A systematic literature review on the integration of scientific reasoning skills into science education
Keywords:
Inquiry, scientific reasoning skill, science education, systematic literature reviewAbstract
Scientific reasoning skills (SRS) have become essential abilities for the 21st century. Scientific reasoning skills constitute a set of interrelated cognitive processes that underpin effective science learning. This study aims to analyse SRS through a systematic literature review from the years 2014 to 2023. This study conducted a systematic literature review using the PRISMA approach. Document searches were conducted using the keywords "Scientific Reasoning Skill" "Scientific Reasoning Competence" "Scientific Reasoning" or "Scientific thinking" "science education" "science learning" "social science" or "science" or "education" through the Scopus database. A total of 43 documents were analysed as the final data in this study. The results of the study indicate that SRS research in science education became the most published research category in 2021. The use of Lawson's Classroom Test of Scientific Reasoning (LCTSR) is the most dominant instrument used by researchers in measuring SRS. In terms of strategies that can be used to facilitate the SRS, it is through inquiry-based learning that students are encouraged to actively explore, question, and construct their own understanding through investigation and critical thinking rather than relying solely on direct instruction. Given the importance of scientific reasoning skills in science learning, an emphasis on these skills within the science education curriculum is essential.
Downloads
References
Acar, Ö. (2014). Scientific reasoning, conceptual knowledge, & achievement differences between prospective science teachers having a consistent misconception and those having a scientific conception in an argumentation-based guided inquiry course. Learning and Individual Differences, 30, 148–154. https://doi.org/10.1016/j.lindif.2013.12.002
Acar, Ö., & Patton, B. R. (2016). Examination of learning equity among prospective science teachers who are concrete, formal and postformal reasoners after an argumentation-based inquiry course. Australian Journal of Teacher Education, 41(2), 69–90. Scopus. https://doi.org/10.14221/ajte.2016v41n2.5
Acar, Ö., Türkmen, L., & Bilgin, A. (2015). Examination of gender differences on cognitive and motivational factors that influence 8th ömer acar graders’ science achievement in turkey. Eurasia Journal of Mathematics, Science and Technology Education, 11(5), 1027–1040. Scopus. https://doi.org/10.12973/eurasia.2015.1372a
Alabdulaziz, M. S., Hassan, H. F., & Soliman, M. W. (2022). The effect of the interaction between crowdsourced style and cognitive style on developing research and scientific thinking skills. Eurasia Journal of Mathematics, Science and Technology Education, 18(10). Scopus. https://doi.org/10.29333/ejmste/12428
Bao, L., Cai, T., Koenig, K., Fang, K., Han, J., Wang, J., Liu, Q., Ding, L., Cui, L., Luo, Y., Wang, Y., Li, L., & Wu, N. (2009). Learning and Scientific Reasoning. Science, 323(5914), 586–587. https://doi.org/10.1126/science.1167740
Bhaw, N., Kriek, J., & Lemmer, M. (2023). Insights from coherence in students’ scientific reasoning skills. Heliyon, 9(7), e17349. https://doi.org/10.1016/j.heliyon.2023.e17349
Bicak, B. E., Borchert, C. E., & Höner, K. (2021). Measuring and fostering preservice chemistry teachers’ scientific reasoning competency. Education Sciences, 11(9). Scopus. https://doi.org/10.3390/educsci11090496
Blumer, L. S., & Beck, C. W. (2019). Laboratory Courses with Guided-Inquiry Modules Improve Scientific Reasoning and Experimental Design Skills for the Least-Prepared Undergraduate Students. CBE—Life Sciences Education, 18(1), ar2. https://doi.org/10.1187/cbe.18-08-0152
Bonilla-Chaves, E. F., & Palos-Sánchez, P. R. (2023). Exploring the Evolution of Human Resource Analytics: A Bibliometric Study. Behavioral Sciences, 13(3), 244. https://doi.org/10.3390/bs13030244
Bruckermann, T., Greving, H., Schumann, A., Stillfried, M., Börner, K., Kimmig, S. E., Hagen, R., Brandt, M., & Harms, U. (2023). Scientific reasoning skills predict topic‐specific knowledge after participation in a citizen science project on urban wildlife ecology. Journal of Research in Science Teaching, 60(9), 1915–1941. https://doi.org/10.1002/tea.21835
Burgess, H. K., DeBey, L. B., Froehlich, H. E., Schmidt, N., Theobald, E. J., Ettinger, A. K., HilleRisLambers, J., Tewksbury, J., & Parrish, J. K. (2017). The science of citizen science: Exploring barriers to use as a primary research tool. Biological Conservation, 208, 113–120. https://doi.org/10.1016/j.biocon.2016.05.014
