Abductive Reasoning in Scientific Information Literacy: Students’ Understanding of Climate Change in Social Media

Authors

Nur Rahmah , Supriyatman , Raya Agni , Rahmita , Pahriadi

DOI:

10.29303/jppipa.v11i12.12918

Published:

2025-12-25

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Abstract

Students frequently encounter complex and sometimes misleading climate change information on social media, yet their ability to reason scientifically and evaluate sources remains limited. This study investigates how junior high school students engage in abductive reasoning to interpret such information through the lens of scientific information literacy. A qualitative case study involving eighth-grade students in Central Sulawesi, Indonesia, was conducted using think-aloud interviews, where students analyzed climate change–related social media posts. Thematic analysis mapped reasoning patterns across the exploration, examination, selection, and explanation stages. Findings show that students identified explicit scientific information, but their abductive reasoning was dominated by intuitive, experience-based responses rather than evidence-based reasoning. Their scientific information literacy was limited to basic access and personal verification, while skills in evaluating credibility and disseminating valid information were underdeveloped. The study proposes a conceptual model integrating five dimensions of information literacy with four stages of abductive reasoning to explain how students construct their understanding of climate change. Strengthening literacy can guide reasoning from intuitive to evidence-based explanations. Practically, the findings offer insights for educators and policymakers to design science learning strategies that integrate reasoning and literacy development in digital contexts.

Keywords:

Abductive reasoning Climate change Evidence-based argumentation Scientific information literacy Social media

References

Aïmeur, E., Amri, S., & Brassard, G. (2023). Fake news, disinformation and misinformation in social media: a review. Social Network Analysis and Mining, 13(1), 30. https://doi.org/10.1007/s13278-023-01028-5 DOI: https://doi.org/10.1007/s13278-023-01028-5

Alfiandy, S., & Permana, D. S. (2020). Tren Curah Hujan Berbasis Data Sinoptik Bmkg Dan Reanalisis Merra-2 Nasa Di Provinsi Sulawesi Tengah. Jurnal Sains & Teknologi Modifikasi Cuaca, 21(2), 63–72. https://doi.org/10.29122/jstmc.v21i2.4132 DOI: https://doi.org/10.29122/jstmc.v21i2.4132

Alfiandy, S., Permana, D. S., Nurjaman, A. W., Kurnia, W. G., Prastika, L., Panggabean, H., Rahman, M. S. D. P., Wulandari, S., Setiawan, H., Hendrawan, A., & Miranda. (2020). Analisis Iklim Provinsi Sulawesi Tengah berdasarkan Data Pemantau Cuaca Otomatis BMKG. Buletin GAW Bariri, 1(1), 1–11. https://doi.org/10.31172/bgb.v1i1.5 DOI: https://doi.org/10.31172/bgb.v1i1.5

Alfiandy, S., Rangga, I. A., & Permana, D. S. (2022). Pola Peningkatan Suhu Udara Berdasarkan Data BMKG Dan Era5 Di Provinsi Sulawesi Tengah. Jurnal Analisis Kebijakan Kehutanan, 19(1), 63–70. https://doi.org/10.20886/jakk.2022.19.1.63-70 DOI: https://doi.org/10.20886/jakk.2022.19.1.63-70

Brown, J. J. (2023). Social Media Reflection Assignment: a Simple Classroom Intervention To Help Students Examine Scientific Claims in Social Media. Journal of Microbiology & Biology Education, 24(1). https://doi.org/10.1128/jmbe.00155-22 DOI: https://doi.org/10.1128/jmbe.00155-22

Chen, J., Lin, C.-H., & Chen, G. (2021). A cross-cultural perspective on the relationships among social media use, self-regulated learning and adolescents’ digital reading literacy. Computers & Education, 175, 104322. https://doi.org/10.1016/j.compedu.2021.104322 DOI: https://doi.org/10.1016/j.compedu.2021.104322

Coletti, A., Mcgloin, R., Oeldorf-Hirsch, A., & Hamlin, E. (2022). Science Communication on Social Media: Examining Cross-Platform Behavioral Engagement. The Journal of Social Media in Society, 11(2), 236–263. Retrieved from https://thejsms.org/index.php/JSMS/article/view/995

Crick, M. J. (2021). The importance of trustworthy sources of scientific information in risk communication with the public. Journal of Radiation Research, 62(Supplement_1), i1–i6. https://doi.org/10.1093/jrr/rraa143 DOI: https://doi.org/10.1093/jrr/rraa143

Engelschalt, P., Röske, M., Penzlin, J., Krüger, D., & Upmeier zu Belzen, A. (2023). Abductive reasoning in modeling biological phenomena as complex systems. Frontiers in Education, 8. https://doi.org/10.3389/feduc.2023.1170967 DOI: https://doi.org/10.3389/feduc.2023.1170967

