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Supporting Secondary Students’ Understanding of Earth’s Climate System and Global Climate Change Using EzGCM: A Cross-Sectional Study

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Abstract

Global climate change (GCC) is one of the greatest challenges of our age and a highly significant socio-scientific issue (SSI). Developing secondary students’ understanding about the Earth’s climate and GCC is critical for empowering future citizens and a key focus of the Next Generation Science Standards (NGSS Lead States, 2013). In this cross-sectional study, we investigated secondary students’ evidence-based reasoning about GCC grounded in a curricular intervention involving the use of a data-driven, computer-based global climate model—EzGCM—over 3 years with four teachers who adapted the module in their own courses—two secondary science teachers during the Spring of 2018 (year 1), and all four teachers during the Fall of 2018 (year 2) and the Fall of 2019 (year 3). Our research questions were: (i) to what extent has the EzGCM-based curriculum supported students’ conceptual understanding about Earth’s climate and GCC over time? and (ii) in what ways do EzGCM features enhance students’ evidence-based reasoning about Earth’s climate system and GCC? We evaluated students’ evidence-based learning using: (i) pre/post concept inventory and (ii) students’ interviews. Results from the quantitative analyses of a pre- and post-module assessment indicated that student learning gains increased mainly in the third year. Results from the qualitative analysis of student interviews showed that EzGCM helped students use the different graphic outcomes to develop a more robust understanding of the temporal and spatial changes in surface air temperature and CO2, the trends in and relationships between different climate variables, and temperature anomalies. Overall, these results highlight affordances of the EzGCM-based curriculum to support students’ reasoning about Earth’s climate and GCC.

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Data Availability

The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.

References

  • Aksit, O., McNeal, K. S., Gold, A. U., Libarkin, J. C., Harris, S. et al. (2017). The influence of instruction, prior knowledge, and values on climate change risk perception among undergraduates. Journal of Research in Science Teaching, 55(4), 550–572. https://doi.org/10.1002/tea.21430

    Article  ADS  Google Scholar 

  • Arya, D., & Maul, A. (2016). The building of knowledge, language, and decision-making about climate change science: A cross-national program for Secondary students. International Journal of Science Education, 38(6), 885–904. https://doi.org/10.1080/09500693.2016.1170227

    Article  ADS  Google Scholar 

  • Banilower, E. R., Smith, P. S., Malzahn, K. A., Plumley, C. L., Gordon, E. M., Hayes, M. L. et al., (2018). Report of the 2018 NSSME+. Horizon Research, Inc.

  • Bhattacharya, D., Carroll-Steward, K., Forbes, C. T. et al. (2021a). Empirical research on K-16 climate education: A systematic review of the literature. Journal of Geoscience Education, 69(3), 223–247. https://doi.org/10.1080/10899995.2020.1838848

  • Bhattacharya, D., Carroll-Steward, K., Forbes, C. T. et al. (2021b). Climate education in secondary science: Comparison of model-based and non-model-based investigations of Earth’s climate. International Journal of Science Education, 43(13), 2226–2249. https://doi.org/10.1080/09500693.2021.1958022

  • Bhattacharya, D., Chandler, M., Carroll-Steward, K., Forbes, C. T. et al. (2020). Using climate models to learn about global climate change: Investigating the phenomenon of increasing surface air temperatures using a global climate modeling approach. The Science Teacher, 88(1), 58–66. https://www.jstor.org/stable/27048205

  • Bofferding, L., & Kloser, M. (2015). Middle and high school students’ conceptions of climate change mitigation and adaptation strategies. Environmental Education Research, 21(2), 275–294. https://doi.org/10.1080/13504622.2014.888401

    Article  Google Scholar 

  • Breslyn, W., Drewes, A. McGinnis, J.R., Hestness, E., Mouza, C. et al. (2017). Development of an empirically-based conditional learning progression for climate change. Science Education International, 28(3), 214–223. https://doi.org/10.33828/sei.v28.i3.5

  • Brown, J. S. N., Furtak, E. M., Timms, N., Nagashima, S. O., Wilson, M. et al. (2010a). The evidence-based reasoning framework: Assessing scientific reasoning. Educational Assessment, 15(3–4), 123–141. https://doi.org/10.1080/10627197.2010.530551

  • Brown, J. S. N., Nagashima, S. O., Fu, A., Timms, M., Wilson, M. et al. (2010b). A framework for analyzing scientific reasoning in assessments. Educational Assessment, 15, 142–174. https://doi.org/10.1080/10627197.2010.530562

  • Carroll-Steward, K., Bhattacharya, D., Chandler, M. C., Forbes, C. T. et al. (2022). Secondary science teachers’ implementation of a curricular intervention when teaching with global climate models. Journal of Geoscience Education, 70(4), 474–489. https://doi.org/10.1080/10899995.2021.1980706

    Article  ADS  Google Scholar 

  • Carroll-Steward, K., Gosselin, D., Bhattacharya, D., Chandler, M. C., Forbes. C. T. et al. (2023a). Teachers’ use and adaptation of a model-based climate curriculum: A three-year longitudinal study. [Manuscript submitted for publication]. School of Natural Resources, University of Nebraska Lincoln.