Busalim, A. H., & Hussin, A. R. C. (2016). Understanding social commerce: A systematic literature review and directions for further research. International Journal of Information Management, 36(6), 1075–1088. https://doi.org/10.1016/j.ijinfomgt.2016.06.005
Cabello, V. M., Moreira, P. M., & Morales, P. G. (2021). Elementary students’ reasoning in drawn explanations based on a scientific theory. Education Sciences, 11(10). Scopus. https://doi.org/10.3390/educsci11100581
Cahyaningrum, R. (2019). Lawson Instrument: Analyzing Student’s Scientific Reasoning Skill in Junior High School. Proceedings of the 6th International Conference on Community Development (ICCD 2019). Proceedings of the 6th International Conference on Community Development (ICCD 2019), Bandar Seri Begawan, Indonesia. https://doi.org/10.2991/iccd-19.2019.116
Charysma, D. V. R., Widoretno, S., & Dwiastuti, S. (2018). The Proportion of Problem Solving and Scientific Reasoning Skills in Biology References. Journal of Education and Learning (EduLearn), 12(4), 717–724. https://doi.org/10.11591/edulearn.v12i4.10224
Chen, H.-J. (2015). Effects of empowerment programs in remote junior high schools on scientific epistemological beliefs, self-regulation strategies, and academic achievement in science. Journal of Research in Education Sciences, 60(4), 21–54. Scopus. https://doi.org/10.6209/JORIES.2015.60(4).02
Chen, J., Wang, M., Grotzer, T. A., & Dede, C. (2018). Using a three-dimensional thinking graph to support inquiry learning. Journal of Research in Science Teaching, 55(9), 1239–1263. Scopus. https://doi.org/10.1002/tea.21450
Cheng, S.-C., She, H.-C., & Huang, L.-Y. (2018). The impact of problem-solving instruction on middle school students’ physical science learning: Interplays of knowledge, reasoning, and problem solving. Eurasia Journal of Mathematics, Science and Technology Education, 14(3), 731–743. Scopus. https://doi.org/10.12973/ejmste/80902
Coleman, A. B., Lorenzo, K., McLamb, F., Sanku, A., Khan, S., & Bozinovic, G. (2023). Imagining, designing, and interpreting experiments: Using quantitative assessment to improve instruction in scientific reasoning. Biochemistry and Molecular Biology Education, 51(3), 286–301. Scopus. https://doi.org/10.1002/bmb.21727
Creswell, J. W. (2012). Educational research: Planning, conducting, and evaluating quantitative and qualitative research. Pearson Education.
Cronin, P., Ryan, F., & Coughlan, M. (2008). Undertaking a literature review: A step-by-step approach. British Journal of Nursing, 17(1), 38–43. https://doi.org/10.12968/bjon.2008.17.1.28059
Dewi, C. A., & Rahayu, S. (2024). Implementation of case-based learning in science education: A systematic review. Journal of Turkish Science Education, 20(4), 729–749. https://doi.org/10.36681/tused.2023.041
Dewi, L., Susilana, R., Setiawan, B., Alias, N., & Zulnaidi, H. (2023). A Proposed Problem-Centered Thinking Skill (PCTS) Model at Secondary Schools in Indonesia and Malaysia. International Journal of Instruction, 16(3), 615–638. Scopus. https://doi.org/10.29333/iji.2023.16333a
Ding, L. (2014). Verification of causal influences of reasoning skills and epistemology on physics conceptual learning. Physical Review Special Topics - Physics Education Research, 10(2). Scopus. https://doi.org/10.1103/PhysRevSTPER.10.023101
Ding, L., Li, T., Jiang, S., & Gapud, A. (2023). Students’ perceptions of using ChatGPT in a physics class as a virtual tutor. International Journal of Educational Technology in Higher Education, 20(1), 63. https://doi.org/10.1186/s41239-023-00434-1
Ding, L., Wei, X., & Liu, X. (2016). Variations in University Students’ Scientific Reasoning Skills Across Majors, Years, and Types of Institutions. Research in Science Education, 46(5), 613–632. https://doi.org/10.1007/s11165-015-9473-y
Dowd, J. E., Thompson, R. J., Schiff, L., Haas, K., Hohmann, C., Roy, C., Meck, W., Bruno, J., & Reynolds, J. A. (2019). Student learning dispositions: Multidimensional profiles highlight important differences among undergraduate stem honors thesis writers. CBE Life Sciences Education, 18(2). Scopus. https://doi.org/10.1187/cbe.18-07-0141
Edward, R., McDonnell, D., Simpson, I., & Wilson, A. (2017). Educational backgrounds, project design, andinquiry learning in citizen science. In C. Herodotou, M. Sharples, & E. Scanlon (Eds.) (Citizen inquiry: Syn-thesising science and inquiry learning). Routledge.
