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Supporting children’s place-based observations and explanations using collaboration scripts while learning-on-the-move outdoors

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Abstract

Our research conducted two iterations of a mixed methods design-based research project with 87 youths, to improve learners’ collaboration and knowledge-building by using collaboration scripts during learning-on-the-move within a mobile computing intervention. We investigated how the informal mobile augmented reality app influenced children’s science knowledge related to tree life cycles and how the mobile learning intervention shaped children’s collaborative sense-making, which involved coordinating sensory observations with explanations as they walked through forested areas of a nature center. Iteration A included four scripts to support collaborative sense-making and knowledge-building, and Iteration B included two additional scripts to support learning regulation. Our results showed significant, large gains in science content scores between pre- and post-assessment for the children in both iterations; however, no difference in learners’ knowledge gain was found when comparing Iterations A and B. We qualitatively coded video-records of 39 small groups to understand children’s sense-making related to observational and explanation practices. Iteration B groups, who were provided with two additional collaboration scripts, were better able to engage in collaborative sense-making and peer negotiation as they coordinated observational evidence with explanations of tree life cycle stages. Study implications include when designing out-of-school-time experiences, collaboration scripts can guide complex scientific sense-making that includes observation and explanation when children are learning-on-the-move.

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References

  • Ahn, J., Gubbels, M., Yip, J., Bonsignore, E., & Clegg, T. (2013, June). Using social media and learning analytics to understand how children engage in scientific inquiry. In Proceedings of the 12th International Conference on Interaction Design and Children (pp. 427–430). ACM

  • Azevedo, R., & Hadwin, A. (2005). Scaffolding self-regulated learning and metacognition—Implications for the design of computer-based scaffolds. Instructional Science, 33(5), 367–379

    Article  Google Scholar 

  • Bell, P., Lewenstein, B., Shouse, A. W., & Feder, M. A. (Eds.). (2009). Learning science in informal environments: People, places, and pursuits. Washington, D.C.: National Academies Press

    Google Scholar 

  • Berland, L. K., & Reiser, B. J. (2009). Making sense of argumentation and explanation. Science Education, 93(1), 26–55

    Article  Google Scholar 

  • Chen, Y. S., Kao, T. C., & Sheu, J. P. (2005). Realizing outdoor independent learning with a butterfly- watching mobile learning system. Journal of Educational Computing Research, 33(4), 395–417

    Article  Google Scholar 

  • Choi, G., Land, S. M., & Zimmerman, H. T. (2018). Investigating children’s deep learning of the tree life cycle using mobile technologies. Computers in Human Behavior, 87, 470–479

    Article  Google Scholar 

  • Crowley, K., & Jacobs, M. (2002). Islands of expertise and the development of family scientific literacy. In G. Leinhardt, K. Crowley, & K. Knutson (Eds.), Learning conversations in museums (pp. 333–356). New York, NY: Taylor & Francis

    Google Scholar 

  • Davis, P., Horn, M., Block, F., Phillips, B., Evans, E. M., Diamond, J., & Shen, C. (2015). “Whoa! We’re going deep in the trees!”: Patterns of collaboration around an interactive information visualization exhibit. International Journal of Computer-Supported Collaborative Learning, 10(1), 53–76

    Article  Google Scholar 

  • Dillenbourg, P., & Crivelli, Z. (2009). A model of collaborative learning scripts instantiated with mobile technologies. International Journal of Mobile and Blended Learning (IJMBL), 1(1), 36–48

    Article  Google Scholar 

  • Dillenbourg, P., & Jermann, P. (2007). Designing integrative scripts. In F. Fischer, I. Kollar, H. Mandl, & J. M. Haake (Eds.), Scripting computer-supported collaborative learning: Cognitive, computational and educational perspectives (pp. 275–301). Boston, MA: Springer

    Chapter  Google Scholar 

  • Dunleavy, M., & Dede, C. (2014). Augmented reality teaching and learning. In M. J. Bishop, & J. Elen (Eds.), Handbook of research on educational communications and technology (4th ed., 2 vol., pp. 735–745). New York: Macmillan

    Chapter  Google Scholar 

  • Eberbach, C., & Crowley, K. (2009). From everyday to scientific observation: How children learn to observe the biologist’s world. Review of Educational Research, 79(1), 39–68

    Article  Google Scholar 

  • Eberbach, C., & Crowley, K. (2017). From seeing to observing: How parents and children learn to see science in a botanical garden. Journal of the Learning Sciences, 26(4), 608–642

