Building Systems from Scratch: an Exploratory Study of Students Learning About Climate Change
Science and computational practices such as modeling and abstraction are critical to understanding the complex systems that are integral to climate science. Given the demonstrated affordances of game design in supporting such practices, we implemented a free 4-day intensive workshop for middle school girls that focused on using the visual programming environment, Scratch, to design games to teach others about climate change. The experience was carefully constructed so that girls of widely differing levels of experience were able to engage in a cycle of game design. This qualitative study aimed to explore the representational choices the girls made as they took up aspects of climate change systems and modeled them in their games. Evidence points to the ways in which designing games about climate science fostered emergent systems thinking and engagement in modeling practices as learners chose what to represent in their games, grappled with the realism of their respective representations, and modeled interactions among systems components. Given the girls’ levels of programming skill, parts of systems were more tractable to create than others. The educational purpose of the games was important to the girls’ overall design experience, since it influenced their choice of topic, and challenged their emergent understanding of climate change as a systems problem.
KeywordsComputer game design Informal learning Climate change systems Modeling
We are grateful to TERC and the National Science Foundation (grant #1542954) for supporting this work and to Marian Grogan for her backup technical support during the workshop. This work grew out of an exploration of ideas with Teon Edwards and Lis Sylvan, to whom the first author is indebted.
Compliance with Ethical Standards
All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Declaration of Helsinki and its later amendments or comparable ethical standards.
- Adams, J. & Webster, A. (2012). What do students learn about programming from game, music and storytelling projects? Proceedings of the 43 rd ACM technical symposium on Computer Science Education. New York: Association for Computing Machinery.Google Scholar
- Ashcraft, C., Eger, E., & Friend, M. (2012). Girls in it: the facts. Report of the National Center for Women and Technology, Boulder CO, Retrieved November 30 2014, from https://www.ncwit.org/sites/default/files/.../girlsinit_thefacts_fullreport2012.pdf .
- Aydin, E. (2005). The use of computers in mathematics education: a paradigm shift from “computer assisted instruction” towards “student programming.” The Turkish Online Journal of Educational Technology 4, NP.Google Scholar
- Basawapatna, A., Koh, K. & Repenning, A. (2010). Using scalable game design to teach computer science from middle school to graduate school. Annual Conference on Innovation and Technology in Computer Science Education, 224–228.Google Scholar
- Britner, S. L. (2003). Environmental ethics in middle school students: analysis of the moral orientation of student responses to environment dilemmas. Research in Middle Level Education Online, 26(1). Retrieved October 2015, from http://www.nmsa.org/Publications/RMLEOnline/tabid/101/Default.aspx.
- Bruckman, A., Jensen, C., & DeBonte, A. (2002). Gender and programming achievement in a CSCL environment. Proceedings of the Conference on Computer Support for Collaborative Learning: Foundations for a CSCL Community, CSCL, 119–127.Google Scholar
- Charmaz, K. (2006). Constructing grounded theory: a practical guide. London: Sage.Google Scholar
- Creswell, J. W. (2014). Research design: qualitative, quantitative, and mixed methods approaches (4th ed.). Thousand Oaks: Sage Publications.Google Scholar
- Denner, J. (2007). The girls creating games program: an innovative approach to integrating technology into middle school. Meridian: A Middle School Computer Technologies Journal, 10(1). http://www.ncsu.edu/meridian/win2007/girlgaming/index.htm.
- Denner, J. (2011). What predicts middle school girls’ interest in computing? International Journal of Gender in Science, Engineering, and Technology, 3(1).Google Scholar
- Duschl, R. (2008). Science education in three part harmony: balancing conceptual, epistemic, and social learning goals. In J. Green, A. Luke, & G. Kelly (Eds.), Review of Research in Education (Vol. 32). Washington, DC: American Educational Research Association.Google Scholar
- Egenfeldt-Nielsen, S. (2007). Educational potential of computer games. New York: Bloomsbury Academic.Google Scholar
- Erickson, F. (1986). Qualitative methods in research on teaching. In M. Wittrock (Ed.) The handbook of research on teaching, Third Edition (pp. 119–161). New York: Macmillan.Google Scholar
- Girls RISE Network. (2013). Girls, equity and STEM in informal learning settings: a review of literature. http://girlsrisenet.org/sites/default/files/SAVI%20Lit%20Review%20Sept%202013.pdf. Accessed 30 June 2014.
- Glaser, B., & Strauss, A. (1967). The discovery of grounded theory: strategies for qualitative research. Hawthorne: Aldine.Google Scholar
- Glasslab. (2014). Psychometric considerations in game-based assessment. 160 pp. instituteofplay.org. Accessed October 21 2014.
