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A Preliminary Evaluation of the Usability of an AI-Infused Orchestration System

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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

Artificial intelligence (AI) holds great promise for improving classroom orchestration—the teacher’s management of a classroom workflow that mixes small group, individual, and whole class activities. Although we have developed an orchestration system, named FACT, that uses AI, we were concerned that usability issues might decrease its effectiveness. We conducted an analysis of classroom video recordings that classified and compared the time FACT students spent to the time spent by students using paper versions of the same lessons. FACT wasted half the time that paper did. However FACT students spent slightly more time off task and had difficulties referring to objects on shared documents.

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References

  1. Dillenbourg, P.: Design for classroom orchestration. Comput. Educ. 69, 485–492 (2013)

    Article  Google Scholar 

  2. Roschelle, J., Dimitriadis, Y., Hoppe, U.: Classroom orchestration: Synthesis. Comput. Educ. 69, 523–526 (2013)

    Article  Google Scholar 

  3. Prieto, L.P., Dlab, M.H., Abdulwahed, M., Balid, W.: Orchestrating technology enhanced learning: a literature review and conceptual framework. Int. J. Technol. Enhanc. Learn. 3(6), 583–598 (2011)

    Article  Google Scholar 

  4. Holstein, K., McLaren, B., Aleven, V.: Intelligent tutors as teachers’ aids: exploring teacher needs for real-time analytics in blended classrooms. In: Proceedings of the. Learning Analytics and Knowledge: LAK 2017, Vancouver, BC, Canada (2017)

    Google Scholar 

  5. Cheema, S., VanLehn, K., Burkhart, H., Pead, D., Schoenfeld, A.H.: Electronic posters to support formative assessment. In: Proceedings of the CHI 2016: Extended Abstracts (2016)

    Google Scholar 

  6. VanLehn, K., Cheema, S., Wetzel, J., Pead, D.: Some less obvious features of classroom orchestration systems. In: Lin, L., Atkinson, R.K. (eds.) Educational Technologies: Challenges, Applications and Learning Outcomes (2016)

    Google Scholar 

  7. Viswanathan, S.A., VanLehn, K.: Using the tablet gestures and speech of pairs of students to classify their collaboration. IEEE Trans. Learn. Technol. (2017)

    Google Scholar 

  8. VanLehn, K., Burkhardt, H., Cheema, S., Pead, D., Schoenfeld, A.H., Wetzel, J.: How can FACT encourage collaboration and self-correction?. In: Millis, K., Long, D., Magliano, J., Wiemer, K. (eds.) Multi-Disciplinary Approaches to Deep Learning, Routledge (in press)

    Google Scholar 

  9. Holstein, K., Hong, G., Tegene, M., McLaren, B., Aleven, V.: The classroom as a dashboard: co-designing wearable cognitive augmentation for K-12 teachers. In: Proceedings of the International Conference on Learning Analytics and Knowledge, Sydney, Australia (2018)

    Google Scholar 

  10. Martinez-Maldonado, R., Yacef, K., Kay, J.: TSCL: a conceptual model to inform understanding of collaborative learning processes at interactive tabletops. Int. J. Hum. Comput. Stud. 83, 62–82 (2015)

    Article  Google Scholar 

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

    Article  Google Scholar 

  12. Hao, C.F.: A comparative study of collaborative learning in Paper Scribbles and Group Scribbles. Australas. J. Educ. Technol. 26(5), 659–674 (2010)

    Google Scholar 

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Acknowledgements

The FACT project is sponsored by the Bill and Melinda Gates Foundation under grant OPP10612881. We also thank all the students at ASU who have worked on FACT and the video analyses. Finally, we thank the Silicon Valley Mathematics Initiative and the Shell Center for conducting the classroom testing.

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Correspondence to Jon Wetzel .

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Wetzel, J. et al. (2018). A Preliminary Evaluation of the Usability of an AI-Infused Orchestration System. 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_71

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  • DOI: https://doi.org/10.1007/978-3-319-93846-2_71

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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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