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The Effect of Digital Versus Traditional Orchestration on Collaboration in Small Groups

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Artificial Intelligence in Education (AIED 2018)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 10948))

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Abstract

We are developing an intelligent orchestration system named FACT (Formative Assessment using Computational Technology). Orchestration refers the teacher’s management of a face-to-face classroom workflow that mixes small group, individual and whole class activities. FACT is composed of an unintelligent Media system and an intelligent Analysis system. Although the Analysis system, which is still being refined, is designed to increase collaboration, prior work suggests that the Media system could possibly harm collaboration. Thus, we conducted an evaluation of the FACT Media system in classrooms, comparing it against traditional classrooms. We coded videos of small groups in order to measure their collaboration. The FACT Media system did no harm: the distribution of collaboration codes in FACT classrooms is statistically similar to the distribution in traditional classrooms. This null result is welcome news and sets the stage for testing the benefits of the Analysis system.

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References

  1. Viswanathan, S.A., VanLehn, K.: Using the tablet gestures and speech of pairs of students to classify their collaboration. IEEE Transactions on Learning Technologies (2017). in press

    Google Scholar 

  2. VanLehn, K., et al.: Some less obvious features of classroom orchestration systems. In: Lin, L., Atkinson, R.K. (eds.) Educational Technologies: Challenges. Applications and Learning Outcomes. Nova Science Publishers, Incorporated, Hauppauge (2016). in Press

    Google Scholar 

  3. VanLehn, K., et al.: How can FACT encourage collaboration and self-correction? In: Millis, K., et al., (Eds.) Multi-Disciplinary Approaches to Deep Learning. Routledge, New York (in press)

    Google Scholar 

  4. Wetzel, J., et al.: A preliminary evaluation of the usability of an AI-infused orchestration system. Artificial Intelligence in Education. Springer, London (2018)

    Book  Google Scholar 

  5. Cheema, S., et al.: Electronic posters to support formative assessment. In: CHI EA Proceedings of the 2016 CHI Conference Extended Abstracts on Human Factors in Computing Systems, pp. 1159–1164. ACM (2016)

    Google Scholar 

  6. Looi, C.-K., Lin, C.-P., Liu, K.-P.: Group scribbles to support knowledge building in a jigsaw method. IEEE Trans. on Learn. Technol. 1(3), 157–164 (2008)

    Article  Google Scholar 

  7. Scott, S.D., Mandryk, R.L., Inkpen, K.M.: Understanding children’s collaborative interactions in shared environments. J. of Comput. Assist. Learn. 19, 220–228 (2003)

    Article  Google Scholar 

  8. Alcoholado, C., et al.: Comparing the use of the interpersonal computer, personal computer and pen-and-paper when solving arithmetic exercises. Br. J. Edu. Technol. 47(1), 91–105 (2016)

    Article  Google Scholar 

  9. Nussbaum, M., Alcoholado, C., Buchi, T.: A comparative analysis of interactive arithmetic learning in the classroom and computer lab. Comput. Hum. Behav. 43, 183–188 (2015)

    Article  Google Scholar 

  10. Mercier, E., Vourloumi, G., Higgens, S.: Student interactions and the development of ideas in multi-touch and paper-based collaborative mathematics problem solving. Br. J. Educ. Technol. 48(1), 162–175 (2015)

    Article  Google Scholar 

  11. Higgins, S.E., et al.: Multi-touch tables and collaborative learning. Br. J. Educ. Technol. 43(6), 1041–1054 (2012)

    Article  Google Scholar 

  12. Roschelle, J., Teasley, S.D.: The construction of shared knowledge in collaborative problem solving. In: O’Malley, C. (ed.) Computer-Supported Collaborative Learning. Springer, Heidelberg (1995)

    Google Scholar 

  13. Chi, M.T.H., Wylie, R.: ICAP: A hypothesis of differentiated learning effectiveness for four modes of engagement activities. Ed. Psychol. 49(4), 219–243 (2014)

    Article  Google Scholar 

  14. Gweon, G., et al.: Measuring prevalence of other-oriented transactive contributions using an automated measure of speech style accommodation. Int. J. Comput.-Support. Collab. Learn. 8(2), 245–265 (2013)

    Article  Google Scholar 

  15. Hausmann, R.G.M., Chi, M.T.H., Roy, M.: Learning from collaborative problem solving: An analysis of three hypothesized mechanisms. In: Cognitive Science Conference (2004)

    Google Scholar 

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Acknowledgements

This research was supported by the Bill and Melinda Gates Foundation under OPP1061281. We gratefully acknowledge the contributions of all the members of the FACT project, past and present.

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Correspondence to Kurt VanLehn .

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VanLehn, K. et al. (2018). The Effect of Digital Versus Traditional Orchestration on Collaboration in Small Groups. In: Penstein Rosé, C., et al. Artificial Intelligence in Education. AIED 2018. Lecture Notes in Computer Science(), vol 10948. Springer, Cham. https://doi.org/10.1007/978-3-319-93846-2_69

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  • DOI: https://doi.org/10.1007/978-3-319-93846-2_69

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-93845-5

  • Online ISBN: 978-3-319-93846-2

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