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Adaptive Gamification in Education: A Literature Review of Current Trends and Developments

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Transforming Learning with Meaningful Technologies (EC-TEL 2019)

Abstract

Gamification, the use of game elements in non-game settings, is more and more used in education to increase learner motivation, engagement, and performance. Recent research in the gamification field suggests that to be effective, the game elements should be tailored to learners. In this paper, we perform an in-depth literature review on adaptive gamification in education in order to provide a synthesis of current trends and developments in this field. Our literature review addresses 3 research questions: (1) What are the current kinds of contributions to the field? (2) What do the current contributions base their adaptation on, and what is the effect of this adaptation on the gamified system? (3) What is the impact of the adaptive gamification, and how is this impact measured? We also provide future research guidelines in the form of three needs that should be fulfilled for exploring this field.

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References

  1. Attali, Y., Arieli-Attali, M.: Gamification in assessment: do points affect test performance? Comput. Educ. 83, 57–63 (2015)

    Article  Google Scholar 

  2. Barata, G., Gama, S., Jorge, J., Gonçalves, D.: Gamification for smarter learning: tales from the trenches. Smart Learning Environments, p. 10 (2015)

    Google Scholar 

  3. Bartle, R.: Hearts, clubs, diamonds, spades: players who suit MUDs. J. MUD Res. 1(1), 19 (1996)

    Google Scholar 

  4. Borges, S.S., Mizoguchi, R., Durelli, V.H.S., Bittencourt, I.I., Isotani, S.: A link between worlds: towards a conceptual framework for bridging player and learner roles in gamified collaborative learning contexts. In: Koch, F., Koster, A., Primo, T., Guttmann, C. (eds.) CARE/SOCIALEDU -2016. CCIS, vol. 677, pp. 19–34. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-52039-1_2

    Chapter  Google Scholar 

  5. Bouzit, S., Calvary, G., Coutaz, J., Chêne, D., Petit, E., Vanderdonckt, J.: The PDA-LPA design space for user interface adaptation. In: 2017 11th International Conference on Research Challenges in Information Science (RCIS), pp. 353–364 (2017)

    Google Scholar 

  6. Challco, G.C., Moreira, D.A., Mizoguchi, R., Isotani, S.: An ontology engineering approach to gamify collaborative learning scenarios. In: Baloian, N., Burstein, F., Ogata, H., Santoro, F., Zurita, G. (eds.) CRIWG 2014. LNCS, vol. 8658, pp. 185–198. Springer, Cham (2014). https://doi.org/10.1007/978-3-319-10166-8_17

    Chapter  Google Scholar 

  7. Chen, K.C., Jang, S.J.: Motivation in online learning: testing a model of self-determination theory. Comput. Hum. Behav. 26(4), 741–752 (2010)

    Article  Google Scholar 

  8. De Bra, P., et al.: AHA! The adaptive hypermedia architecture. In: Proceedings of the Fourteenth ACM Conference on Hypertext and Hypermedia, pp. 81–84. ACM (2003)

    Google Scholar 

  9. Denden, M., Tlili, A., Essalmi, F., Jemni, M.: Educational gamification based on personality. In: 2017 IEEE/ACS 14th International Conference on Computer Systems and Applications (AICCSA), pp. 1399–1405 (2017)

    Google Scholar 

  10. Denden, M., Tlili, A., Essalmi, F., Jemni, M.: An investigation of the factors affecting the perception of gamification and game elements. In: 2017 6th International Conference on Information and Communication Technology and Accessibility (ICTA), pp. 1–6 (2017)

    Google Scholar 

  11. Denden, M., Tlili, A., Essalmi, F., Jemni, M.: Does personality affect students’ perceived preferences for game elements in gamified learning environments? In: 18th International Conference on Advanced Learning Technologies (ICALT), pp. 111–115. IEEE (2018)

