A smart collaborative educational game with learning analytics to support english vocabulary teaching
- Ahmed Tlili 1
- Sarra Hattab 2
- Fathi Essalmi 3
- Nian-Shing Chen 4
- Ronghuai Huang 1
- Kinshuk 5
- Maiga Chang 6
- Daniel Burgos 7
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1
Beijing Normal University
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- 2 Higher Institute of Computer Science and Management of Kairouan
- 3 University of Jeddah
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4
National Yunlin University of Science and Technology
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5
University of North Texas
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6
Athabasca University
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7
Universidad de La Rioja
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ISSN: 1989-1660
Año de publicación: 2021
Volumen: 6
Número: 6
Páginas: 215-224
Tipo: Artículo
Otras publicaciones en: IJIMAI
Resumen
Learning Analytics (LA) approaches have proved to be able to enhance learning process and learning performance. However, little is known about applying these approaches for second language acquisition using educational games. Therefore, this study applied LA approaches to design a smart collaborative educational game, to enhance primary school children learning English vocabularies. Specifically, the game provided dashboards to the teachers about their students in a real-time manner. A pilot experiment was conducted in a public primary school where the students’ data from experimental and control groups, namely learning and motivation test scores, interview and observation, were collected and analyzed. The obtained results showed that the experimental group (who used the smart game with LA) had significantly higher motivation and performance for learning English vocabularies than the control group (who used the smart game without LA). The findings of this study can help researchers and practitioners incorporate LA in their educational games to help students enhance language acquisition.
Referencias bibliográficas
- M. Arnold, S. C. Greenville, & R. Doe, “Second Language Acquisition Video Game.” Accessed: Oct. 15, 2019. [online]. Available: https://cse. sc.edu/files/Matthew%20and%20Renaldo.pdf.
- J. F. F. Flores, “Using gamification to enhance second language learning,” In Digital Education Review, vol. 27, no. 21, pp. 32-54, 2015.
- M. Amoia, T. Brétaudière, A. Denis, C. Gardent, & L. Perez-Beltrachini, “A serious game for second language acquisition in a virtual environment,” Journal on Systemics, Cybernetics and Informatics (JSCI), International Institute of Informatics and Systemics, vol. 10, no. 1, pp. 24-34, 2012.
- C. Y. Hung, J. C. Y. Sun, & P. T. Yu, “The benefits of a challenge: student motivation and flow experience in tablet-PC-game-based learning.” Interactive Learning Environments, vol. 23, no. 2, pp. 172-190, 2015, doi: 10.1080/10494820.2014.997248.
- M. Filsecker, & D. T. Hickey, “A multilevel analysis of the effects of external rewards on elementary students’ motivation, engagement and learning in an educational game,” Computers & Education, vol. 75, pp. 136-148, 2014, doi: 10.1016/j.compedu.2014.02.008.
- A. Hawlitschek, & S. Joeckel, S. “Increasing the effectiveness of digital educational games: The effects of a learning instruction on students’ learning, motivation and cognitive load,” Computers in Human Behavior, vol. 72, pp. 79-86, 2017, doi: 10.1016/j.chb.2017.01.040.
- C. Alonso-Fernandez, A. Calvo, M. Freire, I. Martinez-Ortiz, & B. Fernandez-Manjon, “Systematizing game learning analytics for serious games,” in 2017 IEEE Global Engineering Education Conference (EDUCON), Athens, Greece, 2017, pp. 1111-1118.
- A. Tlili, & M. Chang, M. “Data Analytics Approaches in Educational Games and Gamification Systems: Summary, Challenges, and Future Insights,” in Data Analytics Approaches in Educational Games and Gamification Systems, Springer, Singapore, 2019, pp. 249-255.
- M. Thomas, H. Reinders, & A. Gelan, “Learning analytics in online language learning: Challenges and future directions.” in Faces of English Education, Oxfordshire, England, UK, Routledge, 2017, pp. 197-21.
- D. Matukhin, & D. Bolgova, “Learner-centered Approach in Teaching Foreign Language: Psychological and Pedagogical Conditions,” ProcediaSocial and Behavioral Sciences, vol. 206, pp.148-155, 2015.
- B. Hart, & T. R. Risley, Meaningful differences in the everyday experience of young American children, Paul H Brookes Publishing, 1995.
- D. Siemon, F. Becker, L. Eckardt, & S. Robra-Bissantz, “One for all and all for one-towards a framework for collaboration support systems,” Education and Information Technologies, vol. 24, no. 2, pp. 1837-1861, 2019, doi: 10.1007/s10639-017-9651-9.
- C. Surkamp, & B. Viebrock, B., Teaching English as a Foreign Language: An Introduction, Stuttgart, Germany: JB Metzler: Springer, 2018.
