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Mathematical Skills and Learning by Invention in Small Groups

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Part of the book series: Education Innovation Series ((EDIN))

Abstract

The purpose of the present research was to investigate how the effectiveness of learning-by-invention activities may be influenced by the composition of the small groups that engage in them in terms of the mathematical skills of their members. Undergraduates engaged in an “inventing standard deviation” activity. Groups that included both high- and low-skill members generated a broader range of solution attempts and more high-quality solution attempts during the activity. Both the range and quality of solution attempts that were generated related to better uptake of the standard deviation formula from a later lesson. These results suggest that the composition of the small groups that work together may have an impact on the effectiveness of learning-by-invention activities.

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Notes

  1. 1.

    In the literature, there are several similar approaches that explore the learning opportunities that can result from having students engage in problem solving before having received instruction. VanLehn referred to this as impasse-driven learning (1988). Schwartz and Martin (2004) have argued that an initial invention phase can provide “preparation for future learning.” Kapur frames generation and exploration (Kapur 2012), or elicitation phases (Kapur and Bielaczyc 2011), as ways to encourage productive failure. In the present paper, we adopt the terminology and instructional sequence of Schwartz and Martin (2004) where an invention phase is followed by instructional support in the form of a worked example.

References

  • Ainsworth, S. (2006). DeFT: A conceptual framework for considering learning with multiple representations. Learning and Instruction, 16, 183–198. doi:10.1016/j.learninstruc.2006.03.001.

    Article  Google Scholar 

  • Anderson, J. R., Corbett, A. T., Koedinger, K., & Pelletier, R. (1995). Cognitive tutors: Lessons learned. Journal of the Learning Sciences, 4, 167–207. doi:10.1207/s15327809jls0402_2.

    Article  Google Scholar 

  • Belenky, D. M., & Nokes-Malach, T. J. (2012). Motivation and transfer: The role of mastery-approach goals in preparation for future learning. Journal of the Learning Sciences, 21, 399–432. doi:10.1080/10508406.2011.651232.

    Article  Google Scholar 

  • Canham, M., Wiley, J., & Mayer, R. (2012). When diversity in training improves dyadic problem solving. Applied Cognitive Psychology, 26, 421–430. doi:10.1002/acp.1844.

    Article  Google Scholar 

  • DeCaro, M. S., & Rittle-Johnson, B. (2012). Exploring mathematics problems prepares children to learn from instruction. Journal of Experimental Child Psychology, 113, 552–568. doi:10.1016/j.jecp.2012.06.009.

    Article  Google Scholar 

  • DiSessa, A. A., Hammer, D., Sherin, B., & Kolpakowski, T. (1991). Inventing graphing: Meta-representational expertise in children. Journal of Mathematical Behavior, 10, 117–160.

    Google Scholar 

  • Dunbar, K. (1995). How scientists really reason: Scientific reasoning in real-world laboratories. In R. J. Sternberg & J. E. Davidson (Eds.), The nature of insight (pp. 365–395). Cambridge, MA: MIT Press.

    Google Scholar 

  • Freudenthal, H. (1973). Mathematics as an educational task. Dordrecht: Reidel.

    Google Scholar 

  • Fuchs, L. S., Fuchs, D., Hamlett, C. L., & Karns, K. (1998). High-achieving students’ interactions and performance on complex mathematical tasks as a function of homogeneous and heterogeneous pairings. American Educational Research Journal, 35, 227–267. doi:10.3102/00028312035002227.

    Article  Google Scholar 

  • Gijlers, H., & De Jong, T. (2005). The relation between prior knowledge and students’ collaborative discovery learning processes. Journal of Research in Science Teaching, 42, 264–282. doi:10.1002/tea.20056.

