The Effect of the Problem Based Learning Model with Deep Learning Approach on Students’ Sustainability Literacy in Renewable Energy Materials

Authors

  • Adelia Dwi Pratiwi Universitas Sebelas Maret
  • Riezky Maya Probosari Universitas Sebelas Maret
  • Lina Mahardiani Universitas Sebelas Maret
  • Nurma Yunita Indriyanti Universitas Sebelas Maret
  • Muhammad Nur Hudha Universitas Sebelas Maret
  • Kadek Dwi Hendratma Gunawan Universitas Sebelas Maret

DOI:

https://doi.org/10.17977/um065.v7.i3.2027.3

Keywords:

Deep learning approach, Problem based learning, Sustainability literacy

Abstract

Students’ sustainability literacy remains relatively low due to teacher-centered learning and the limited implementation of contextual and meaningful learning approaches. At the same time, the demands of 21st-century education require instructional models that can enhance students’ sustainability literacy. This study aimed to examine the effect of Problem Based Learning (PBL) integrated with a deep learning approach on students’ sustainability literacy. A quantitative method with a quasi-experimental design was employed. The sample consisted of 31 students in the experimental class and 32 students in the control class. Data were collected using a four-tier diagnostic test, observation sheets, and a sustainability literacy questionnaire. The data were analyzed using the Kolmogorov–Smirnov normality test, Levene’s homogeneity test, Independent Samples t-test, and N-gain analysis. The hypothesis test produced a Sig. (2-tailed) value of 0.000, which was below 0.05. This result indicates that the instructional intervention had a significant effect on students’ sustainability literacy. The improvement in sustainability literacy in the experimental class was higher than that in the control class, with an average N-gain score of 0.7635 categorized as high, while the control class obtained an average N-gain score of 0.5945 categorized as moderate. Therefore, the findings indicate that the PBL model integrated with a deep learning approach significantly improves students’ sustainability literacy on renewable energy materials.

References

Amin, S., Utaya, S., Bachri, S., & Susilo, S. (2020). Effect of problem-based learning on critical thinking skills and environmental attitude. Journal for the Education of Gifted Young Scientists, 8(2), 743–755. https://doi.org/10.17478/jegys.650344

Arends, R. (2012). Learning to teach (9th ed.). McGraw-Hill.

Argaw, A. S., Haile, B. B., Ayalew, B. T., & Kuma, S. G. (2017). The effect of problem based learning (PBL) instruction on students’ motivation and problem solving skills of physics. Eurasia Journal of Mathematics, Science and Technology Education, 13(3), 857–871. https://doi.org/10.12973/eurasia.2017.00647a

Astra, I. M., & Suganda, Y. (2024). The effect of using worksheet based on a scientific approach assisted by scaffolding on high school student’s cognitive learning outcomes on temperature and heat material. Journal of Physics: Conference Series, 2866(1), 012103. https://doi.org/10.1088/1742-6596/2866/1/012103

Budhi, W., & Suwarni, S. (2019). Effect of problem based learning on critical thinking ability on science. Journal of Physics: Conference Series, 1175(1), 012135. https://doi.org/10.1088/1742-6596/1175/1/012135

Chen, C., An, Q., Zheng, L., & Guan, C. (2022). Sustainability literacy: Assessment of knowingness, attitude and behavior regarding sustainable development among students in China. Sustainability, 14(9), 4886. https://doi.org/10.3390/su14094886

Décamps, A., Barbat, G., Carteron, J. C., Hands, V., & Parkes, C. (2017). Sulitest: A collaborative initiative to support and assess sustainability literacy in higher education. The International Journal of Management Education, 15(2), 138–152. https://doi.org/10.1016/j.ijme.2017.02.006

Diamond, S., & Irwin, B. (2013). Using e-learning for student sustainability literacy: Framework and review. International Journal of Sustainability in Higher Education, 14(4), 338–348. https://doi.org/10.1108/IJSHE-09-2011-0060

Dubinsky, J. M., & Hamid, A. A. (2024). The neuroscience of active learning and direct instruction. Neuroscience & Biobehavioral Reviews, 163, 105737. https://doi.org/10.1016/j.neubiorev.2024.105737

García-Feijoo, M., Eizaguirre, A., & Rica-Aspiunza, A. (2020). Systematic review of sustainable-development-goal deployment in business schools. Sustainability, 12(1), 1–19. https://doi.org/10.3390/su12010440

Glavič, P. (2020). Identifying key issues of education for sustainable development. Sustainability, 12(16), 6500. https://doi.org/10.3390/su12166500

Hamidah, N., Hidayat, T., Sriyati, S., & Hadibarata, T. (2024). Assessing sustainability literacy in green school through citizen science project on biodiversity learning. Jurnal Inovasi Pendidikan IPA, 10(2), 150–159. https://doi.org/10.21831/jipi.v10i2.71283

Hattie, J. A. C., & Donoghue, G. M. (2016). Learning strategies: A synthesis and conceptual model. npj Science of Learning, 1(1), 1–13. https://doi.org/10.1038/npjscilearn.2016.13