    Article  Google Scholar 

  • Fischer, F., Kollar, I., Mandl, H., & Haake, J. M. (Eds.). (2007). Scripting computer-supported collaborative learning: Cognitive, computational and educational perspectives (6 vol.). New York: Springer Science & Business Media

    Google Scholar 

  • Fischer, F., Kollar, I., Stegmann, K., & Wecker, C. (2013). Toward a script theory of guidance in computer-supported collaborative learning. Educational Psychologist, 48(1), 56–66

    Article  Google Scholar 

  • Georgiou, Y., & Kyza, E. A. (2019). Relations between student motivation, immersion and learning outcomes in location-based augmented reality settings. Computers in Human Behavior, 89, 173–181

    Article  Google Scholar 

  • Georgiou, Y., & Kyza, E. (2021). Bridging narrative and locality in mobile-based augmented reality educational activities: Effects of semantic coupling on students’ immersion and learning gains. International Journal of Human-Computer Studies, 145, 102546

    Article  Google Scholar 

  • Gutwill, J. P., & Allen, S. (2010). Facilitating family group inquiry at science museum exhibits. Science Education, 94(4), 710–742

    Article  Google Scholar 

  • Ha, J., Pérez Cortés, L. E., Su, M., Nelson, B. C., Bowman, C., & Bowman, J. D. (2021). The impact of a gamified mobile question-asking app on museum visitor group interactions: an ICAP framing. International Journal of Computer-Supported Collaborative Learning, 16(3), 367–401

    Article  Google Scholar 

  • Hadwin, A. F., Oshige, M., Gress, C. L. Z., & Winne, P. H. (2010). Innovative ways for using gStudy to orchestrate and research social aspects of self-regulated learning. Computers in Human Behavior, 26(5), 794–805

    Article  Google Scholar 

  • Hall, R., Shapiro, B. R., Hostetler, A., Lubbock, H., Owens, D., Daw, C., & Fisher, D. (2020). Here-and-then: Learning by making places with digital spatial story lines. Cognition and Instruction, 38(3), 348–373

    Article  Google Scholar 

  • Herrenkohl, L. R., Palincsar, A. S., DeWater, L. S., & Kawasaki, K. (1999). Developing scientific communities in classrooms: A sociocognitive approach. Journal of the Learning Sciences, 8(3–4), 451–493

    Article  Google Scholar 

  • Hollett, T., Peng, X., & Land, S. (2021). Learning with and beyond the body: The production of mobile architectures in a ballet variations class. Journal of the Learning Sciences, Online in advance of print, 1–30

  • Järvelä, S., Hadwin, A., Malmberg, J., & Miller, M. (2018). Contemporary perspectives of regulated learning during collaboration. In F. Fischer, C. Hmelo-Silver, S. Goldman, & P. Reimann (Eds.), International Handbook of the Learning Sciences (pp. 127–136). New York: Routledge

    Chapter  Google Scholar 

  • Jiang, S., Shen, J., Smith, B. E., & Kibler, K. W. (2020). Science identity development: how multimodal composition mediates student role-taking as scientist in a media-rich learning environment. Educational Technology Research and Development, 68(6), 3187–3212

    Article  Google Scholar 

  • Jung, Y. J., Zimmerman, H. T., & Land, S. M. (2019). Emerging and developing situational interest during children’s tablet-mediated biology learning activities at a nature center. Science Education, 103(4), 900–922

    Article  Google Scholar 

  • Kamarainen, A., Reilly, J., Metcalf, S., Grotzer, T., & Dede, C. (2018). Using mobile location-based augmented reality to support outdoor learning in undergraduate ecology and environmental science courses. Bulletin of the Ecological Society of America, 99(2), 259–276

    Article  Google Scholar 

  • Kawas, S., Chase, S. K., Yip, J., Lawler, J. J., & Davis, K. (2019). Sparking interest: A design framework for mobile technologies to promote children’s interest in nature. International Journal of Child-Computer Interaction, 20, 24–34

    Article  Google Scholar 

  • Kelton, M. L., & Ma, J. Y. (2020). Assembling a torus: Family mobilities in an immersive mathematics exhibition. Cognition and Instruction, 38(3), 318–347

    Article  Google Scholar 

  • Kollar, I., Fischer, F., & Hesse, F. W. (2006). Collaboration scripts–a conceptual analysis. Educational Psychology Review, 18(2), 159–185

