Abstract
This paper investigates tutoring feedback strategies adaptive to student motivation. Several static feedback adaptation strategies have been designed based on the interactive tutoring feedback (ITF) model, implemented within the Adaptive Educational System (AES) ActiveMath and evaluated in a study with 6th and 7th graders. Student motivation profile (high vs. low perceived competence and intrinsic motivation) has been used to assign them to either conceptual or procedural feedback condition. The data analysis shows that, for low motivated students, the benefits of adapting feedback to motivational profiles are visible in both, performance during treatment and knowledge gain from pre- to post-test. For highly motivated students, no significant effects have been registered. These findings shed light on the role of motivation in tutoring feedback processing and have important methodological implications for designing feedback strategies in AESs.
This work has been partly supported by the German National Science Foundation (DFG – Deutsche Forschungsgemeinschaft; Grants ME 1136/8-1 and NA 738/10-1).
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References
Hattie, J., Timperley, H.: The power of feedback. Review of Educational Research 77, 81–112 (2007)
Hattie, J., Gan, M.: Instruction based on Feedback. In: Mayer, R., Alexander, P. (eds.) Handbook of Research on Learning and Instruction, pp. 249–271. Routledge, New York (2011)
Narciss, S.: Feedback strategies for interactive learning tasks. In: Spector, J.M., Merrill, M.D., van Merrienboer, J.J.G., Driscoll, M.P. (eds.) Handbook of Research on Educational Communications and Technology, pp. 125–144. Lawrence Erlbaum Associates, Mahwah (2008)
Shute, V.J.: Focus on formative feedback. Review of Educational Research 78, 153–189 (2008)
Ramaprasad, A.: On the definition of feedback. Behavioral Science (28), 4–13 (1983)
Sadler, D.R.: Formative assessment and the design of instructional systems. Instructional Science 18, 119–144 (1989)
Corbalan, G., Paas, F., Cuypers, H.: Computer-based feedback in linear algebra: Effects on transfer performance and motivation. Computers & Education 55, 692–703 (2010)
Mitrovic, A., Ohlsson, S., Barrow, D.: The effect of positive feedback in a constraint-based intelligent tutoring system. Computers & Education 60, 264–272 (2013)
Dennis, M., Masthoff, J., Mellish, C.: User modeling, adaptation, and personalization. In: Masthoff, J., Mobasher, B., Desmarais, M.C., Nkambou, R. (eds.) UMAP 2012. LNCS, vol. 7379, pp. 297–302. Springer, Heidelberg (2012)
Conati, C., Manske, M.: Evaluating adaptive feedback in an educational computer game. In: Ruttkay, Z., Kipp, M., Nijholt, A., Vilhjálmsson, H.H. (eds.) IVA 2009. LNCS (LNAI), vol. 5773, pp. 146–158. Springer, Heidelberg (2009)
Goldin, I., Koedinger, K., Aleven, V.: Learner differences in hint processing. In: Yacef, O.Z.K., Hershkovitz, H., Yudelson, M., Stamper, J. (eds.) Proceedings of the 5th International Conference on Educational Data Mining, pp. 73–80. International EDM Society, Worcester (2012)
Narciss, S.: Designing and Evaluating Tutoring Feedback Strategies for digital learning environments on the basis of the Interactive Tutoring Feedback Model. Digital Education Review 23, 7–26 (2013), http://greav.ub.edu/der
Butler, D., Winne, P.: Feedback and self-regulated learning: A theoretical synthesis. Review of Educational Research 65, 245–281 (1995)
Klieme, E., Leutner, D., Kenk, M.: Kompetenzmodellierung. Zeitschrift für Pädagogik 56, 9–11 (2010)
Narciss, S., Sosnovsky, S., Schnaubert, L., Andrès, E., Eichelmann, A., Goguadze, G., Melis, E.: Exploring feedback and student characteristics relevant for personalizing feedback strategies. Computers and Education 71, 56–76 (2014)
Eichelmann, A., Narciss, S., Faulhaber, A., Melis, E.: Analyzing computer-based fraction tasks on the basis of a two-dimensional view of mathematics competencies. In: Zumbach, J., et al. (eds.) Beyond Knowledge: The Legacy of Competence. Meaningful Computer-based Learning Environments, pp. 125–134. Springer, Dordrecht (2008)
Melis, E., Goguadze, G., Homik, M., Libbrecht, P., Ullrich, C., Winterstein, S.: Semantic-aware components and services of ActiveMath. British Journal of Educational Technology 37(3), 405–423 (2006)
Sosnovsky, S., Dietrich, M., Andrès, E., Goguadze, G., Winterstein, S., Libbrecht, P., Siekmann, J., Melis, E.: Math-Bridge: Closing the Gaps in European Remedial Mathematics with Technology-Enhanced Learning. In: Wassong, T., et al. (eds.) Mit Werkzeugen Mathematik und Stochastik lernen – Using Tools for Learning Mathematics and Statistics, pp. 437–451. Springer, Heidelberg (2014)
Goguadze, G.: Representation for interactive exercises. In: Carette, J., Dixon, L., Coen, C.S., Watt, S.M. (eds.) Calculemus/MKM 2009. LNCS (LNAI), vol. 5625, pp. 294–309. Springer, Heidelberg (2009)
Goguadze, G., Melis, E.: One Exercise - Various Tutorial Strategies. In: Woolf, B.P., Aïmeur, E., Nkambou, R., Lajoie, S. (eds.) ITS 2008. LNCS, vol. 5091, pp. 755–757. Springer, Heidelberg (2008)
Schnaubert, L.: Kompetenzdiagnostik in der Mathematik: Konstruktion und empirische Evaluation von Bruchadditionsaufgaben auf Grundlage eines zwei-dimensionalen Kompetenzmodells, Fachrichtung Psychologie. Technische Universität Dresden (2010)
Eichelmann, A., Narciss, S., Schnaubert, L., Melis, E.: Typische Fehler bei der Addition und Subtraktion von Brüchen – Ein Review zu empirischen Fehleranalysen. Journal für Mathematik-Didaktik 33(1), 29–57 (2012)
Schnaubert, L., Andrès, E., Narciss, S., Eichelmann, A., Goguadze, G., Melis, E.: Student Behavior in Error-Correction-Tasks and Its Relation to Perception of Competence. In: Kloos, C.D., Gillet, D., Crespo García, R.M., Wild, F., Wolpers, M. (eds.) EC-TEL 2011. LNCS, vol. 6964, pp. 370–383. Springer, Heidelberg (2011)
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Narciss, S., Sosnovsky, S., Andres, E. (2014). Adapting Tutoring Feedback Strategies to Motivation. In: Rensing, C., de Freitas, S., Ley, T., Muñoz-Merino, P.J. (eds) Open Learning and Teaching in Educational Communities. EC-TEL 2014. Lecture Notes in Computer Science, vol 8719. Springer, Cham. https://doi.org/10.1007/978-3-319-11200-8_22
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DOI: https://doi.org/10.1007/978-3-319-11200-8_22
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