Ekici, M., & Erdem, M. (2020). Developing Science Process Skills through Mobile Scientific Inquiry. Thinking Skills and Creativity, 36, 100658. https://doi.org/10.1016/j.tsc.2020.100658
Fischer, F., Bauer, E., Seidel, T., Schmidmaier, R., Radkowitsch, A., Neuhaus, B. J., Hofer, S. I., Sommerhoff, D., Ufer, S., Kuhn, J., Küchemann, S., Sailer, M., Koenen, J., Gartmeier, M., Berberat, P., Frenzel, A., Heitzmann, N., Holzberger, D., Pfeffer, J., … Fischer, M. R. (2022). Representational scaffolding in digital simulations – learning professional practices in higher education. Information and Learning Science, 123(11–12), 645–665. Scopus. https://doi.org/10.1108/ILS-06-2022-0076
Gray, S., Jordan, R., Crall, A., Newman, G., Hmelo-Silver, C., Huang, J., Novak, W., Mellor, D., Frensley, T., Prysby, M., & Singer, A. (2017). Combining participatory modelling and citizen science to support volunteer conservation action. Biological Conservation, 208, 76–86. https://doi.org/10.1016/j.biocon.2016.07.037
Hardy, I., Stephan-Gramberg, S., & Jurecka, A. (2021). The use of scaffolding to promote preschool children’s competencies of evidence-based reasoning. Unterrichtswissenschaft, 49(1), 91–115. Scopus. https://doi.org/10.1007/s42010-020-00094-4
Hasruddin, H., & Aulia, R. N. (2023). Students’ scientific reasoning skills through RICOSRE model in environmental changes topic. JPBI (Jurnal Pendidikan Biologi Indonesia), 9(3), 445–451. https://doi.org/10.22219/jpbi.v9i3.29308
Heijnes, D., van Joolingen, W., & Leenaars, F. (2018). Stimulating Scientific Reasoning with Drawing-Based Modeling. Journal of Science Education and Technology, 27(1), 45–56. Scopus. https://doi.org/10.1007/s10956-017-9707-z
Hejnová, E., Eisenmann, P., Cihlář, J., & Přibyl, J. (2018). Relations between scientific reasoning, culture of problem solving and pupil´s school performance. Journal on Efficiency and Responsibility in Education and Science, 11(2), 38–44. Scopus. https://doi.org/10.7160/eriesj.2018.110203
Hester, S. D., Nadler, M., Katcher, J., Elfring, L. K., Dykstra, E., Rezende, L. F., & Bolger, M. S. (2018). Authentic Inquiry through Modeling in Biology (AIM-Bio): An Introductory Laboratory Curriculum That Increases Undergraduates’ Scientific Agency and Skills. CBE—Life Sciences Education, 17(4), ar63. https://doi.org/10.1187/cbe.18-06-0090
Hrouzková, T., & Richterek, L. (2021). Lawson Classroom Test of Scientific Reasoning at Entrance University Level. Proceedings of the 4th International Baltic Symposium on Science and Technology Education (BalticSTE2021), Šiauliai, 21–22 June, 2021, 74–85. https://doi.org/10.33225/BalticSTE/2021.74
Illescas-Navarro, M., Cruz-Guzmán Alcalá, M., Criado García-Legaz, A. M., & García-Carmona, A. (2025). Prospective primary teachers´ knowledge about breastfeeding as part of scientific literacy. Journal of Turkish Science Education, 22(1), 87–105. https://doi.org/10.36681/tused.2025.006
Istyadji, M. & Sauqina. (2023). Conception of scientific literacy in the development of scientific literacy assessment tools: A systematic theoretical review. Journal of Turkish Science Education, 20(2), 281–308. https://doi.org/10.36681/tused.2023.016
Iwuanyanwu, P. N. (2023). When Science Is Taught This Way, Students Become Critical Friends: Setting the Stage for Student Teachers. Research in Science Education, 53(6), 1063–1079. Scopus. https://doi.org/10.1007/s11165-023-10122-9
Kaçar, S. (2023). Thematic content analysis of postgraduate theses on epistemological beliefs in science education: The Türkiye context: Research Article. Journal of Turkish Science Education, 20(3), 504–533. https://doi.org/10.36681/tused.2023.029
Kaiser, I., & Mayer, J. (2019). The Long-Term Benefit of Video Modeling Examples for Guided Inquiry. Frontiers in Education, 4. Scopus. https://doi.org/10.3389/feduc.2019.00104
Kambeyo, L., & Scapo, B. (2018). Scientific reasoning skills: A theoretical background on science education. Reform Forum, 1, 27–36.