    Google Scholar 

  12. Deterding, S., Dixon, D., Khaled, R., Nacke, L.: From game design elements to gamefulness: defining gamification. In: Proceedings of the 15th International Academic MindTrek Conference: Envisioning Future Media Environments, pp. 9–15. ACM (2011)

    Google Scholar 

  13. Elliot, A.J., Murayama, K.: On the measurement of achievement goals: critique, illustration, and application. J. Educ. Psychol. 100(3), 613 (2008)

    Article  Google Scholar 

  14. Ferro, L.S., Walz, S.P., Greuter, S.: Towards personalised, gamified systems: an investigation into game design, personality and player typologies. In: Proceedings of The 9th Australasian Conference on Interactive Entertainment: Matters of Life and Death, pp. 7:1–7:6. ACM (2013)

    Google Scholar 

  15. Goldberg, L.R.: An alternative “description of personality”: the big-five factor structure. J. Pers. Soc. Psychol. 59(6), 1216 (1990)

    Article  Google Scholar 

  16. Guay, F., Vallerand, R.J., Blanchard, C.: On the assessment of situational intrinsic and extrinsic motivation: the situational motivation scale (SIMS). Motiv. Emot. 24(3), 175–213 (2000)

    Article  Google Scholar 

  17. Hamari, J., Koivisto, J., Sarsa, H.: Does gamification work? - a literature review of empirical studies on gamification. In: 47th Hawaii International Conference on System Sciences, pp. 3025–3034 (2014)

    Google Scholar 

  18. Hassan, M.A., Habiba, U., Majeed, F., Shoaib, M.: Adaptive gamification in e-learning based on students’ learning styles. Interactive Learning Environments, pp. 1–21 (2019)

    Google Scholar 

  19. Jagušt, T., Botički, I., So, H.J.: Examining competitive, collaborative and adaptive gamification in young learners’ math learning. Comput. Educ. 125, 444–457 (2018)

    Article  Google Scholar 

  20. Kickmeier-Rust, M.D., Hillemann, E.C., Albert, D.: Gamification and smart feedback: experiences with a primary school level math app. Int. J. Game-Based Learn. 4(3), 35–46 (2014)

    Article  Google Scholar 

  21. Knutas, A., Ikonen, J., Maggiorini, D., Ripamonti, L., Porras, J.: Creating student interaction profiles for adaptive collaboration gamification design. Int. J. Hum. Cap. Inf. Technol. Prof. 7(3), 47–62 (2016)

    Google Scholar 

  22. Knutas, A., van Roy, R., Hynninen, T., Granato, M., Kasurinen, J., Ikonen, J.: A process for designing algorithm-based personalized gamification. Multimed. Tools Appl. 78, 13593–13612 (2018)

    Article  Google Scholar 

  23. Škuta, P., Kostolányová, K.: Adaptive approach to the gamification in education. In: DIVAI 2018 (2018)

    Google Scholar 

  24. Landers, R.N., Armstrong, M.B.: Enhancing instructional outcomes with gamification: an empirical test of the Technology-Enhanced Training Effectiveness Model. Comput. Hum. Behav. 71, 499–507 (2015)

    Article  Google Scholar 

  25. Lavoué, E., Monterrat, B., Desmarais, M., George, S.: Adaptive gamification for learning environments. IEEE Trans. Learn. Technol. 12(1), 16–28 (2018)

    Article  Google Scholar 

  26. Lopez, C., Tucker, C.: Towards personalized adaptive gamification: a machine learning model for predicting performance. IEEE Trans. Games (2018)

    Google Scholar 

  27. de Marcos, L., Garcia-Lopez, E., Garcia-Cabot, A.: On the effectiveness of game-like and social approaches in learning: comparing educational gaming, gamification & social networking. Comput. Educ. 95, 99–113 (2016)