Essien, E. (2025). Climate Change Disinformation on Social Media: A Meta-Synthesis on Epistemic Welfare in the Post-Truth Era. https://doi.org/10.20944/preprints202505.0146.v1 DOI: https://doi.org/10.20944/preprints202505.0146.v1

Furqoni, F. N., & Subekti, A. S. (2022). Kemampuan penalaran abduktif siswa ditinjau dari gaya belajar. Jurnal Pendidikan: Teori, Penelitian, Dan Pengembangan, 7(6), 812–819. https://doi.org/10.17977/jptpp.v7i6.16807 DOI: https://doi.org/10.31004/cendekia.v6i3.1439

Gil Quintana, J., & Osuna-Acedo, S. (2020). Transmedia Practices and Collaborative Strategies in Informal Learning of Adolescents. Social Sciences, 9(6), 92. https://doi.org/10.3390/socsci9060092 DOI: https://doi.org/10.3390/socsci9060092

Hilary, I. O., & Dumebi, O.-O. (2021). Social Media as a Tool for Misinformation and Disinformation Management. Linguistics and Culture Review, 5(S1), 496–505. https://doi.org/10.21744/lingcure.v5nS1.1435 DOI: https://doi.org/10.21744/lingcure.v5nS1.1435

Ho, S. S., Yang, X., Thanwarani, A., & Chan, J. M. (2017). Examining public acquisition of science knowledge from social media in Singapore: an extension of the cognitive mediation model. Asian Journal of Communication, 27(2), 193–212. https://doi.org/10.1080/01292986.2016.1240819 DOI: https://doi.org/10.1080/01292986.2016.1240819

Höttecke, D., & Allchin, D. (2020). Reconceptualizing nature‐of‐science education in the age of social media. Science Education, 104(4), 641–666. https://doi.org/10.1002/sce.21575 DOI: https://doi.org/10.1002/sce.21575

Imperiale, M. J., & Casadevall, A. (2022). Thinking about Social Media, Scientific Information, and Public Communication. MSphere, 7(5). https://doi.org/10.1128/msphere.00422-22 DOI: https://doi.org/10.1128/msphere.00422-22

Januarti, I. M., & Muliyadi, L. (2024). Development of Ethnoscience-Based Student Worksheet Using the Guided Inquiry Learning Model to Increase Students’ Learning Motivation and Scientific Literacy: A Review. International Journal of Science Education and Science, 1(1), 13–18. https://doi.org/10.56566/ijses.v1i1.109 DOI: https://doi.org/10.56566/ijses.v1i1.109

Jeon, J., & Shin, D. (2022). Students’ Abductive Reasoning according to Scientific and Historical Knowledge. Universal Journal of Educational Research, 10(5), 356–367. https://doi.org/10.13189/ujer.2022.100505 DOI: https://doi.org/10.13189/ujer.2022.100505

Klichowicz, A., Richter, T., & Singer, M. (2021). Information stored in memory affects abductive reasoning. Psychological Research, 85, 1200–1215. https://doi.org/10.1007/s00426-020-01338-8 DOI: https://doi.org/10.31234/osf.io/ru3p5

Li, Y., & Guo, M. (2021). Scientific Literacy in Communicating Science and Socio-Scientific Issues: Prospects and Challenges. Frontiers in Psychology, 12, 758000. https://doi.org/10.3389/fpsyg.2021.758000 DOI: https://doi.org/10.3389/fpsyg.2021.758000

Naeem, M., Ozuem, W., Howell, K., & Ranfagni, S. (2023). A Step-by-Step Process of Thematic Analysis to Develop a Conceptual Model in Qualitative Research. International Journal of Qualitative Methods, 22. https://doi.org/10.1177/16094069231205789 DOI: https://doi.org/10.1177/16094069231205789

Nasr, N. (2021). Overcoming the discourse of science mistrust: how science education can be used to develop competent consumers and communicators of science information. Cultural Studies of Science Education, 16(2), 345–356. https://doi.org/10.1007/s11422-021-10064-6 DOI: https://doi.org/10.1007/s11422-021-10064-6

OECD. (2023). PISA 2022 Results The State of Learning and Equity in Education (1st ed., Vol. 1). OECD Publishing.

Oh, P. S. (2016). Roles of Models in Abductive Reasoning: A Schematization through Theoretical and Empirical Studies. Journal of The Korean Association For Science Education, 36(4), 551–561. https://doi.org/10.14697/jkase.2016.36.4.0551 DOI: https://doi.org/10.14697/jkase.2016.36.4.0551

Osborne, J., Zucker, A., & Pimentel, D. (2023). Tackling scientific misinformation in science education. Stanford University.