Karakoyun, G. Ö., & Asiltürk, E. (2021). The role of heuristics in the reasoning process of pre-service science teachers on the “chemical structure – acidity/basicity relationship” topic. Acta Chimica Slovenica, 63(3), 645–657. Scopus. https://doi.org/10.17344/ACSI.2021.6666
Kirya, K. R., Mashood, K. K., & Yadav, L. L. (2024). Development of a Circular Motion Concept Inventory for Use in Ugandan Science Education. Journal of Turkish Science Education, 20(1). https://doi.org/10.36681/tused.2022.176
Kulakli, A., & Osmanaj, V. (2020). Global Research on Big Data in Relation with Artificial Intelligence (A Bibliometric Study: 2008-2019). International Journal of Online and Biomedical Engineering (iJOE), 16(02), 31. https://doi.org/10.3991/ijoe.v16i02.12617
Kurniahtunnisa, Wola, B. R., Harahap, F., Tumewu, W. A., & Warouw, Z. W. M. (2024). Research trends of science process skills in Indonesian science education journals. Journal of Turkish Science Education, 21(4), 668–687. https://doi.org/10.36681/tused.2024.036
Kurniawan, D. A., Astalini, A., Darmaji, D., & Melsayanti, R. (2019). Students’ attitude towards natural sciences. International Journal of Evaluation and Research in Education (IJERE), 8(3), 455. https://doi.org/10.11591/ijere.v8i3.16395
Lawson, A. E. (2004). The Nature and Development of Scientific Reasoning: A Synthetic View. International Journal of Science and Mathematics Education, 2(3), 307–338. https://doi.org/10.1007/s10763-004-3224-2
Lehrer, R., & Schauble, L. (2007). Scientific Thinking and Science Literacy. In W. Damon & R. M. Lerner (Eds.), Handbook of Child Psychology (1st ed.). Wiley. https://doi.org/10.1002/9780470147658.chpsy0405
Liberati, A. (2009). The PRISMA Statement for Reporting Systematic Reviews and Meta-Analyses of Studies That Evaluate Health Care Interventions: Explanation and Elaboration. Annals of Internal Medicine, 151(4), W. https://doi.org/10.7326/0003-4819-151-4-200908180-00136
Lin, T.-C., Lin, T.-J., & Tsai, C.-C. (2014). Research Trends in Science Education from 2008 to 2012: A systematic content analysis of publications in selected journals. International Journal of Science Education, 36(8), 1346–1372. https://doi.org/10.1080/09500693.2013.864428
Malone, K. L., & Schuchardt, A. (2023). Modelling-based pedagogy as a theme across science disciplines–Effects on scientific reasoning and content understanding. European Journal of Science and Mathematics Education, 11(4), 717–737. Scopus. https://doi.org/10.30935/scimath/13516
Marušić, M., & Dragojević, A. (2020). Assessing pharmacy students’ scientific reasoning after completing a physics course taught using active-learning methods. American Journal of Pharmaceutical Education, 84(8), 1112–1122. Scopus. https://doi.org/10.5688/ajpe7610
Mendoza, B. J. R., Diaz, M. M. O.-D., & Silva, L. C. M. (2018). Strengthening of reasoning levels in higher education students through the use of learning strategies (problem-based learning and collaborative learning) using ICT’s. Electronic Journal of Research in Educational Psychology, 16(45), 477–502. Scopus. https://doi.org/10.25115/ejrep.v16i45.2102
Miftakhul Falah, M., Hartono, H., Eko Nugroho, S., & Ridlo, S. (2024). Socio-scientific Issues (SSI) research trends: A systematic literature review of publications 2011 – 2022. Journal of Turkish Science Education, 21(1), 61–81. https://doi.org/10.36681/tused.2024.004
Moher, D. (2009). Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The Prisma Statement. Annals of Internal Medicine, 151(4), 264. https://doi.org/10.7326/0003-4819-151-4-200908180-00135
Moore, J. C., & Rubbo, L. J. (2012). Scientific reasoning abilities of nonscience majors in physics-based courses. Physical Review Special Topics - Physics Education Research, 8(1), 010106. https://doi.org/10.1103/PhysRevSTPER.8.010106