    Article  Google Scholar 

  28. Monterrat, B., Desmarais, M., Lavoué, É., George, S.: A player model for adaptive gamification in learning environments. In: Conati, C., Heffernan, N., Mitrovic, A., Verdejo, M.F. (eds.) AIED 2015. LNCS (LNAI), vol. 9112, pp. 297–306. Springer, Cham (2015). https://doi.org/10.1007/978-3-319-19773-9_30

    Chapter  Google Scholar 

  29. Monterrat, B., Lavoué, É., George, S.: Toward an adaptive gamification system for learning environments. In: Zvacek, S., Restivo, M.T., Uhomoibhi, J., Helfert, M. (eds.) CSEDU 2014. CCIS, vol. 510, pp. 115–129. Springer, Cham (2015). https://doi.org/10.1007/978-3-319-25768-6_8

    Chapter  Google Scholar 

  30. Monterrat, B., Lavoué, E., George, S.: Adaptation of gaming features for motivating learners. Simul. Gaming 48(5), 625–656 (2017)

    Article  Google Scholar 

  31. Mora, A., Tondello, G.F., Nacke, L.E., Arnedo-Moreno, J.: Effect of personalized gameful design on student engagement. In: IEEE Global Engineering Education Conference (EDUCON), pp. 1925–1933 (2018)

    Google Scholar 

  32. Nacke, L.E., Bateman, C., Mandryk, R.L.: BrainHex: a neurobiological gamer typology survey. Entertainment Comput. 5(1), 55–62 (2014)

    Article  Google Scholar 

  33. Orji, R., Nacke, L.E., DiMarco, C.: Towards personality-driven persuasive health games and gamified systems. In: Proceedings of SIGCHI Conference on Human Factors in Computing Systems (2017)

    Google Scholar 

  34. Paiva, R., Bittencourt, I.I., Tenório, T., Jaques, P., Isotani, S.: What do students do on-line? modeling students’ interactions to improve their learning experience. Comput. Hum. Behav. 64, 769–781 (2016)

    Article  Google Scholar 

  35. Roosta, F., Taghiyareh, F., Mosharraf, M.: Personalization of gamification-elements in an e-learning environment based on learners’ motivation. In: 8th International Symposium on Telecommunications (IST), pp. 637–642 (2016)

    Google Scholar 

  36. dos Santos, W.O., Bittencourt, I.I., Vassileva, J.: Gamification design to tailor gamified educational systems based on gamer types. In: SBGames 2018 (2018)

    Google Scholar 

  37. Tondello, G.F., Wehbe, R.R., Diamond, L., Busch, M., Marczewski, A., Nacke, L.E.: The gamification user types hexad scale. In: Symposium on Computer-Human Interaction in Play, pp. 229–243. ACM (2016)

    Google Scholar 

  38. Vom Brocke, J., Simons, A., Niehaves, B., Riemer, K., Plattfaut, R., Cleven, A.: Reconstructing the giant: on the importance of rigour in documenting the literature search process. In: ECIS Proceedings 161, vol. 9, pp. 2206–2217 (2009)

    Google Scholar 

  39. Webster, J., Watson, R.T.: Analyzing the past to prepare for the future: writing a literature review. MIS Q. 26, xiii–xxiii (2002)

    Google Scholar 

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Acknowledgements

This work is a part of the LudiMoodle project financed by the e-FRAN Programme d’investissement d’avenir, operated by the Caisse des Dépots.

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Correspondence to Stuart Hallifax .

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Hallifax, S., Serna, A., Marty, JC., Lavoué, É. (2019). Adaptive Gamification in Education: A Literature Review of Current Trends and Developments. In: Scheffel, M., Broisin, J., Pammer-Schindler, V., Ioannou, A., Schneider, J. (eds) Transforming Learning with Meaningful Technologies. EC-TEL 2019. Lecture Notes in Computer Science(), vol 11722. Springer, Cham. https://doi.org/10.1007/978-3-030-29736-7_22

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  • DOI: https://doi.org/10.1007/978-3-030-29736-7_22

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