Abstract
Multi-touch interfaces allow for direct and simultaneous input by several co-present learners and afford hands-on learning experiences. Additional scaffolding for strategic behavior and/or verbalizations may constructively complement collaborative learning with a multi-touch device. In this study, the tablet app “Proportion” is supposed to enable two novices (about 10 years old) to collaboratively construct an understanding of proportional relations. In a 2 × 2 factorial design (n = 162), effects of enriching Proportion with strategy prompts (with/without) and verbalization prompts (with/without) on multi-modal processes as well as near and far transfer learning gains have been investigated. The process variables include task focus, positive and negative emotions, and quality of dialogue (transactivity, epistemic quality). We found a general improvement in near transfer task types over all conditions without the two prompt types further affecting learning gains. While the strategy prompts did not significantly affect processes or outcomes, the verbalization prompts had versatile effects on learning processes: On one hand, quality of talk was improved, on the other hand, task focus and emotions were negatively affected.
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Abrahamson, D. (2017). Embodiment and mathematics learning. In K. Peppler (Ed.), The SAGE encyclopedia of out-of-school learning (pp. 247–252). Thousand Oaks, CA: SAGE.
Alvarez, C., Brown, C., & Nussbaum, M. (2011). Comparative study of netbooks and tablet PCs for fostering face-to-face collaborative learning. Computers in Human Behavior, 27(2), 834–844.
Baker, M., & Lund, K. (1997). Promoting reflective interactions in a CSCL environment. Journal of Computer Assisted Learning, 13, 175–193.
Barsalou, L. W. (2008). Grounded cognition. Annual Review of Psychology, 59, 617–645.
Belland, B. R., Kim, C., & Hannafin, M. J. (2013). A framework for designing scaffolds that improve motivation and cognition. Educational Psychologist, 48(4), 243–270.
Berkowitz, M. W., & Gibbs, J. C. (1983). Measuring the developmental features of moral discussion. Merrill-Palmer Quarterly, 29(4), 399–410.
Borge, M., & White, B. (2016). Toward the development of socio-metacognitive expertise: An approach to developing collaborative competence. Cognition and Instruction, 34(4), 323–360.
Boyer, T. W., Levine, S. C., & Huttenlocher, J. (2008). Development of proportional reasoning: Where young children go wrong. Developmental Psychology, 44(5), 1478–1490.
Caballero, D., van Riesen, S. A. N., Álvarez, S., Nussbaum, M., De Jong, T., & Alario-Hoyos, C. (2014). The effects of whole-class interactive instruction with single display groupware for triangles. Computers & Education, 70, 203–211.
Chen, C. H., & Law, V. (2016). Scaffolding individual and collaborative game-based learning in learning performance and intrinsic motivation. Computers in Human Behavior, 55, 1201–1212.
Chi, M. T. H., Siler, S. A., Jeong, H., Yamauchi, T., & Hausmann, R. G. (2001). Learning from human tutoring. Cognitive Science, 25(4), 471–533.
Cohen, E. G., & Lotan, R. A. (1995). Producing equal-status interaction in the heterogeneous classroom. American Educational Research Journal, 32(1), 99–120.
Cook, S. W., Mitchell, Z., & Goldin-Meadow, S. (2008). Gesturing makes learning last. Cognition, 106, 1047–1058.
Danish, J. A., Enyedy, N., Saleh, A., Lee, C., & Andrade, A. (2015). Science through technology enhanced play: Designing to support reflection through play and embodiment. In O. Lindwall, P. Häkkinen, T. Koschman, P. Tchounikine, & S. Ludvigsen (Eds.), Exploring the material conditions of learning: The computer supported collaborative learning (CSCL) conference 2015 (Vol. 1, pp. 332–339). Gothenburg: The International Society of the Learning Sciences.
Davidsen, J., & Ryberg, T. (2017). “This is the size of one meter”: Children’s bodily-material collaboration. International Journal of Computer-Supported Collaborative Learning, 12(1), 65–90.
Deater-Deckard, K., El Mallah, S., Chang, M., Evans, M. A., & Norton, A. (2014). Student behavioral engagement during mathematics educational video game instruction with 11–14 year olds. International Journal of Child-Computer Interaction, 2(3), 101–108.
Dillenbourg, P. (2002). Over-scripting CSCL: The risks of blending collaborative learning with instructional design. In P. A. Kirschner (Ed.), Three worlds of CSCL. Can we support CSCL? (pp. 61–91). Heerlen: Open Universiteit Nederland.
Ellis, S., Klahr, D., & Siegler, R. S. (1993). Effects of feedback and collaboration on changes in children’s use of mathematical rules. Paper presented at the Meetings of the Society for Research in Child Development, New Orleans.
Falloon, G., & Khoo, E. (2014). Exploring young students’ talk in iPad-supported collaborative learning environments. Computers & Education, 77, 13–28.
Frijda, N. H. (1988). The laws of emotion. American Psychologist, 43(5), 349–358.
Furberg, A. (2016). Teacher support in computer-supported lab work: Bridging the gap between lab experiments and students’ conceptual understanding. International Journal of Computer-Supported Collaborative Learning, 11(1), 89–113.