    Article  Google Scholar 

  • Land, S. M., & Zimmerman, H. T. (2015). Socio-technical dimensions of an outdoor mobile learning environment: A three-phase design-based research investigation. Educational Technology Research & Development, 65(2), 229–255

    Article  Google Scholar 

  • Land, S. M., Zimmerman, H. T., Millet, C., & Choi, G. W. (2020). Supporting scientific observations in an Arboretum through proximity-based mobile computing. Visitor Studies, 23(2), 182–204

    Article  Google Scholar 

  • Liu, T. C., Peng, H., Wu, W. H., & Lin, M. S. (2009). The effects of mobile natural-science learning based on the 5E learning cycle: A case study. Educational Technology & Society, 12(4), 344–358

    Google Scholar 

  • Lyons, L. (2018). Supporting informal STEM learning with technological exhibits. In F. Fischer, C. Hmelo-Silver, S. Goldman, & P. Reimann (Eds.), International Handbook of the Learning Sciences (pp. 234–245). New York, NY: Routledge

    Chapter  Google Scholar 

  • Marin, A., Taylor, K. H., Shapiro, B. R., & Hall, R. (2020). Why learning on the move: intersecting research pathways for mobility, learning and teaching. Cognition and Instruction, 38(3), 265–280

    Article  Google Scholar 

  • Marin, A. M. (2020). Ambulatory sequences: Ecologies of learning by attending and observing on the move. Cognition and Instruction, 38(3), 281–317

    Article  Google Scholar 

  • Marin, A., & Bang, M. (2018). “Look it, this is how you know:” Family forest walks as a context for knowledge-building about the natural world. Cognition and Instruction, 36(2), 89–118

    Article  Google Scholar 

  • McClain, L. R., & Zimmerman, H. T. (2016). Technology-mediated engagement with nature: sensory and social engagement with the outdoors supported through an e-Trailguide. International Journal of Science Education, Part B, 6(4), 385–399

    Article  Google Scholar 

  • Radkowitsch, A., Vogel, F., & Fischer, F. (2020). Good for learning, bad for motivation? A meta-analysis on the effects of computer-supported collaboration scripts. International Journal of Computer-Supported Collaborative Learning, 15, 5–47

    Article  Google Scholar 

  • Roberts, J., & Lyons, L. (2017). The value of learning talk: Applying a novel dialogue scoring method to inform interaction design in an open-ended, embodied museum exhibit. International Journal of Computer-Supported Collaborative Learning, 12(4), 343–376

    Article  Google Scholar 

  • Rogers, Y., Price, S., Fitzpatrick, G., Fleck, R., Harris, E., Smith, H. … Weal, M. (2004). Ambient Wood: Designing new forms of digital augmentation for learning outdoors. Proceedings of the 2004 Conference on IDC. (p. 3–10)

  • Ryokai, K., & Agogino, A. (2013). Off the paved paths: Exploring nature with a mobile augmented reality learning tool. International Journal of Mobile Human-Computer Interaction (IJMHCI), 5(2), 21–49

    Article  Google Scholar 

  • Sandoval, W., & Bell, P. (2004). Design-based research methods for studying learning in context. Educational Psychologist, 39(4), 199–201

    Article  Google Scholar 

  • Sandoval, W. (2014). Conjecture mapping: An approach to systematic educational design research. Journal of the Learning Sciences, 23(1), 18–36

    Article  Google Scholar 

  • Schneider, J., & Schaal, S. (2018). Location-based smartphone games in the context of environmental education and education for sustainable development: Fostering connectedness to nature with Geogames. Environmental Education Research, 24(11), 1597–1610

    Article  Google Scholar 

  • Schoor, C., Narciss, S., & Körndle, H. (2015). Regulation during cooperative and collaborative learning: A theory-based review of terms and concepts. Educational Psychologist, 50(2), 97–119

    Article  Google Scholar 

  • Sharples, N., & Pea, R. D. (2014). Mobile learning. In R. K. Sawyer’s (Ed.), Cambridge handbook of the learning sciences (2nd ed., pp. 1513–1573). New York: Cambridge University Press

    Google Scholar 

  • Smith, B. K., & Reiser, B. J. (2005). Explaining behavior through observational investigation and theory articulation. Journal of the Learning Sciences, 14(3), 315–360