Nagy, M. T., & Korom, E. (2023). Measuring Scientific Reasoning of Fourth Graders: Validation of the Science-K Inventory in Paper-Based and Computer-Based Testing Environments. Journal of Baltic Science Education, 22(6), 1050–1062. https://doi.org/10.33225/jbse/23.22.1050
Novia, N., & Riandi, R. (2017). The analysis of students scientific reasoning ability in solving the modified lawson classroom test of scientific reasoning (MLCTSR) problems by applying the levels of inquiry. Jurnal Pendidikan IPA Indonesia, 6(1), 116–122. Scopus. https://doi.org/10.15294/jpii.v6i1.9600
Nundy, S., Kakar, A., & Bhutta, Z. A. (2022). How to Do a Review of the Literature? In S. Nundy, A. Kakar, & Z. A. Bhutta, How to Practice Academic Medicine and Publish from Developing Countries? (pp. 201–212). Springer Nature Singapore. https://doi.org/10.1007/978-981-16-5248-6_18
Nyberg, K., Koerber, S., & Osterhaus, C. (2020). How to measure scientific reasoning in primary school: A comparison of different test modalities. European Journal of Science and Mathematics Education, 8(3), 136–144. Scopus. https://doi.org/10.30935/scimath/9552
Oh, J.-Y. (2017). Suggesting a NOS Map for Nature of Science for Science Education Instruction. EURASIA Journal of Mathematics, Science and Technology Education, 13(5). https://doi.org/10.12973/eurasia.2017.00680a
Olschewski, P., Herzmann, P., & Schlüter, K. (2023). Group Work during Inquiry-Based Learning in Biology Teacher Education: A Praxeological Perspective on the Task of (Collaborative) Protocol Generation. Education Sciences, 13(4). Scopus. https://doi.org/10.3390/educsci13040401
Omarchevska, Y., Lachner, A., Richter, J., & Scheiter, K. (2022). It takes two to tango: How scientific reasoning and self-regulation processes impact argumentation quality. Journal of the Learning Sciences, 31(2), 237–277. Scopus. https://doi.org/10.1080/10508406.2021.1966633
Orosz, G., Németh, V., Kovács, L., Somogyi, Z., & Korom, E. (2022). Guided inquiry-based learning in secondary-school chemistry classes: A case study. Chemistry Education Research and Practice, 24(1), 50–70. Scopus. https://doi.org/10.1039/d2rp00110a
Owens, D. C., Petitt, D. N., Lally, D., & Forbes, C. T. (2020). Cultivating water literacy in stem education: Undergraduates’ socio-scientific reasoning about socio-hydrologic issues. Water (Switzerland), 12(10). Scopus. https://doi.org/10.3390/w12102857
Özkul, H., & Özden, M. (2020). Investigation of the Effects of Engineering-Oriented STEM Integration Activities on Scientific Process Skills and STEM Career Interests: A Mixed Methods Study. Egitim ve Bilim, 45(204), 41–63. Scopus. https://doi.org/10.15390/EB.2020.8870
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. Journal of Clinical Epidemiology, 134, 178–189. https://doi.org/10.1016/j.jclinepi.2021.03.001
Parmin, P., Khusniati, M., El Islami, R. A. Z., Deta, U. A., & Saregar, A. (2022). Online Scientific Argumentation Strategy on Improving Pre-Service Science Teachers’ Scientific Reasoning through Experiment Activity: A Case Study in Indonesia. Perspektivy Nauki i Obrazovania, 55(1), 607–619. Scopus. https://doi.org/10.32744/pse.2022.1.39
Phillips, T., Porticella, N., Constas, M., & Bonney, R. (2018). A Framework for Articulating and Measuring Individual Learning Outcomes from Participation in Citizen Science. Citizen Science: Theory and Practice, 3(2), 3. https://doi.org/10.5334/cstp.126
Rampean, B. A. O., & Rohaeti, E. (2025). The development of an integrated instrument to measure higher order thinking skills and scientific attitudes. Journal of Turkish Science Education, 22(1), 48–62. https://doi.org/10.36681/tused.2025.004