  • Carroll-Steward, K., Gosselin, D., Chandler, M. C., Forbes, C. T. et al. (2023b). Student outcomes of teaching about socio-scientific issues in secondary science classrooms: Applications of EzGCM. Journal of Science Education and Technology. https://doi.org/10.1007/s10956-023-10068-7

  • Cohen, J. (1992). A power primer. Psychological Bulletin, 112(1), 155–159. https://doi.org/10.1037//0033-2909.112.1.155

    Article  CAS  PubMed  Google Scholar 

  • Covitt, B. A., Parker, J. M., Kohn, C., Lee, M., Lin, Q., Anderson, C. W. et al. (2021). Understanding and responding to challenges students face when engaging in carbon cycle pool-and-flux reasoning. The Journal of Environmental Education, 52(2), 98–117. https://doi.org/10.1080/00958964.2020.1847882

    Article  Google Scholar 

  • Dawson, V. (2015). Western Australian high school students’ understandings about the socioscientific issue of climate change. International Journal of Science Education, 37(7), 1024–1043 https://doi.org/10.1080/09500693.2015.1015181

  • Dawson, V., & Carson, K. (2020). Introducing argumentation about climate change socioscientific issues in a disadvantaged school. Research in Science Education, 50, 863–883. https://doi.org/10.1007/s11165-018-9715-x

    Article  ADS  Google Scholar 

  • Drewes, A., Henderson, J., Mouza, C. et al. (2018). Professional development design considerations in climate change education: Teacher enactment and student learning. International Journal of Science Education, 40(1), 67–89. https://doi.org/10.1080/09500693.2017.1397798

    Article  ADS  Google Scholar 

  • Eggert, S., Nitsch, A., Boone, W. J., Nuekles, M., Bogeholz, S. et al. (2017). Supporting students’ learning and socio scientific reasoning about climate change–The effect of computer-based concept mapping scaffolds. Research in Science Education, 47, 137–159. https://doi.org/10.1007/s11165-015-9493-7

    Article  ADS  Google Scholar 

  • Forbes, C. T., Chandler, M. C., Blake, J., Bhattacharya, D., Carroll-Steward, K., Johnson, V., DeGrand, T., Mason, W., Murrow, B. et al. (2020). Fostering climate literacy with global climate models in secondary science classrooms: Insights from a collaborative partnership. In J. Henderson & A. Drewes (Eds.), Teaching Climate Change in the United States (pp. 29–43). Routledge.

    Chapter  Google Scholar 

  • Furtak, E. M., Hardy, I., Beinbrech, C., Shavelson, R. J., Shemwell, J. T. et al. (2010). A framework for analyzing evidence-based reasoning in science classroom discourse. Educational Assessment, 15, 175–196. https://doi.org/10.1080/10627197.2010.530553

    Article  Google Scholar 

  • Gold, A. U., Kirk, K., Morrison, D., Lynds, S., Sullivan, S. B., Grachev, A., Persson, O. et al. (2015). Arctic climate connections curriculum: A model for bringing authentic data into the classroom. Journal of Geoscience Education, 63(3), 185–197. https://doi.org/10.5408/14-030.1

    Article  ADS  Google Scholar 

  • Hestness, E., McGinnis, J. R., Breslyn, W. et al. (2016). Examining the relationship between middle school students’ sociocultural participation and their ideas about climate change. Environmental Education Research, 25(6), 912–924. https://doi.org/10.1080/13504622.2016.1266303

    Article  Google Scholar 

  • Holthuis, N., Lotan, R., Saltzman, J., Mastrandrea, M., Wild, A. et al. (2014). Supporting and understanding students’ epistemological discourse about climate change. Journal of Geoscience Education, 62(3), 374–387. https://doi.org/10.5408/13-036.1

    Article  ADS  Google Scholar 

  • Klosterman, M. L., & Sadler, T. D. (2010). Multi-level assessment of scientific content knowledge gains associated with socioscientific issues-based instruction. International Journal of Science Education, 32(8), 1017–1043. https://doi.org/10.1080/09500690902894512

    Article  ADS  Google Scholar 

  • Markauskaite, L., Kelly, N., Jacobson, M. J. et al. (2020). Model-based knowing: how do students ground their understanding about climate systems in agent-based computer models? Research in Science Education, 50, 53–77. https://doi.org/10.1007/s11165-017-9680-9

  • Monroe, M. C., Plate, R. R., Oxarart, A., Bowers, A., Chaves, W. A. et al. (2017). Identifying effective climate change education strategies: A systematic review of the research. Environmental Education Research, 25, 791–781. https://doi.org/10.1080/13504622.2017.1360842

    Article  Google Scholar 

  • National Center for Education Statistics (NCES). (2022). Common core of data. https://nces.ed.gov/

  • NGSS Lead States. (2013). Next generation science standards: For states, by states. National Academies Press.