Gelman, R., Cohen, M., & Hartnett, P. (1989). To know mathematics is to go beyond thinking that “Fractions aren’t numbers.” In C. A. Maher, G. A. Goldin, & R. B. Davis (Eds.), Proceedings of the 11th annual meeting of the North American chapter of the international group for the psychology of mathematics education (Vol. 2, pp. 29–67). New Brunswick, NJ.
Gelmini-Hornsby, G., Ainsworth, S., & O’Malley, C. (2011). Guided reciprocal questioning to support children’s collaborative storytelling. International Journal of Computer-Supported Collaborative Learning, 6(4), 577–600.
Gijlers, H., Weinberger, A., van Dijk, A. M., Bollen, L., & van Joolingen, W. (2013). Collaborative drawing on a shared digital canvas in elementary science education: The effects of script and task awareness support. International Journal of Computer-Supported Collaborative Learning, 8(4), 427–453.
Harley, J. M., Bouchet, F., Hussain, M. S., Azevedo, R., & Calvo, R. (2015). A multi-componential analysis of emotions during complex learning with an intelligent multi-agent system. Computers in Human Behavior, 48, 615–625.
Jackson, S. L., Krajcik, J., & Soloway, E. (1998). The design of guided learner-adaptable scaffolding in interactive learning environments. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI (pp. 187–194). Los Angeles, CA: ACM Press.
Jitendra, A. K., Star, J. R., Rodriguez, M., Lindell, M., & Someki, F. (2011). Improving students’ proportional thinking using schema-based instruction. Learning and Instruction, 21(6), 731–745.
Kerr, N. L., & Tindale, R. S. (2004). Group performance and decision making. Annual Review of Psychology, 55, 623–655.
King, A. (1990). Enhancing peer interaction and learning in the classroom through reciprocal questioning. American Educational Research Journal, 27(4), 664–687.
Krippendorff, K. (2012). Content analysis: An introduction to its methodology (3rd ed.). Thousand Oaks, CA: Sage.
Kupers, E., van Dijk, M., & van Geert, P. (2017). Changing patterns of scaffolding and autonomy during individual music lessons: A mixed methods approach. Journal of the Learning Sciences, 26(1), 131–166.
Lehman, B., Matthews, M., D’Mello, S., & Person, N. (2008). What are you feeling? Investigating student affective states during expert human tutoring sessions. In B. Woolf, E. Aimeur, R. Nkambou, & S. Lajoie (Eds.), Proceedings of the 9th International Conference on Intelligent Tutoring Systems (pp. 50–59). Berlin, Heidelberg: Springer.
Linnenbrink, E. A., & Pintrich, P. R. (2002). Achievement goal theory and affect: An asymmetrical bidirectional model. Educational Psychologist, 37(2), 69–78.
Martin, T., Smith, C. P., Forsgren, N., Aghababyan, A., Janisiewicz, P., & Baker, S. (2015). Learning fractions by splitting: Using learning analytics to illuminate the development of mathematical understanding. The Journal of the Learning Sciences, 24(4), 593–637.
Mercier, E. M., Higgins, S. E., & da Costa, L. (2014). Different leaders: Emergent organizational and intellectual leadership in children’s collaborative learning groups. International Journal of Computer-Supported Collaborative Learning, 9(4), 397–432.
Mix, K. S., Levine, S. C., & Huttenlocher, J. (1999). Early fraction calculation ability. Developmental Psychology, 35(5), 164–174.
Ottmar, E., & Landy, D. (2017). Concreteness fading of algebraic instruction: Effects on learning. Journal of the Learning Sciences, 26(1), 51–78.
Pekrun, R., Goetz, T., Titz, W., & Perry, R. P. (2002). Academic emotions in students’ self-regulated learning and achievement: A program of qualitative and quantitative research. Educational Psychologist, 37(2), 91–106.
Reinholz, D. L., Trninic, D., Howison, M., & Abrahamson, D. (2010). It’s not easy being green: Embodied artifacts and the guided emergence of mathematical meaning. In P. Brosnan, D. Erchick, & L. Flevares (Eds.), Proceedings of the 32nd annual meeting of the North American Chapter of the International Group for the Psychology of Mathematics Education (Vol. 6, pp. 1488–1496). Columbus, OH: PME-NA.
Reiser, B. J. (2004). Scaffolding complex learning: The mechanisms of structuring and problematizing student work. Journal of the Learning Sciences, 13(3), 273–304.
Regionalverband Saarbrücken. (2012). 1. Bildungsbericht für den Regionalverband Saarbrücken. Saarbrücken, Germany: Regionalverband Saarbrücken.
Rick, J. (2012). Proportion: A tablet app for collaborative learning. In Proceedings of the 11th Annual Interaction Design and Children Conference, IDC (pp. 316–319). New York, NY: ACM Press.