    Article  Google Scholar 

  • Goldenberg, O., & Wiley, J. (2011). Quality, conformity, and conflict: Questioning the assumptions of Osborn’s Brainstorming technique. Journal of Problem Solving, 3. Retrieved from http://docs.lib.purdue.edu/jps/vol3/iss2/5

  • Gravemeijer, K., Lehrer, R., Van Oers, B., & Verschaffel, L. (Eds.). (2003). Symbolizing, modelling and tool use in mathematics education. Dordrecht: Kluwer Academic Publishers.

    Google Scholar 

  • Kapur, M. (2009). Productive failure in mathematical problem solving. Instructional Science, 38, 523–550. doi:10.1007/s11251-009-9093-x.

    Article  Google Scholar 

  • Kapur, M. (2012). Productive failure in learning the concept of variance. Instructional Science, 40, 651–672. doi:10.1007/s11251-012-9209-6.

    Article  Google Scholar 

  • Kapur, M., & Bielaczyc, K. (2011). Designing for productive failure. The Journal of the Learning Sciences, 41, 45–83. doi:10.1080/10508406.2011.591717.

    Google Scholar 

  • Kenny, D. A., Kashy, D. A., & Bolger, N. (1998). Data analysis in social psychology. In D. T. Gilbert, S. T. Fiske, & G. Lindzey (Eds.), The handbook of social psychology (Vol. 1, pp. 233–265). New York: Oxford Press.

    Google Scholar 

  • Kroesbergen, E. H., Van Luit, J. E. H., & Maas, C. J. (2004). Effectiveness of explicit and constructivist mathematics instruction for low-achieving students in the Netherlands. The Elementary School Journal, 104, 233–251. doi:10.1086/499751.

    Article  Google Scholar 

  • Lesh, R., & Doerr, H. M. (2003). Beyond constructivism: Models and modeling perspectives on mathematics teaching, learning, and problem solving. Mahwah: Lawrence Erlbaum.

    Google Scholar 

  • Loibl, K., & Rummel, N. (2013). The impact of guidance during problem-solving prior to instruction on students’ inventions and learning outcomes. Instructional Science, 42, 305–326. doi:10.1007/s11251-013-9282-5.

    Article  Google Scholar 

  • Mayer, R. E., & Greeno, J. G. (1972). Structural differences between learning outcomes produced by different instructional methods. Journal of Educational Psychology, 63, 165–173. doi:10.1037/h0032654.

    Article  Google Scholar 

  • Paulus, P. (2000). Groups, teams and creativity: The creative potential of idea generating groups. International Journal of Applied Psychology, 49, 237–262. doi:10.1111/1464-0597.00013.

    Article  Google Scholar 

  • Preacher, K. J., & Hayes, A. F. (2004). SPSS and SAS procedures for estimating indirect effects in simple mediation models. Behavior Research Methods, Instruments, and Computers, 36, 717–731. doi:10.3758/BF03206553.

    Article  Google Scholar 

  • Preacher, K. J., & Hayes, A. F. (2008). Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behavior Research Methods, 40, 879–891. doi:10.3758/BRM.40.3.879.

    Article  Google Scholar 

  • Roll, I. (2009). Structured invention activities to prepare students for future learning: Means, mechanisms, and cognitive processes. Unpublished doctoral dissertation, Carnegie Mellon University, Pittsburgh.

    Google Scholar 

  • Roll, I., Aleven, V., & Koedinger, K. R. (2009). Helping students know ‘further’ – Increasing the flexibility of students’ knowledge using symbolic invention tasks. In N. A. Taatgen & H. van Rijn (Eds.), Proceedings of the 31st annual conference of the cognitive science society (pp. 1169–1174). Austin: Cognitive Science Society.

    Google Scholar 

  • Roll, I., Holmes, N. G., Day, J., & Bonn, D. (2012). Evaluating metacognitive scaffolding in guided invention activities. Instructional Science, 40, 691–710. doi:10.1007/s11251-012-9208-7.

    Article  Google Scholar 

  • Rosenshine, B., & Stevens, R. (1986). Teaching functions. In M. C. Wittrock (Ed.), Handbook of research on teaching. New York: Macmillan.