Puig, B., Blanco-Anaya, P., & Pérez-Maceira, J. J. (2021). “Fake News” or Real Science? Critical Thinking to Assess Information on COVID-19. Frontiers in Education, 6. https://doi.org/10.3389/feduc.2021.646909 DOI: https://doi.org/10.3389/feduc.2021.646909

Rahmah, N., Darsikin, D., Kade, A., & Muslimin, M. (2020). The Models of Physical Intuition Students use Phenomenological Elements in Solving Physics Problems. Jurnal Pendidikan Fisika, 8(2), 163–176. https://doi.org/10.26618/jpf.v8i2.3352 DOI: https://doi.org/10.26618/jpf.v8i2.3352

Reinhart, A., Evans, C., Luby, A., Orellana, J., Meyer, M., Wieczorek, J., Elliott, P., Burckhardt, P., & Nugent, R. (2022). Think-Aloud Interviews: A Tool for Exploring Student Statistical Reasoning. Journal of Statistics and Data Science Education, 30(2), 100–113. https://doi.org/10.1080/26939169.2022.2063209 DOI: https://doi.org/10.1080/26939169.2022.2063209

Saputra, W. T., Rustaman, N. Y., & Rusyati, L. (2025). Exploring the Relationship between Logical Reasoning Skills, Scientific Literacy, and Academic Achievement in Science Courses Among Secondary Students: A Mixed Method Study. Jurnal Penelitian Pendidikan IPA, 11(1), 303–315. https://doi.org/10.29303/jppipa.v11i1.9547

Schäfer, M. S. (2025). Social media in climate change communication: State of the field, new developments and the emergence of generative AI. Dialogues on Climate Change, 2(1), 49–55. https://doi.org/10.1177/29768659241300666 DOI: https://doi.org/10.1177/29768659241300666

Storani, S., Falkenberg, M., Quattrociocchi, W., & Cinelli, M. (2025). Relative engagement with sources of climate misinformation is growing across social media platforms. Scientific Reports, 15(1), 18629. https://doi.org/10.1038/s41598-025-03082-9 DOI: https://doi.org/10.1038/s41598-025-03082-9

Susilawati, Doyan, A., Rokhmat, J., & Muliyadi, L. (2023). Analysis Validation of Modern Physics Learning Media Based on Smartphone Integrated Project Based Learning to Improve Students’ Creativity and Scientific Literacy. Jurnal Penelitian Pendidikan IPA, 9(10), 7888–7892. https://doi.org/10.29303/jppipa.v9i10.5404 DOI: https://doi.org/10.29303/jppipa.v9i10.5404

Syarqiy, D., Yuliati, L., & Taufiq, A. (2023). Exploration of Argumentation and Scientific Reasoning Ability in Phenomenon-Based Argument-Driven Inquiry Learning in Newton’s Law Material. Jurnal Penelitian Pendidikan IPA, 9(9), 7264–7272. https://doi.org/10.29303/jppipa.v9i9.4589 DOI: https://doi.org/10.29303/jppipa.v9i9.4589

Tang, K. (2025). Conceptions of climate change across cognitive, affective, and behavioural dimensions among adolescents: Insights from Indonesian upper-secondary students. Npj Climate Action, 4(1), 47. https://doi.org/10.1038/s44168-025-00245-2 DOI: https://doi.org/10.1038/s44168-025-00245-2

Vosniadou, S. (2019). The Development of Students’ Understanding of Science. Frontiers in Education, 4, 32. https://doi.org/10.3389/feduc.2019.00032 DOI: https://doi.org/10.3389/feduc.2019.00032

Wang, H., Li, L., Wu, J., & Gao, H. (2023). Scientific Information Literacy: Adaption of Concepts and an Investigation Into the Chinese Public. Media and Communication, 11(1), 335–248. https://doi.org/10.17645/mac.v11i1.6077 DOI: https://doi.org/10.17645/mac.v11i1.6077

Żelechowska, D., Żyluk, N., & Urbański, M. (2020). Find Out A New Method to Study Abductive Reasoning in Empirical Research. International Journal of Qualitative Methods, 19. https://doi.org/10.1177/1609406920909674 DOI: https://doi.org/10.1177/1609406920909674

Zulkipli, Z. A. (2020). Identifying Scientific Reasoning Skills Of Science Education Students. Asian Journal of University Education, 16(3), 275. https://doi.org/10.24191/ajue.v16i3.10311 DOI: https://doi.org/10.24191/ajue.v16i3.10311

Author Biographies

Nur Rahmah, Tadulako University

Author Origin : Indonesia

Supriyatman, Tadulako University

Author Origin : Indonesia

Raya Agni, Tadulako University

Author Origin : Indonesia

Rahmita, Tadulako University

Author Origin : Indonesia

Pahriadi, Tadulako University

Author Origin : Indonesia

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How to Cite

Rahmah, N., Supriyatman, Agni, R., Rahmita, & Pahriadi. (2025). Abductive Reasoning in Scientific Information Literacy: Students’ Understanding of Climate Change in Social Media. Jurnal Penelitian Pendidikan IPA, 11(12), 205–214. https://doi.org/10.29303/jppipa.v11i12.12918