Integrating STEM, Problem-Based Learning, and Satellite Imagery in Earth and Environmental Physics Education: A Systematic Literature Review
DOI:
https://doi.org/10.47945/create.v1i1.3357Keywords:
STEM integration, problem-based learning, satellite imagery, spatial thinking, Systems Thinking, Earth And Environmental Education, Systematic Literature ReviewAbstract
Earth and environmental education is expected to help students understand complex planetary systems, yet its instruction often remains abstract and disconnected from real spatial data. The integration of STEM, Problem-Based Learning (PBL), and satellite imagery is frequently proposed as a solution, but the empirical basis for integrating all three components has not been systematically examined. This systematic literature review, reported with reference to PRISMA 2020, addresses three questions: how the three components are configured in practice, what outcomes are reported for spatial thinking, systems thinking, and conceptual understanding, and what evidence gaps remain. Peer-reviewed journal articles published from 2016–2026 were searched through Google Scholar, screened according to eligibility criteria, and analyzed through configuration mapping, thematic synthesis, and descriptive comparisons of reported statistics. Eight studies from Indonesia were included. None of the studies integrated all three components. The most frequent configuration was PBL combined with Google Earth imagery (three studies), and only one study explicitly operationalized a STEM design with an engineering component. Spatial thinking was the most frequently measured outcome, and experimental groups were reported to outperform comparison groups (e.g., mean posttest scores of 91.00 vs. 81.39 and 85.64 vs. 74.08; N-gain of 0.52 vs. 0.37). No study measured systems thinking, reported standardized effect sizes, or assessed retention. Several studies also used small samples, designs without control groups, or statistical tests whose appropriateness is questionable. Therefore, this review supports only the cautious conclusion that satellite-imagery-supported PBL is associated with improved spatial thinking. The claim that full STEM–PBL–satellite imagery integration improves systemic problem solving remains untested. This review also proposes a conceptual framework and research agenda to guide more rigorous future studies
References
Ainsworth, S. (2006). DeFT: A conceptual framework for considering learning with multiple representations. Learning and Instruction, 16(3), 183–198. https://doi.org/10.1016/j.learninstruc.2006.03.001
Al-Bukhori, L. A., & Purwanto, P. (2025). Mempertanyakan sepuluh tahun pengukuran kemampuan berpikir spasial dalam penelitian pendidikan geografi di Indonesia (2013–2023). Ganaya: Jurnal Ilmu Sosial dan Humaniora, 8(1), 349–372. https://doi.org/10.37329/ganaya.v8i1.3765
Ardianto, D., Permanasari, A., Firman, H., & Ramalis, T. R. (2019). Desain model STEM-FC pada perkuliahan geosains. Journal of Science Education and Practice, 3(1), 48–57. https://doi.org/10.33751/jsep.v3i1.2738
Assaraf, O. B.-Z., & Orion, N. (2005). Development of system thinking skills in the context of earth system education. Journal of Research in Science Teaching, 42(5), 518–560. https://doi.org/10.1002/tea.20061
Baker, T. R., Battersby, S., Bednarz, S. W., Bodzin, A. M., Kolvoord, B., Moore, S., Sinton, D., & Uttal, D. (2015). A research agenda for geospatial technologies and learning. Journal of Geography, 114(3), 118–130. https://doi.org/10.1080/00221341.2014.950684
Bramer, W. M., de Jonge, G. B., Rethlefsen, M. L., Mast, F., & Kleijnen, J. (2018). A systematic approach to searching: An efficient and complete method to develop literature searches. Journal of the Medical Library Association, 106(4), 531–541. https://doi.org/10.5195/jmla.2018.283
Buana, R. T., & Putra, A. K. (2023). Peningkatan kemampuan berpikir spasial: Implementasi model problem based learning melalui pendekatan self efficacy berbantuan WebGIS InaRISK. Journal of Education Action Research, 7(3), https://doi.org/10.23887/jear.v7i3.63881
Chen, B., Chen, J., Wang, M., Tsai, C.-C., & Kirschner, P. A. (2026). The effects of integrated STEM education on K12 students’ achievements: A meta-analysis. Review of Educational Research, 96(2), 619–668. https://doi.org/10.3102/00346543251318297