    Google Scholar 

  • Schwartz, D. L. (1995). The emergence of abstract representations in dyad problem solving. Journal of the Learning Sciences, 1, 321–354. doi:10.1207/s15327809jls0403_3.

    Article  Google Scholar 

  • Schwartz, D. L., & Martin, T. (2004). Inventing to prepare for future learning: The hidden efficiency of encouraging original student production in statistics instruction. Cognition and Instruction, 22, 129–184. doi:10.1207/s1532690xci2202_1.

    Article  Google Scholar 

  • Shrout, P. E., & Bolger, N. (2002). Mediation in experimental and nonexperimental studies: New procedures and recommendations. Psychological Methods, 7, 422–445. doi:10.1037/1082-989X.7.4.422.

    Article  Google Scholar 

  • Stroebe, W., & Diehl, M. (1994). Why groups are less effective than their members: On productivity losses in idea-generating groups. European Review of Social Psychology, 5, 271–303. doi:10.1080/14792779543000084.

    Article  Google Scholar 

  • VanLehn, K. (1988). Toward a theory of impasse-driven learning. In H. Mandl & A. Lesgold (Eds.), Learning issues for intelligent tutoring systems (pp. 19–41). New York: Springer.

    Google Scholar 

  • Webb, N. M. (1980). A process-outcome analysis of learning in group and individual settings. Educational Psychologist, 15, 69–83. doi:10.1080/00461528009529217.

    Article  Google Scholar 

  • Westermann, K., & Rummel, N. (2012). Delaying instruction: Evidence from a study in a university relearning setting. Instructional Science, 40, 673–689. doi:10.1007/s11251-012-9207-8.

    Article  Google Scholar 

  • Wiedmann, M., Leach, R., Rummel, N., & Wiley, J. (2012). Does group composition affect learning by invention? Instructional Science, 40, 711–740. doi:10.1007/s11251-012-9204-y.

    Article  Google Scholar 

  • Wiley, J., & Jensen, M. (2006). When three heads are better than two. Proceedings of the twenty-eighth annual conference of the cognitive science society, Mahwah: Lawrence Erlbaum.

    Google Scholar 

  • Wiley, J., & Jolly, C. (2003). When two heads are better than one expert. Proceedings of the twenty-fifth annual conference of the cognitive science society, Mahwah: Lawrence Erlbaum.

    Google Scholar 

  • Wiley, J., Goldenberg, O., Jarosz, A. F., Wiedmann, M., & Rummel, N. (2013). Diversity, collaboration, and learning by invention. Proceedings of the 35th annual meeting of the cognitive science society, Austin: Cognitive Science Society.

    Google Scholar 

  • Wiley, J., Jarosz, A., Cushen, P., Jensen, M., & Griffin, T. D. (2009, November). The power of three: Why the third person matters. Paper presented at the annual meeting of the psychonomic society, Boston, MA.

    Google Scholar 

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Acknowledgments

This research and collaboration was supported by a Studienstiftung des Deutschen Volkes [German National Academic Foundation] Fellowship to Michael Wiedmann and by a Humboldt Research Fellowship to Jennifer Wiley. The data reported here were collected as part of a thesis project submitted by Michael Wiedmann in partial fulfillment of the requirements for the Diploma in Psychology at the University of Freiburg. The authors thank Kelly Currier, Pat Cushen, Olga Goldenberg, Thomas Griffin, Robert Hickson, Allison Jaeger, and Andy Jarosz for their assistance with coding, data collection, and discussions on this project.

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Correspondence to Jennifer Wiley .

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Wiedmann, M., Leach, R.C., Rummel, N., Wiley, J. (2015). Mathematical Skills and Learning by Invention in Small Groups. In: Cho, Y., Caleon, I., Kapur, M. (eds) Authentic Problem Solving and Learning in the 21st Century. Education Innovation Series. Springer, Singapore. https://doi.org/10.1007/978-981-287-521-1_14

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