Rehman, Z. U., Baharun, R., & Salleh, N. Z. M. (2020). Antecedents, consequences, and reducers of perceived risk in social media: A systematic literature review and directions for further research. Psychology & Marketing, 37(1), 74–86. https://doi.org/10.1002/mar.21281
Rost, M., & Knuuttila, T. (2022). Models as Epistemic Artifacts for Scientific Reasoning in Science Education Research. Education Sciences, 12(4). Scopus. https://doi.org/10.3390/educsci12040276
Russ, R. S., & Odden, T. O. B. (2017). Intertwining evidence- and model-based reasoning in physics sensemaking: An example from electrostatics. Physical Review Physics Education Research, 13(2). Scopus. https://doi.org/10.1103/PhysRevPhysEducRes.13.020105
Sahin, F., & Sasmaz Oren, F. (2022). Laboratory as an Instrument in Improving the Scientific Reasoning Skills of Pre-Service Science Teachers with Different Cognitive Styles. Science Insights Education Frontiers, 13(2), 1875–1897. https://doi.org/10.15354/sief.22.or072
Saputri, A. C., Sajidan, S., Rinanto, Y., Afandi, A., & Prasetyanti, N. M. (2019). Improving Students’ Critical Thinking Skills in Cell-Metabolism Learning Using Stimulating Higher Order Thinking Skills Model. International Journal of Instruction, 12(1), 327–342. https://doi.org/10.29333/iji.2019.12122a
Schlatter, E., Molenaar, I., & Lazonder, A. W. (2020). Individual Differences in Children’s Development of Scientific Reasoning Through Inquiry-Based Instruction: Who Needs Additional Guidance? Frontiers in Psychology, 11. Scopus. https://doi.org/10.3389/fpsyg.2020.00904
Schlatter, E., Molenaar, I., & Lazonder, A. W. (2021). Learning scientific reasoning: A latent transition analysis. Learning and Individual Differences, 92. Scopus. https://doi.org/10.1016/j.lindif.2021.102043
Schlatter, E., Molenaar, I., & Lazonder, A. W. (2022). Adapting scientific reasoning instruction to children’s needs: Effects on learning processes and learning outcomes. International Journal of Science Education, 44(17), 2589–2612. Scopus. https://doi.org/10.1080/09500693.2022.2140019
Siddaway, A. P., Wood, A. M., & Hedges, L. V. (2019). How to Do a Systematic Review: A Best Practice Guide for Conducting and Reporting Narrative Reviews, Meta-Analyses, and Meta-Syntheses. Annual Review of Psychology, 70(1), 747–770. https://doi.org/10.1146/annurev-psych-010418-102803
Snyder, H. (2019). Literature review as a research methodology: An overview and guidelines. Journal of Business Research, 104, 333–339. https://doi.org/10.1016/j.jbusres.2019.07.039
Stylinski, C. D., Peterman, K., Phillips, T., Linhart, J., & Becker-Klein, R. (2020). Assessing science inquiry skills of citizen science volunteers: A snapshot of the field. International Journal of Science Education, Part B, 10(1), 77–92. https://doi.org/10.1080/21548455.2020.1719288
Suryandari, K. C., Rokhmaniyah, R., Salimi, M., & Fatimah, S. (2022). Involvement of Teachers, Parents, and School Committees in Improving Scientific Attitudes of Elementary School Students: Application of Rasch Model Analysis. International Journal of Educational Methodology, 8(4), 783–794. https://doi.org/10.12973/ijem.8.4.783
Tsai, C., & Lydia Wen, M. (2005). Research and trends in science education from 1998 to 2002: A content analysis of publication in selected journals. International Journal of Science Education, 27(1), 3–14. https://doi.org/10.1080/0950069042000243727
Ubaidillah, M., Hartono, H., Marwoto, P., Wiyanto, W., & Subali, B. (2023). How to Improve Critical Thinking in Physics Learning? A Systematic Literature Review. Journal of Educational, Cultural and Psychological Studies (ECPS Journal), 28, 8. https://doi.org/10.7358/ecps-2023-028-ubai
Upmeier Zu Belzen, A., Engelschalt, P., & Krüger, D. (2021). Modeling as scientific reasoning—The role of abductive reasoning for modeling competence. Education Sciences, 11(9). Scopus. https://doi.org/10.3390/educsci11090495