Clark, R. E. (1983). Reconsidering research on learning from media. Review of Educational Research, 53(4), 445–459. https://doi.org/10.3102/00346543053004445
Dannwolf, L., Matusch, T., Keller, J., Redlich, R., & Siegmund, A. (2020). Bringing Earth observation to classrooms—The importance of out-of-school learning places and e-learning. Remote Sensing, 12(19), Article 3117. https://doi.org/10.3390/rs12193117
Dochy, F., Segers, M., Van den Bossche, P., & Gijbels, D. (2003). Effects of problem-based learning: A meta-analysis. Learning and Instruction, 13(5), 533–568. https://doi.org/10.1016/S0959-4752(02)00025-7
English, L. D. (2016). STEM education K-12: Perspectives on integration. International Journal of STEM Education, 3, Article 3. https://doi.org/10.1186/s40594-016-0036-1
Gadeng, A. N., Urfan, F., Himayah, S., Furqan, M. H., Desfandi, M., & Azis, D. (2022). Inovasi pembelajaran geografi untuk materi penginderaan jauh di sekolah menengah atas. Majalah Geografi Indonesia, 36(2), 148–157. https://doi.org/10.22146/mgi.64988
Gusenbauer, M., & Haddaway, N. R. (2020). Which academic search systems are suitable for systematic reviews or meta-analyses? Evaluating retrieval qualities of Google Scholar, PubMed, and 26 other resources. Research Synthesis Methods, 11(2), 181–217. https://doi.org/10.1002/jrsm.1378
Hmelo-Silver, C. E. (2004). Problem-based learning: What and how do students learn? Educational Psychology Review, 16(3), 235–266. https://doi.org/10.1023/B:EDPR.0000034022.16470.f3
Hmelo-Silver, C. E., Duncan, R. G., & Chinn, C. A. (2007). Scaffolding and achievement in problem-based and inquiry learning: A response to Kirschner, Sweller, and Clark (2006). Educational Psychologist, 42(2), 99–107. https://doi.org/10.1080/00461520701263368
Hong, Q. N., Fàbregues, S., Bartlett, G., Boardman, F., Cargo, M., Dagenais, P., Gagnon, M.-P., Griffiths, F., Nicolau, B., O’Cathain, A., Rousseau, M.-C., Vedel, I., & Pluye, P. (2018). The Mixed Methods Appraisal Tool (MMAT) version 2018 for information professionals and researchers. Education for Information, 34(4), 285–291. https://doi.org/10.3233/EFI-180221
Ishikawa, T., & Kastens, K. A. (2005). Why some students have trouble with maps and other spatial representations. Journal of Geoscience Education, 53(2), 184–197. https://doi.org/10.5408/1089-9995-53.2.184
Jo, I., & Bednarz, S. W. (2009). Evaluating geography textbook questions from a spatial perspective: Using concepts of space, tools of representation, and cognitive processes to evaluate spatiality. Journal of Geography, 108(1), 4–13. https://doi.org/10.1080/00221340902758401
Jonassen, D. H. (2000). Toward a design theory of problem solving. Educational Technology Research and Development, 48(4), 63–85. https://doi.org/10.1007/BF02300500
Kelley, T. R., & Knowles, J. G. (2016). A conceptual framework for integrated STEM education. International Journal of STEM Education, 3, Article 11. https://doi.org/10.1186/s40594-016-0046-z
Kirschner, P. A., Sweller, J., & Clark, R. E. (2006). Why minimal guidance during instruction does not work: An analysis of the failure of constructivist, discovery, problem-based, experiential, and inquiry-based teaching. Educational Psychologist, 41(2), 75–86. https://doi.org/10.1207/s15326985ep4102_1
Kirschner, P. A., Sweller, J., Kirschner, F., & Zambrano R., J. (2018). From cognitive load theory to collaborative cognitive load theory. International Journal of Computer-Supported Collaborative Learning, 13(2), 213–233. https://doi.org/10.1007/s11412-018-9277-y
Lazonder, A. W., & Harmsen, R. (2016). Meta-analysis of inquiry-based learning: Effects of guidance. Review of Educational Research, 86(3), 681–718. https://doi.org/10.3102/0034654315627366
Lee, J., & Bednarz, R. (2009). Effect of GIS learning on spatial thinking. Journal of Geography in Higher Education, 33(2), 183–198. https://doi.org/10.1080/03098260802276714
Margot, K. C., & Kettler, T. (2019). Teachers’ perception of STEM integration and education: A systematic literature review. International Journal of STEM Education, 6, Article 2. https://doi.org/10.1186/s40594-018-0151-2