- H. T. Hung, J. L. Chang, & H. C. Yeh, “A review of trends in digital gamebased language learning research,” in 16th International Conference on Advanced Learning Technologies (ICALT), Austin, TX, United States, 2016, pp. 508-512.
- Y. H. Chiu, C. W. Kao, & B. L. Reynolds, “The relative effectiveness of digital game-based learning types in English as a foreign language setting: A meta-analysis,” British Journal of Educational Technology, vol. 43, no. 4, pp. 104-107, 2012.
- G. Siemens, & P. Long, “Penetrating the fog: Analytics in learning and education,” EDUCAUSE review, vol. 46, no. 5, p. 30, 2011.
- J. B. Hauge, R. Berta, G. Fiucci, B. F. Manjón, C. Padrón-Nápoles, W. Westra, & R. Nadolski, “Implications of learning analytics for serious game design,”in 14th international conference on advanced learning technologies, Athens, Greece, 2014, pp. 230-232.
- H. Reinders, “Learning Analytics for Language Learning and Teaching.” JALT CALL Journal, vol. 14, no. 1, pp.77-86, 2018.
- B. Youngs, S. Moss-Horwitz, & E. Synder, “Educational data mining for elementary French on-line: A descriptive study,” in E. Dixon & M. Thomas (Eds.), Researching language learner interactions online: From social media to MOOCs, Texas: CALICO, 2015, pp. 347-368.
- E. Martín-Monje, M. D. Castrillo, & J. Mañana-Rodríguez, “Understanding online interaction in language MOOCs through learning analytics,” Computer Assisted Language Learning, vol. 31, no. 3, pp. 251-272, 2018.
- F. Rubio, J. M. Thomas, & Q. Li, “The role of teaching presence and student participation in Spanish blended courses. Computer Assisted Language Learning, vol. 31, no. 3, pp. 226-250, 2018.
- A. Gelan, G. Fastré, M. Verjans, N. Martin, G. Janssenswillen, M. Creemers,., ... & M. Thomas, “Affordances and limitations of learning analytics for computer-assisted language learning: a case study of the VITAL project,” Computer Assisted Language Learning, vol. 31, no. 3, pp. 294-319, 2018.
- H. T. Hung, J. C. Yang, G. J. Hwang, H. C. Chu, & C. C. Wang, “A scoping review of research on digital game-based language learning,” Computers & Education, vol. 126, pp. 89-104, 2018, doi: 10.1016/j.compedu.2018.07.001.
- C. Alonso-Fernández, A. Calvo-Morata, M. Freire, I. Martínez-Ortiz, & B. Fernández-Manjón, “Applications of data science to game learning analytics data: A systematic literature review,” Computers & Education, vol. 141, 2019, doi: 10.1016/j.compedu.2019.103612.
- M. Freire, Á. Serrano-Laguna, B. Manero, I. Martínez-Ortiz, P. MorenoGer, & B. Fernández-Manjón, “Game learning analytics: learning analytics for serious games,” Learning, design, and technology Springer Nature Switzerland AG, pp. 1-29, 2016, doi: 10.1007/978-3-319-17727-4_21-1
- H. C., Hung, S. S. C., Young, & C. P., Lin, “No student left behind: a collaborative and competitive game-based learning environment to reduce the achievement gap of EFL students in Taiwan.” Technology, Pedagogy and Education, vol. 24, no. 1, pp. 35-49, 2015, doi: 10.1080/1475939X.2013.822412.
- Hasegawa, et al., “An English vocabulary learning support system for the learner’s sustainable motivation,” Springer Plus, 2015, doi: 10.1186/ s40064-015-0792-2.
- S., Wichadee, & F., Pattanapichet, “Enhancement of performance and motivation through application of digital games in an English language class,” Teaching English with Technology, vol.18, no.1, pp. 77-92, 2018.
- N., Gamlo, “The Impact of Mobile Game-Based Language Learning Apps on EFL Learners’ Motivation.” English Language Teaching, vol.12, no.4, pp.49-56, 2019, doi: 10.5539/elt.v12n4p49.
- A., Bahari, “Game-based collaborative vocabulary learning in blended and distance L2 learning.” Open Learning: The Journal of Open, Distance and e-Learning, vol. 35, no. 3, pp.34-59, 2020, 10.1080/02680513.2020.1814229.
- A. C. Fabregas, B. D. Gerardo, & B. T. Tanguilig III, “Enhanced initial centroids for k-means algorithm,” Int. J. of Information Technology and Computer Science,” vol. 9, no. 1, pp.26-33, 2017, doi: 10.5815/ ijitcs.2017.01.04.