Ihsan, F., Himawanto, D. A., & Suharno, S. (2025). Mapping the landscape of sustainability literacy research in the Indonesian technical and vocational education. Journal of Education and Learning (EduLearn), 19(1), 350–361. https://doi.org/10.11591/edulearn.v19i1.21789

Imandala, I., Li, R., & Supriyadi, A. (2019). Analysis of problem-based learning models by typology of knowledge Pollock and Cruz (1999). International Journal of Education and Learning, 1(1), 1–11. https://doi.org/10.31763/ijele.v1i1.12

Jong, T., Lazonder, A. W., Chinn, C. A., Fischer, F., Gobert, J., Hmelo-Silver, C. E., … Zacharia, Z. C. (2024). Beyond inquiry or direct instruction: Pressing issues for designing impactful science learning opportunities. Educational Research Review, 44, 100623. https://doi.org/10.1016/j.edurev.2024.100623

Kaltakci-Gurel, D., Eryilmaz, A., & McDermott, L. C. (2017). Development and application of a four-tier test to assess pre-service physics teachers’ misconceptions about geometrical optics. Research in Science & Technological Education, 35(2), 238–260. https://doi.org/10.1080/02635143.2017.1310094

Khahro, S. H., & Javed, Y. (2022). Key challenges in 21st century learning: A way forward towards sustainable higher educational institutions. Sustainability, 14(23), 16080. https://doi.org/10.3390/su142316080

Kotkas, T., Holbrook, J., & Rannikmäe, M. (2016). Identifying characteristics of science teaching/learning materials promoting students’ intrinsic relevance. Science Education International, 27(2), 194–216. https://eric.ed.gov/?id=EJ1104649

Kumar, V., Kumar, S., & Singh, R. (2024). Environmental socio-scientific issues as contexts in developing scientific literacy in science education: A systematic literature review. Social Sciences & Humanities Open, 9, 100765. https://doi.org/10.1016/j.ssaho.2023.100765

Lu, L., Mustakim, S. S., & Muhamad, M. M. (2025). A meta-analysis of the effectiveness of problem-based learning on critical thinking. European Journal of Educational Research, 14(3), 789–804. https://doi.org/10.12973/eu-jer.14.3.789

Marblestone, A. H., Wayne, G., & Kording, K. P. (2016). Toward an integration of deep learning and neuroscience. Frontiers in Computational Neuroscience, 10, 94. https://doi.org/10.3389/fncom.2016.00094

Marini, A., Muawanah, U., & Marfu, A. (2026). Enhancing critical thinking through problem-based learning: The role of student engagement and technology for education sustainability in Indonesia. Sustainable Futures, 11, 101846. https://doi.org/10.1016/j.sftr.2026.101846

Murray, P. E., & Cotgrave, A. J. (2007). Sustainability literacy: The future paradigm for construction education? Structural Survey, 25(1), 7–23. https://doi.org/10.1108/02630800710740949

Pozuelo-Muñoz, J., Calvo-Zueco, E., Ester, S., & Cascarosa-Salillas, E. (2023). Science skills development through problem-based learning in secondary education. Education Sciences, 13(11), 1096. https://doi.org/10.3390/educsci13111096

Rauschenbach, I., Keddis, R., & Davis, D. (2018). Poster development and presentation to improve scientific inquiry and broaden effective scientific communication skills. Journal of Microbiology & Biology Education, 19(1), 1–9. https://doi.org/10.1128/jmbe.v19i1.1511

Suhartono, S., Degeng, I. N., Suyitno, I., & Sulton, S. (2019). A comparison study: Effects of the group investigation model and direct instruction model toward science concept understanding. Jurnal Pendidikan IPA Indonesia, 8(2), 185–192. https://doi.org/10.15294/jpii.v8i2.18135

Valdez, J. E., & Bungihan, M. E. (2019). Problem-based learning approach enhances the problem solving skills in chemistry of high school students. Journal of Technology and Science Education, 9(3), 282–294. https://doi.org/10.3926/jotse.631

Warners, M., Walker, S. E., Bruyere, B. L., Tamlyn, K., & Zarestky, J. (2026). Bridging nature, well-being, and sustainability through experiential learning in higher education. Sustainability, 18(1), 154. https://doi.org/10.3390/su18010154

Winarto, Putri, A. F., Fahrezy, M., Arti, Y., Kristyaningrum, D. H., Rahayu, R., Ariyatun, & Hayu, W. R. R. (2025). How to improve students’ problem-solving skills and environmental awareness: A study of the impact of worksheet problem-based learning on local potential of landfills Bantul region. Multidisciplinary Science Journal, 7(12), 2025564. https://doi.org/10.31893/multiscience.2025564

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Published

31-08-2025

How to Cite

Pratiwi, A. D., Probosari, R. M., Mahardiani, L., Indriyanti, N. Y., Hudha, M. N., & Gunawan, K. D. H. (2025). The Effect of the Problem Based Learning Model with Deep Learning Approach on Students’ Sustainability Literacy in Renewable Energy Materials. Jurnal Pembelajaran, Bimbingan, Dan Pengelolaan Pendidikan, 7(3), 3. https://doi.org/10.17977/um065.v7.i3.2027.3

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