Markowitz, D. M., Laha, R., Perone, B. P., Pea, R. D., & Bailenson, J. N. (2018). Immersive virtual reality field trips facilitate learning about climate change. Frontiers in Psychology, 9, Article 2364. https://doi.org/10.3389/fpsyg.2018.02364
Martín-Páez, T., Aguilera, D., Perales-Palacios, F. J., & Vílchez-González, J. M. (2019). What are we talking about when we talk about STEM education? A review of literature. Science Education, 103(4), 799–822. https://doi.org/10.1002/sce.21522
Merritt, J., Lee, M. Y., Rillero, P., & Kinach, B. M. (2017). Problem-based learning in K–8 mathematics and science education: A literature review. Interdisciplinary Journal of Problem-Based Learning, 11(2), Article 3. https://doi.org/10.7771/1541-5015.1674
Mishra, P., & Koehler, M. J. (2006). Technological pedagogical content knowledge: A framework for teacher knowledge. Teachers College Record, 108(6), 1017–1054. https://doi.org/10.1111/j.1467-9620.2006.00684.x
Muhammad, I. (2025). SDGs learning using interactive web-based satellite imagery at SMAN 15 Semarang. Journal of Geosciences and Environmental Studies, 2(3), https://doi.org/10.53697/ijgaes.v2i3.4977
Nurcahyo, A. D., & Winanti, E. T. (2021). Pengaruh model problem based learning terintegrasi pendekatan induktif terhadap kemampuan berpikir spasial dan pengetahuan siswa pada materi mitigasi bencana. Jurnal Pendidikan Geografi: Kajian, Teori, dan Praktek dalam Bidang Pendidikan dan Ilmu Geografi, 26(1), 41–47. https://doi.org/10.17977/um017v26i12021p041
Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., … Moher, D. (2021). The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ, 372, Article n71. https://doi.org/10.1136/bmj.n71
Putra, N., Asrizal, A., & Usmeldi, U. (2023). Meta-analisis pengaruh STEM pada pembelajaran fisika terhadap pemahaman konsep dan keterampilan berpikir kreatif siswa. INKUIRI: Jurnal Pendidikan IPA, 12(3), 228–239. https://doi.org/10.20961/inkuiri.v12i3.79314
Salam, R. S., Nurfaika, N., Koem, S., & Rubama, F. (2023). Kemampuan berpikir spasial peserta didik menggunakan citra Google Earth pada mata pelajaran geografi di SMA Negeri 2 Gorontalo. Geosfera: Jurnal Penelitian Geografi, 2(2), 56–61. https://doi.org/10.37905/geojpg.v2i2.22569
Savery, J. R. (2006). Overview of problem-based learning: Definitions and distinctions. Interdisciplinary Journal of Problem-Based Learning, 1(1), 9–20. https://doi.org/10.7771/1541-5015.1002
Seminar, Y., Laiskhanov, S., Issakov, Y., & Gajić, T. (2026). A systematic review of geographical education of students through STEM. Frontiers in Education, 11, Article 1737076. https://doi.org/10.3389/feduc.2026.1737076
Strobel, J., & van Barneveld, A. (2009). When is PBL more effective? A meta-synthesis of meta-analyses comparing PBL to conventional classrooms. Interdisciplinary Journal of Problem-Based Learning, 3(1), 44–58. https://doi.org/10.7771/1541-5015.1046
Suasti, Y., & Aini, Z. M. (2025). Pengaruh penggunaan media “Google Earth” berbasis model pembelajaran problem based learning untuk meningkatkan berpikir spasial siswa pada mata pelajaran geografi di SMA N 5 Bukittinggi. Pendas: Jurnal Ilmiah Pendidikan Dasar, 10(2), 123–137. https://doi.org/10.23969/jp.v10i02.23918
Suasti, Y., & Shafira, M. I. (2025). Pengaruh penerapan media “Google Earth” berbasis model pembelajaran problem base learning untuk meningkatkan berfikir spasial siswa pada mata pelajaran geografi di SMA N 2 Pariaman. Pendas: Jurnal Ilmiah Pendidikan Dasar, 10(2), 211–222. https://doi.org/10.23969/jp.v10i02.23919
Sweller, J. (1988). Cognitive load during problem solving: Effects on learning. Cognitive Science, 12(2), 257–285. https://doi.org/10.1207/s15516709cog1202_4
Thomas, J., & Harden, A. (2008). Methods for the thematic synthesis of qualitative research in systematic reviews. BMC Medical Research Methodology, 8, Article 45. https://doi.org/10.1186/1471-2288-8-45
Uttal, D. H., Meadow, N. G., Tipton, E., Hand, L. L., Alden, A. R., Warren, C., & Newcombe, N. S. (2013). The malleability of spatial skills: A meta-analysis of training studies. Psychological Bulletin, 139(2), 352–402. https://doi.org/10.1037/a0028446
Wai, J., Lubinski, D., & Benbow, C. P. (2009). Spatial ability for STEM domains: Aligning over 50 years of cumulative psychological knowledge solidifies its importance. Journal of Educational Psychology, 101(4), 817–835. https://doi.org/10.1037/a0016127