- J. Sandberg, M. Maris, & K. De Geus, “Mobile English learning: An evidence-based study with fifth graders,” Computers & Education, vol.57, no. 1, 2011, pp. 1334-1347, doi: 10.1016/j.compedu.2011.01.015.
- E. Szewkis, M. Nussbaum, T. Rosen, J. Abalos, F. Denardin, D. Caballero, .... & C. Alcoholado, “Collaboration within large groups in the classroom,” International Journal of Computer-Supported Collaborative Learning, vol. 6, no. 4,, pp. 561-575, doi: 2011, 10.1007/s11412-011-9123-y.
- I. S. Nation, Learning vocabulary in another language, Cambridge University Press, 2011.
- N. Schmitt, & M. McCarthy, M., Vocabulary: Description, acquisition and pedagogy, Cambridge university press, 1997.
- S. Link, & Z. Li, “Understanding online interaction through learning analytics: Defining a theory-based research agenda,” in E. Dixon & M. Thomas (Eds.), Researching language learner interactions online: From social media to MOOCs, San Marcos, TX: CALICO Monograph Series, 2015, pp. 369–385.
- T. Gross, C. Stary, & A. Totter, “User centered awareness in computer supported cooperative work systems: Structured embedding of findings from social sciences,” International Journal of Human Computer Interaction, vol. 18, no.3, pp. 323-360, 2005 doi: 10.1207/s15327590ijhc1803_5.
- S. Greenberg, C. Gutwin, & A. Cockburn, “Awareness through fisheye views in relaxed WYSIWIS groupware” in Proceedings of Graphics interface, Toronto, Canada, 1996, pp.28-38.
- B. Mullen, & G. R. Goethals, Theories of group behavior, New York, USA: Springer Science & Business Media, 1987.
- A. Wigfield, & J. T. Guthrie, “Relations of children’s motivation for reading to the amount and breadth or their reading,” Journal of educational psychology, vol. 89. No. 3, pp. 420, 1997, doi: 10.1037/0022-0663.89.3.420.
- C. H. Yu, “An introduction to computing and interpreting Cronbach Coefficient Alpha in SAS,” in Proceedings of 26th SAS User Group International Conference,. Cary, NC: SAS Institute Inc, 2001 pp. 1-6.
- S. Ekiz, & Z. Kulmetov, “The factors affecting learners’ motivation in English language education,” Journal of Foreign Language Education and Technology, vol. 1, no. 1, 2016.
- E. L. Snow, G. T. Jackson, L. K. Varner, & D. S. McNamara, “The impact of system interactions on motivation and performance in a game-based learning environment,” in International Conference on Human-Computer Interaction, Berlin, Germany, 2013, pp. 103-107.
- A. Tlili, F. Essalmi, & M. Jemni, “Improving learning computer architecture through an educational mobile game.” Smart Learning Environments, vol. 3, no. 1, 2016, pp. 7.
- J. Sauro, “Best Practices For Using Statistics On Small Sample Sizes.” Accesse: Feb. 07, 2020. [online]. Available: https://measuringu.com/ small-n/
- B. A. Greene, R. B. Miller, H. M. Crowson, B. L. Duke, & K. L. Akey, “Predicting high school students’ cognitive engagement and achievement: Contributions of classroom perceptions and motivation,” Contemporary Educational Psychology, vol. 29, pp. 462–482, 2004, doi: 10.1016/j.cedpsych.2004.01.006.
- H. W. Stevenson, C. Chen, & S. Lee, “Motivation and achievement of gifted children in East Asia and the United States,” Journal for the Education of the Gifted, vol. 16, pp. 223–250, 1993.
- A. I. Wang, “The wear out effect of a game-based student response system.” Computers & Education, vol. 82, pp. 217-227, 2015, doi: 10.1177/016235329301600302.
- P. Wouters, C. Van Nimwegen, H. Van Oostendorp, & E. D. Van Der Spek, “A meta-analysis of the cognitive and motivational effects of serious games,” Journal of educational psychology, vol. 105, no. 2, pp. 249, 2013, doi: 10.1037/a0031311.
- J. M. Keller, “Strategies for stimulating the motivation to learn,” Performance+ Instruction, vol. 26, no. 8, pp. 1-7, 1987.
- E. Nuñez-Valdez, J. M. Cueva-Lovelle, C. P. G-Bustelo, G. InfanteHernandez, O. Sanjuan-Martinez, “Gade4all: developing multi-platform videogames based on domain specific languages and model driven engineering.” International Journal of Interactive Multimedia And Artificial Intelligence, vol. 2. No. 2., pp. 33-42, 2013, doi: 10.9781/ijimai.2013.224.