- Goh, S., Yoon, S., Wang, J., Yang, Z. & Klopfer, E. (2012). Investigating the relative difficulty of complex systems ideas in biology. 10th International Conference of the Learning Sciences: The Future of Learning, Sydney, Australia, July, 2012. www.isls.org/icls2012/downloads/ICLS2012%20Program.pdf. Accessed 11 Nov 2014.
- Gotwals, A. W., & Songer, N. B. (2010). Reasoning and down a food chain: using an assessment framework to investigate students’ middle knowledge. https://doi.org/10.1002/sce.20368.
- Greeno, J., & Hall, R. P. (1998). Practicing with representations: learning with and about representational forms. Phi Delta Kappan, 78(5), 361–367.Google Scholar
- Grotzer, T., & Lincoln, R. (2007). Educating for “intelligent environmental action” in an age of global warming. In S. Moser & L. Dilling (Eds.), Creating a Climate for Change: Communicating Climate Change and Facilitating Social Change (pp. 266–280). Cambridge: Cambridge University Press. https://doi.org/10.1017/CBO9780511535871.020.CrossRefGoogle Scholar
- Hayes, E. (2008). Girls, gaming and trajectories of IT expertise. In Y. B. Kafai, C. Heeter, J. Denner, & J. Y. Sun (Eds.), Beyond Barbie and Mortal Kombat: New Perspectives on Gender and Gaming (pp. 217–230). Cambridge: MIT Press.Google Scholar
- Helms, M., Vattam, S., & Goel, A. (2010). The effect of functional modeling on understanding complex biological systems. Proceedings of the America Society of Mechanical Engineers 2010 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference.Google Scholar
- Hill, C., Corbett, C., & St. Rose, A. (2010). Why so few? Women in science, technology, engineering, and mathematics. Washington, DC: American Association of University Women.Google Scholar
- Hoover, A.K., Barnes, K., Fatehi, B., Moreno-Leon, J., Puttick, G., Tucker-Raymond, E. & Harteveld, C. (2016). Assessing computational thinking in students’ game designs. Proceedings of the Annual Symposium on Computer-Human Interaction in Play (CHI PLAY. The Association for Computing Machinery (ACM). Special Interest Group on Computer-Human Interaction (SIGCHI).Google Scholar
- Kafai, Y., Franke, M., Ching, C., & Shih, J. (1998). Game design as an interactive learning environment for fostering students’ and teachers’ mathematical inquiry. International Journal of Computers for Mathematical Learning, 3(2), 149–184. https://doi.org/10.1023/A:1009777905226.CrossRefGoogle Scholar
- Kamarainen, A. M., Metcalf, S., Grotzer, T. A., & Dede, C. (2015). Exploring ecosystems from the inside: how immersive multi-user virtual environments can support development of epistemologically grounded modeling practices in ecosystem science instruction. Journal of Science Education and Technology, 24(2), 148–167. https://doi.org/10.1007/s10956-014-9531-7.CrossRefGoogle Scholar
- Lehrer, R., & Schauble, L. (2006). Scientific thinking and science literacy. In W. Damon, R. Lerner, K. A. Renninger, I. E. Sigel, & I.E. (Eds.), Handbook of Child Psychology and Developmental Science, Cognitive Processes (pp. 153–196). Hoboken NJ: Wiley.Google Scholar
- Leiserowitz, A., Maibach, E., Roser-Renouf, C., & Smith, N. (2011). Global warming’s 6 Americas May 2011. Yale University and George Mason University. New Haven: Yale Project on Climate Change Communication.Google Scholar
- Maloney, J., Resnick, M., Rusk, N., Silverman, B., & Eastmond, E. (2010). The Scratch programming language and environment. ACM Transactions on Computing Education, 10(4).Google Scholar
- McNeill, K., Libarkin, J., Ledley, T., Bardar, E., Haddad, N., Ellins, K., & Dutta, S. (2014). The role of research in online curriculum development: the case of EarthLabs climate change and Earth systems modules. Journal of Geoscience Education, 62(4), 560–577. https://doi.org/10.5408/13-060.1.CrossRefGoogle Scholar
- Michaels, S., O’Connor, C., & Resnick, L. (2008). Reasoned Participation: Accountable Talk in the Classroom and in Civic Life. Studies in Philosophy and Education, 27(4), 283–297.Google Scholar
- Miles, M., & Huberman, A. (1994). Qualitative data analysis: an expanded source book. Thousand Oaks: Sage Publications.Google Scholar
- Nagel, E. (1961). The structure of science. New York: Harcourt, Brace, and World.Google Scholar
- Orion, N., & Ault Jr., C. R. (2006). Learning earth sciences. In N. Lederman & S. Abell (Eds.), The Handbook of Research on Science Teaching. Mahwah: Lawrence Erlbaum.Google Scholar
- Osborne, J., & Dillon, J. (2008). Science education in Europe: critical reflections. London: The Nuffield Foundation.Google Scholar