Rick, J., Kopp, D., Schmitt, L., & Weinberger, A. (2015). Tarzan and Jane Share an iPad. In O. Lindwall, P. Häkkinen, T. Koschman, P. Tchounikine, & S. Ludvigsen (Eds.), Exploring the material conditions of learning: The computer supported collaborative Learning (CSCL) conference 2015 (Vol. 1, pp. 356–363). Gothenburg: The International Society of the Learning Sciences.
Rick, J., Rogers, Y., Haig, C., & Yuill, N. (2009). Learning by doing with shareable interfaces. Children, Youth and Environments, 19(1), 320–341.
Roschelle, J., Rafanan, K., Bhanot, R., Estrella, G., Penuel, B., Nussbaum, M., et al. (2010). Scaffolding group explanation and feedback with handheld technology: Impact on students’ mathematics learning. Educational Technology Research and Development, 58(4), 399–419.
Roschelle, J., & Teasley, S. D. (1995). The construction of shared knowledge in collaborative problem solving. In C. O’Malley (Ed.), Computer supported collaborative learning (pp. 69–97). Berlin, Germany: Springer.
Sakr, M., Jewitt, C., & Price, S. (2014). The semiotic work of the hands in scientific enquiry. Classroom Discourse, 5(1), 51–70.
Sakr, M., Jewitt, C., & Price, S. (2016). Mobile experiences of historical place: A multimodal analysis of emotional engagement. Journal of the Learning Sciences, 25(1), 51–92.
Schneps, M. H., Ruel, J., Sonnert, G., Dussault, M., Griffin, M., & Sadler, P. M. (2014). Conceptualizing astronomical scale: Virtual simulations on handheld tablet computers reverse misconceptions. Computers & Education, 70, 269–280.
Schoenfeld, A. H. (1987). What’s all the fuss about metacognition? In A. H. Schoenfeld (Ed.), Cognitive science and mathematics education (pp. 189–215). Hillsdale, NJ: Lawrence Erlbaum Associates.
Schoenfeld, A. H. (1992). Learning to think mathematically: Problem solving, metacognition, and sense-making in mathematics. In D. Grouws (Ed.), Handbook for research on mathematics teaching and learning (pp. 334–370). New York, NY: MacMillan.
Schooler, J. W. (2002). Verbalization produces a transfer inappropriate processing shift. Applied Cognitive Psychology, 16(8), 989–997.
Schukajlow, S., Kolter, J., & Blum, W. (2015). Scaffolding mathematical modelling with a solution plan. ZDM Mathematics Education, 47(7), 1241–1254.
Sharples, M., Scanlon, E., Ainsworth, S., Anastopoulou, S., Collins, T., Crook, C., et al. (2015). Personal inquiry: Orchestrating science investigations within and beyond the classroom. The Journal of the Learning Sciences, 24(2), 308–341.
Sim, G., Cassidy, B., & Read, J. C. (2013). Understanding the fidelity effect when evaluating games with children. In IDC 2013 (pp. 193–200).
Sim, G., MacFarlane, S., & Read, J. (2006). All work and no play: Measuring fun, usability, and learning in software for children. Computers & Education, 46(3), 235–248. https://doi.org/10.1016/j.compedu.2005.11.021.
Tchounikine, P. (2016). Contribution to a theory of CSCL scripts: Taking into account the appropriation of scripts by learners. International Journal of Computer-Supported Collaborative Learning, 11(3), 349–369.
Teasley, S. (1997). Talking about reasoning: How important is the peer in peer collaboration? In L. B. Resnick, R. Säljö, C. Pontecorvo, & B. Burge (Eds.), Discourse, tools and reasoning: Essays on situated cognition (pp. 361–384). Berlin, Germany: Springer.
van Dijk, A. M., Gijlers, H., & Weinberger, A. (2014). Scripted collaborative drawing in elementary science education. Instructional Science, 42(3), 353–372.
Weinberger, A., & Fischer, F. (2006). A framework to analyze argumentative knowledge construction in computer-supported collaborative learning. Computers & Education, 46(1), 71–95.
Weinberger, A., Stegmann, K., & Fischer, F. (2007). Knowledge convergence in collaborative learning: Concepts and assessment. Learning and Instruction, 17(4), 416–426.
Weinberger, A., Stegmann, K., & Fischer, F. (2010). Learning to argue online: Scripted groups surpass individuals (unscripted groups do not). Computers in Human Behavior, 26(4), 506–515.
Wouters, P., van Oostendorp, H., ter Vrugte, J., Vandercruysse, S., de Jong, T., & Elen, J. (2015). The role of curiosity-triggering events in game-based learning for mathematics. In J. Torbeyns, E. Lehtinen, & J. Elen (Eds.), Describing and studying domain-specific serious games. Advances in game-based learning (pp. 191–207). New York: Springer.
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The authors would like to thank Jochen Rick for designing and programming the Proportion app and the various student assistants supporting the research project.
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Schmitt, L.J., Weinberger, A. Fourth graders’ dyadic learning on multi-touch interfaces—versatile effects of verbalization prompts. Education Tech Research Dev 67, 519–539 (2019). https://doi.org/10.1007/s11423-018-9619-5
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DOI: https://doi.org/10.1007/s11423-018-9619-5