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Gina Raudatu Jannah, Wahyuni Bustani

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
CREAT: Contemporary Research in Education and Teaching publishes all articles under the Creative Commons Attribution–ShareAlike 4.0 International License (CC BY-SA 4.0) . This licensing policy supports the principles of open access, scholarly communication, knowledge dissemination, academic collaboration, and the responsible reuse of published research.
The application of the CC BY-SA 4.0 license allows readers, researchers, educators, institutions, and other users to access, reuse, share, and adapt the scholarly works published by CREAT: Contemporary Research in Education and Teaching, subject to the terms and conditions of the license. The policy is intended to maximize the accessibility and impact of scholarly knowledge while ensuring that the contributions of the original authors and the journal are properly recognized.
Under the Creative Commons Attribution–ShareAlike 4.0 International License (CC BY-SA 4.0), users are granted permission to copy, reproduce, distribute, display, perform, remix, transform, and build upon the published material in any medium or format. These permissions may be exercised for both non-commercial and commercial purposes, provided that the applicable requirements of the license are fulfilled.
The license is designed to facilitate the broad dissemination and reuse of scholarly knowledge while maintaining appropriate attribution to the original author(s) and publication. Users are responsible for ensuring that their use of the material complies with the terms of the CC BY-SA 4.0 license and applicable laws.
The CC BY-SA 4.0 license permits users to undertake the following activities:
Share: Users may copy and redistribute the published material in any medium or format. This includes sharing the work through educational platforms, institutional repositories, academic databases, websites, digital libraries, and other lawful channels.
Adapt: Users may remix, transform, translate, modify, and build upon the published material for any purpose, including commercial purposes, provided that appropriate attribution is given and the resulting adapted material is distributed in accordance with the ShareAlike requirement.
These permissions are granted for the duration of applicable copyright and related rights, subject to compliance with the conditions of the CC BY-SA 4.0 license.
Any reproduction, distribution, reuse, adaptation, translation, or other permitted use of material published by CREAT: Contemporary Research in Education and Teaching must provide appropriate credit to the original author(s).
Attribution should identify, where reasonably practicable, the name of the author(s), the title of the work, the journal in which the work was published, and the original publication or source. Users should also provide a link to the original work when such a link is reasonably available.
Users must provide a link to the CC BY-SA 4.0 license and clearly indicate whether any changes were made to the original material.
Attribution may be provided in any reasonable manner appropriate to the medium, context, and method of reuse. However, attribution must not be presented in a manner that suggests that the original author(s), CREAT: Contemporary Research in Education and Teaching, or its publisher endorses the subsequent use, adaptation, or user.
A fundamental condition of the CC BY-SA 4.0 license is the ShareAlike requirement. When a user creates an adaptation, transformation, translation, remix, or other derivative work based on material published by CREAT: Contemporary Research in Education and Teaching, the resulting material must be distributed under the same CC BY-SA 4.0 license or under a license identified by Creative Commons as compatible with the ShareAlike requirement.
The ShareAlike requirement is intended to ensure that adaptations and derivative scholarly works remain available for further access, reuse, and development under terms that preserve the same essential freedoms granted by the original license.