- Papert, S., & Harel, I. (1991). Situating constructionism. Constructionism, 36, 1–11.Google Scholar
- Penner, D. A. (2000). Explaining systems investigating middle school students’ understanding of emergent phenomena. Journal of Research in Science Teaching, 37(8), 784–806.Google Scholar
- Puttick, G., Bernstein, D. & Edwards, T. (2017). Design based research study of a girl scout program focused on energy conservation. Educational Researcher (to appear).Google Scholar
- Puttick, G., Tucker-Raymond, E. & Barnes, J. (2016). Environmental attitudes in youth-created computer games about climate change. Proceedings of the Games+Learning+Society 12 conference, August 2016, Madison WI.Google Scholar
- Puttick, G., Strawhacker, A., Bernstein, D., & Sylvan, E. (2014). Its not as bad as using the toaster all the time. Trade offs in a Scratch game about energy use. Proceedings of the International Conference on the Learning Sciences 2014, 3, 1485–1486.Google Scholar
- Repenning, A., Webb, D., & Ioannidou, A. (2010). Scalable game design and the development of a checklist for getting computational thinking into public schools. In Proceedings of the 41st Association for Computing Machinery’s Technical Symposium on Computer Science Education, 265–269.Google Scholar
- Resnick, M., Maloney, J., Monroy-Hernández, A., Rusk, N., Eastmond, E., Brennan, K., Millner, A., Rosenbaum, E., Silver, J., Silverman, B., Kafai, Y. (2009). Scratch: Programming for all. Communications of the ACM, 52, 60–67. https://doi.org/10.1145/1592761.1592779.
- Riess, W., & Mischo, C. (2010). Promoting systems thinking through biology lessons. doi: https://doi.org/10.1080/09500690902769946.
- Salen, K. (2007). Gaming literacies: a game design study in action. Journal of Educational Multimedia and Hypermedia, 16(3), 301–322.Google Scholar
- Salen, K., & Zimmerman, E. (2004). Rules of play. In Game design fundamentals. Cambridge: MIT Press.Google Scholar
- Schoenberg, J., Salmond, K., & Fleshman, P. (2008). Change It Up! What girls say about redefining leadership. New York. Retrieved November 1, 2008, from http://www.girlscouts.org/research.
- Schwandt, T. A. (1994). Constructivist, interpretivist approaches to human inquiry. In N. K. Lincoln & Y. L. Guba (Eds.), The Handbook of Qualitative Research (pp. 118–137). Thousand Oaks: Sage.Google Scholar
- Sjoberg, S. & Schreiner, C. (2010). The ROSE project: an overview and key findings. http://www.roseproject.no/network/countries/norway/eng/nor-Sjoberg-Schreiner-overview-2010.pdf. Accessed March 14 2014.
- Songer, N., Kelcey, B., & Gotwals, A. (2009). How and when does complex reasoning occur? Empirically driven development of a learning progression focused on complex reasoning about biodiversity. Journal of Research in Science Teaching, 46(6), 610–631. https://doi.org/10.1002/tea.20313.CrossRefGoogle Scholar
- Sterelny, K. (2005). Externalism, epistemic artifacts and the extended mind. In R. Schantz (Ed.), The Externalist Challenge. New Studies on Cognition and Intentionality (pp. 239–254). Berlin and New York: De Gruyter.Google Scholar
- Tucker-Raymond, E., Torres-Petrovich, D., Dumbleton, K., & Damlich, E. (2012). Reconceptualizing together: Exploring participatory and productive media literacies in a collaborative teacher research group. In D. Alvermann & K. Hinchman (Eds.), Reconceptualizing literacies in adolescents’ lives (pp. 224–243). New York: Routledge.Google Scholar
- Tutwiler, M. S., & Grotzer, T. (2013). Why immersive, interactive simulation belongs in the pedagogical toolkit of “next generation” science: facilitating student understanding of complex causal dynamics. In I. Saleh (Ed.), Approaches and Strategies in Next Generation Science Learning (pp. 127–146). Hershey: IGI Global. https://doi.org/10.4018/978-1-4666-2809-0.ch007.CrossRefGoogle Scholar
- Vygotsky, L. (1978). Mind and society: the development of higher psychological processes. Cambridge: Harvard University Press.Google Scholar
- Weintrop, D., Beheshti, E., Horn, M., Orton, K., Jona, K., Trouille, L., & Wilensky, U. (2015). Defining computational thinking for mathematics and science classrooms. Journal of Science Education and Technology, 25(1), 127–147.Google Scholar
- Werner, L., Denner, J., & Campe, S. (2014). Learn engineering practices using game design and creation. In L. Annetta & J. Minogue (Eds.), Achieving Science and Technological Literacy Through Engineering Design Practices. New York: Springer.Google Scholar
- Windschitl, M. (2013). Models and modeling: an introduction. Retrieved November 19, 2016 from ambitiousscienceteaching.org