Vaesen, K., & Houkes, W. (2021). A new framework for teaching scientific reasoning to students from application-oriented sciences. European Journal for Philosophy of Science, 11(2). Scopus. https://doi.org/10.1007/s13194-021-00379-0
van der Graaf, J., Segers, E., & Verhoeven, L. (2015). Scientific reasoning abilities in kindergarten: Dynamic assessment of the control of variables strategy. Instructional Science, 43(3), 381–400. Scopus. https://doi.org/10.1007/s11251-015-9344-y
van der Graaf, J., Segers, E., & Verhoeven, L. (2018). Individual differences in the development of scientific thinking in kindergarten. Learning and Instruction, 56, 1–9. Scopus. https://doi.org/10.1016/j.learninstruc.2018.03.005
Van Vo, D., & Csapó, B. (2023). Exploring Inductive Reasoning, Scientific Reasoning and Science Motivation, and Their Role in Predicting STEM Achievement Across Grade Levels. International Journal of Science and Mathematics Education, 21(8), 2375–2398. Scopus. https://doi.org/10.1007/s10763-022-10349-4
Webster, J., & Watson, R. T. (2002). Analyzing the Past to Prepare for the Future: Writing a Literature Review. Management Information Systems Quarterly, 26.
Wei, Y., Zhang, Q., Guo, J., & Chen, M. (2023). Learning to teach through noticing: A bibliometric review of teacher noticing research in mathematics education during 2006–2021. Humanities and Social Sciences Communications, 10(1), 218. https://doi.org/10.1057/s41599-023-01718-7
Willemsen, R. H., de Vink, I. C., Kroesbergen, E. H., & Lazonder, A. W. (2023). The role of creative thinking in children’s scientific reasoning. Thinking Skills and Creativity, 49. Scopus. https://doi.org/10.1016/j.tsc.2023.101375
Woolley, J. S., Deal, A. M., Green, J., Hathenbruck, F., Kurtz, S. A., Park, T. K. H., Pollock, S. V., Transtrum, M. B., & Jensen, J. L. (2018). Undergraduate students demonstrate common false scientific reasoning strategies. Thinking Skills and Creativity, 27, 101–113. Scopus. https://doi.org/10.1016/j.tsc.2017.12.004
Yang, L., Sun, T., & Liu, Y. (2017). A Bibliometric Investigation of Flipped Classroom Research during 2000-2015. International Journal of Emerging Technologies in Learning (iJET), 12(06), 178. https://doi.org/10.3991/ijet.v12i06.7095
Yanto, B. E., Subali, B., & Suyanto, S. (2019). Improving Students’ Scientific Reasoning Skills through the Three Levels of Inquiry. International Journal of Instruction, 12(4), 689–704. https://doi.org/10.29333/iji.2019.12444a
Yoon, J., Jo, T.-J., & Kang, S.-J. (2020). A study on the possibility of the relationship among group creativity, empathy, and scientific inquiry ability of elementary school students. International Journal of Science Education, 42(13), 2113–2125. https://doi.org/10.1080/09500693.2020.1813347
Zhou, S.-N., Liu, Q.-Y., Koenig, K., Li, Q., Xiao, Y., & Bao, L. (2021). Analysis of Two-Tier Question Scoring Methods: A Case Study on The Lawson’s Classroom Test Of Scientific Reasoning. Journal of Baltic Science Education, 20(1), 146–159. https://doi.org/10.33225/jbse/21.20.146
Zimmerman, C. (2007). The development of scientific thinking skills in elementary and middle school. Developmental Review, 27(2), 172–223. https://doi.org/10.1016/j.dr.2006.12.001
Downloads
Published
Issue
Section
License
Copyright (c) 2026 Journal of Turkish Science Education

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
This license enables reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator. CC BY-NC-ND includes the following elements: Credit must be given to the creator; only noncommercial uses of the work are permitted; no derivatives or adaptations of the work are permitted.