    Article  Google Scholar 

  • Squire, K., & Jan, M. (2007). Mad City Mystery: Developing scientific argumentation skills with a place-based augmented reality game on handheld computers. Journal of Science Education & Technology, 16, 5–29

    Article  Google Scholar 

  • Squire, K., & Klopfer, E. (2007). Augmented reality simulations on handheld computers. Journal of the Learning Sciences, 16(3), 371–413

    Article  Google Scholar 

  • Stahl, G. (2007). Scripting group cognition: The problem of guiding situated collaboration. In F. Fischer, I. Kollar, H. Mandl, & J. M. Haake (Eds.), Scripting computer-supported collaborative learning: Cognitive, computational and educational perspectives (pp. 327–335). Springer

  • Swartz, M. I., & Crowley, K. (2004). Parent beliefs about teaching and learning in a children’s museum. Visitor Studies Today, 7(2), 1–16

    Google Scholar 

  • Tabak, I. (2004). Synergy: A complement to emerging patterns of distributed scaffolding. Journal of the Learning Sciences, 13(3), 305–335

    Article  Google Scholar 

  • Taylor, K. H. (2017). Learning Along Lines: Locative Literacies for Reading and Writing the City. Journal of the Learning Sciences, 26(4), 533–574

    Article  Google Scholar 

  • Taylor, K. H., Takeuchi, L., & Stevens, R. (2018). Mapping the daily media round: Novel methods for understanding families’ mobile technology use. Learning, Media and Technology, 43(1), 70–84

    Article  Google Scholar 

  • Tissenbaum, M., Berland, M., & Lyons, L. (2017). DCLM framework: Understanding collaboration in open-ended tabletop learning environments. International Journal of Computer-Supported Collaborative Learning, 12(1), 35–64

    Article  Google Scholar 

  • Tscholl, M., & Lindgren, R. (2014). Empowering digital interactions with real-world conversations. TechTrends, 58(1), 56–63

    Article  Google Scholar 

  • Vogel, F., Wecker, C., Kollar, I., & Fischer, F. (2017). Socio-cognitive scaffolding with computer-supported collaboration scripts: A meta-analysis. Educational Psychology Review, 29(3), 477–511

    Article  Google Scholar 

  • Yoon, S., Elinich, K., Wang, J., Steinmeier, C., & Tucker, S. (2012). Using augmented reality and knowledge-building scaffolds to improve learning in a science museum. Computer-Supported Collaborative Learning, 7(4), 519–541

    Article  Google Scholar 

  • Yoon, S. A., Elinich, K., Wang, J., Van Schooneveld, J. B., & Anderson, E. (2013). Scaffolding informal learning in science museums: How much is too much? Science Education, 97(6), 848–877

    Article  Google Scholar 

  • Wu, H. K., Lee, S. W. U., Chang, H. Y., & Liang, J. C. (2013). Current status, opportunities, and challenges of augmented reality in education. Computers & Education, 62, 41–49

    Article  Google Scholar 

  • Zimmerman, H., Land, S. M., Maggiore, C., & Millet, C. (2019). Supporting children’s outdoor science learning with mobile computers: Integrating learning-on-the-move strategies with context-sensitive computing. Learning, Media, & Technology, 44(4), 457–472

    Article  Google Scholar 

  • Zimmerman, H. T., Land, S. M., McClain, L. R., Mohney, M. R., Choi, G. W., & Salman, F. H. (2015). Tree investigators: Supporting families and youth to coordinate observations with scientific knowledge. International Journal of Science Education, 5(1), 44–67

    Google Scholar 

  • Zimmerman, H. T., Reeve, S., & Bell, P. (2010). Family sense-making practices in science center conversations. Science Education, 94(3), 478–505

    Article  Google Scholar 

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Acknowledgements

This work was partially funded by the Penn State Center for Online Innovations in Learning. All opinions are those of the authors. We appreciate our colleagues who assisted with the data collection and coding: Gi Woong Choi, Jaclyn Dudek, YongJu Jung, Soo Hyeon Kim, Chrystal Maggiore, and Michael Mohney.

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Correspondence to Heather Toomey Zimmerman or Susan M. Land.

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Zimmerman, H.T., Land, S.M. Supporting children’s place-based observations and explanations using collaboration scripts while learning-on-the-move outdoors. Intern. J. Comput.-Support. Collab. Learn 17, 107–134 (2022). https://doi.org/10.1007/s11412-022-09366-w

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