    Google Scholar 

  • Niebert, K., & Gropengiesser, H. (2013). Understanding and communicating climate change in metaphors. Environmental Education Research, 19(3), 282–302. https://doi.org/10.1080/13504622.2012.690855

    Article  Google Scholar 

  • Pallant, A., & Lee, H.-S. (2015). Constructing scientific arguments using evidence from dynamic computational climate models. Journal of Science Education and Technology, 24, 378–395. https://doi.org/10.1007/s10956-014-9499-3

    Article  CAS  ADS  Google Scholar 

  • Pallant, A., Lee, H., Pryputniewicz, S. et al. (2012). Modeling Earth’s climate: Students learn how adjusting variables in a dynamic model affects the entire system. The Science Teacher, 79(7), 38–42. https://www.jstor.org/stable/43557571

  • Park, J., Yoon, H.-G., Kim, M., Jho, H. et al. (2021). The nature of scientific evidence and its implications for teaching science. Journal of Baltic Science Education, 20(5), 840–856. https://doi.org/10.33225/jbse/21.20.840

  • Peel, A., Sadler, T.D., Kinslow, A. T., Zangori, L., Friedrichsen, P. et al. (2017). Climate change as an issue for socio-scientific issues teaching and learning. In D. P. Shepardson, A. Roychoudhury & A. S. Hirsch (Eds.), Teaching and learning about climate change: A framework for educators (154–165). Routledge. https://doi.org/10.4324/9781315629841

  • Sadler, T. D. (2009). Situated learning in science education: Socio-scientific issues as contexts for practice. Studies in Science Education, 45, 1–42. https://doi.org/10.1080/03057260802681839

    Article  ADS  Google Scholar 

  • Tasquier, G., Levrini, O., Dillon, J. et al. (2016). Exploring students’ epistemological knowledge of models and modelling in science: Results from a teaching/learning experience on climate change. International Journal of Science Education, 38(4), 539–563. https://doi.org/10.1080/09500693.2016.1148828

    Article  ADS  Google Scholar 

  • Zangori, L., Peel, A., Kinslow, A., Friedrichsen, P., Sadler, T. D. et al. (2017). Student development of model-based reasoning about carbon cycling and climate change in a socio-scientific issues unit. Journal of Research in Science Teaching, 54(10), 1249–1273. https://doi.org/10.1002/tea.21404

    Article  ADS  Google Scholar 

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Acknowledgements

We thank Dr. Mark Chandler, Dr. Devarati Bhattacharya, Kim Carroll-Steward, and, most importantly, the students and teachers who have partnered with us to enhance understanding about climate change education.

Funding

This material is based upon work supported by the National Science Foundation (NSF) under Grants DRL 1720838 and DRL 1719872. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the NSF.

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SJMM: the author has made substantial contribution to the conception, and design of the work; the analysis, and interpretation of data; the drafting and substantial revision of the work; and has approved the submitted version. The author has agreed both to be personally accountable for the author’s own contributions and to ensure that questions related to the accuracy or integrity of any part of the work, even ones in which the author was not personally involved are appropriately investigated, resolved, and the resolution documented in the literature. AAO: the author has made substantial contribution to the conception, and design of the work; the analysis, and interpretation of data; the drafting and substantial revision of the work; and has approved the submitted version. The author has agreed both to be personally accountable for the author’s own contributions and to ensure that questions related to the accuracy or integrity of any part of the work, even ones in which the author was not personally involved are appropriately investigated, resolved, and the resolution documented in the literature. CTF: the author has made substantial contribution to the conception, and design of the work; the acquisition, analysis, and interpretation of data; the drafting and substantial revision of the work; and has approved the submitted version. The author has agreed both to be personally accountable for the author’s own contributions and to ensure that questions related to the accuracy or integrity of any part of the work, even ones in which the author was not personally involved are appropriately investigated, resolved, and the resolution documented in the literature.

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Correspondence to Silvia-Jessica Mostacedo-Marasovic.

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This study has been approved by the University of Nebraska-Lincoln Institutional Review Board.

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Mostacedo-Marasovic, SJ., Olsen, A.A. & Forbes, C.T. Supporting Secondary Students’ Understanding of Earth’s Climate System and Global Climate Change Using EzGCM: A Cross-Sectional Study. J Sci Educ Technol 33, 178–194 (2024). https://doi.org/10.1007/s10956-023-10067-8

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