Users may not distribute an adapted version under terms that prevent subsequent users from exercising the permissions granted by the applicable ShareAlike license.
Users may not apply legal terms, contractual conditions, digital rights management systems, technological protection measures, or other restrictions that legally prevent others from exercising the freedoms granted by the CC BY-SA 4.0 license.
Any redistribution or adaptation must preserve the rights and freedoms granted under the applicable license. Users are expected to avoid practices that unnecessarily restrict access to the licensed material or its lawful adaptations.
Authors retain copyright and other applicable rights in their scholarly works, subject to the terms of the publication agreement established with CREAT: Contemporary Research in Education and Teaching. Publication under the CC BY-SA 4.0 license does not, by itself, transfer copyright ownership from the author(s) to the journal.
The CC BY-SA 4.0 license provides the public with permissions to reuse and adapt the published work while preserving appropriate recognition of the original author(s). Authors remain responsible for ensuring that their submitted work complies with applicable copyright, intellectual property, ethical, and legal requirements.
Not all materials appearing within a published article are necessarily covered by the CC BY-SA 4.0 license. Third-party content, including photographs, figures, tables, instruments, datasets, illustrations, quotations, or other copyrighted materials, may be subject to separate copyright or licensing conditions.
Where third-party material is included in an article and is not covered by the journal's CC BY-SA 4.0 license, the applicable rights and licensing conditions should be identified appropriately. Users intending to reuse such material are responsible for determining whether additional permission is required and for obtaining authorization from the relevant rights holder when necessary.
Users are not required to comply with the CC BY-SA 4.0 license for material that is already in the public domain or where a particular use is permitted by an applicable copyright exception or limitation.
Such uses remain subject to the applicable laws, regulations, and legal provisions governing the material. The existence of the CC BY-SA 4.0 license does not eliminate or restrict rights that users may independently possess under applicable copyright law.
The CC BY-SA 4.0 license does not necessarily grant permission to use personal data, publicity rights, privacy rights, trademarks, patents, or other rights that may be relevant to a particular use of the published material. Users are responsible for determining whether additional rights or permissions are required for their intended use.
The license also does not constitute a warranty that all permissions necessary for every possible use have been granted. Users should independently evaluate the legal, ethical, and academic implications of their intended reuse.
Although the CC BY-SA 4.0 license permits extensive reuse and adaptation, all users are expected to maintain academic integrity and responsible scholarly practice. Reuse, translation, adaptation, redistribution, or incorporation of published material must not misrepresent the original authorship, research methodology, findings, interpretation, or conclusions.
Any substantial modification, translation, adaptation, or transformation of published material should be clearly identified so that readers can distinguish the original work from the subsequent contribution.
Users are encouraged to preserve accurate bibliographic information and provide sufficient attribution to enable readers to locate and consult the original publication.
The adoption of the CC BY-SA 4.0 license reflects the commitment of CREAT: Contemporary Research in Education and Teaching to open scholarly communication and the broad dissemination of research findings. The license enables researchers, educators, students, institutions, and practitioners to access and reuse published knowledge while preserving attribution and the continued openness of adapted works.
Through this licensing policy, the journal encourages legitimate educational, academic, research, and professional uses of its published content and supports the development of new knowledge and scholarly contributions based on previously published research.
The complete terms and conditions of the Creative Commons Attribution–ShareAlike 4.0 International License (CC BY-SA 4.0) are available through the official Creative Commons website:
Creative Commons Attribution–ShareAlike 4.0 International (CC BY-SA 4.0)
Users are encouraged to review the complete license terms before undertaking substantial reproduction, redistribution, adaptation, translation, commercial use, or other reuse of articles published by CREAT: Contemporary Research in Education and Teaching.
By publishing under the Creative Commons Attribution–ShareAlike 4.0 International License (CC BY-SA 4.0), CREAT: Contemporary Research in Education and Teaching supports open access, responsible scholarly communication, broad dissemination of research, educational reuse, academic collaboration, and the development of derivative scholarly works, while requiring appropriate attribution and preservation of the same licensing freedoms for adaptations.
The journal expects all authors, readers, researchers, educators, institutions, and other users to respect the terms of the CC BY-SA 4.0 license and to uphold the principles of academic integrity, transparency, responsible attribution, and ethical scholarly communication.



