Konseptual: Deep Learning Sebagai Paradigma Pembelajaran Generasi Alpha Dan Beta Dalam Pendidikan Islam. Strategy Jurnal Inovasi Strategi Dan Model Pembelajaran, 5(4), 810–819. https://doi.org/10.51878/strategi.v5i4.8581
Wildan Hakim, dkk. (2020). Pengetahuan, Sikap, dan Perilaku Remaja di Pulau Lombok Terhadap Isu Pemanasan Global. Jurnal Penelitian Pendidikan IPA, 6(1), 45–51. https://doi.org/10.29303/jppipa.v6i1.319
Wisman, Y., & Santoso, J. (2024). Pendidikan Lingkungan Hidup Untuk Meningkatkan Ecoliteracy Siswa. Jurnal Ilmiah Kanderang Tingang, 15(1), 29–39. https://doi.org/10.37304/jikt.v15i1.302
Yuliana, D. (2018). Tingkat Emisi Gas Rumah Kaca di Kabupaten Indramayu. Jurnal Sains Dan Teknologi Mitigasi Bencana, 12, 1. https://doi.org/10.29122/jstmb.v12i2.2098
Zawacki-Richter, O., Marín, V. I., Bond, M., & Gouverneur, F. (2019). Systematic review of research on artificial intelligence applications in higher education – where are the educators? International Journal of Educational Technology in Higher Education, 16(1), 39. https://doi.org/10.1186/s41239-019-0171-0
Zubaidah, S. (2020). Keterampilan Abad Ke-21: Keterampilan yang Diajarkan Melalui Pembelajaran. Online. 2, 1–17. https://www.researchgate.net/publication/318013627
License
Copyright (c) 2026 Uswatun Khasanah, Budiono, Ria Arista Asih

This work is licensed under a Creative Commons Attribution 4.0 International License.
Authors who publish with Jurnal Penelitian Pendidikan IPA, agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution 4.0 International License (CC-BY License). This license allows authors to use all articles, data sets, graphics, and appendices in data mining applications, search engines, web sites, blogs, and other platforms by providing an appropriate reference. The journal allows the author(s) to hold the copyright without restrictions and will retain publishing rights without restrictions.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial publication in Jurnal Penelitian Pendidikan IPA.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access).






