Game Learning Analytics: Learning Analytics for Serious Games
- Freire, Manuel
- Serrano-Laguna, Ángel
- Iglesias, Borja Manero
- Martínez-Ortiz, Iván
- Moreno-Ger, Pablo
- Fernández-Manjón, Baltasar
Libro:
Learning, Design, and Technology
ISBN: 9783319177274
Ano de publicación: 2016
Páxinas: 1-29
Tipo: Capítulo de libro
Referencias bibliográficas
- Advanced Distributed Learning, U. S. D. O. D. (2014). Training and learning architecture (TLA): Experience API (xAPI) https://github.com/adlnet/xAPI-Spec/blob/master/xAPI.md. Accessed 10 May 2016.
- Advanced Distributed Learning, U. S. D. O. D. (2015). SCORM to TLA roadmap http://adlnet.github.io/SCORM-to-TLA-Roadmap/. Accessed 10 May 2016.
- Aldrich, C. (2004). Simulations and the future of learning: An innovative (and perhaps revolutionary) approach to e-learning. San Francisco, CA: Pfeiffer.
- Arnold, K. E., & Pistilli, M. D. (2012). Course signals at purdue: Using learning analytics to increase student success. In Proceedings of the 2nd international conference on learning analytics & knowledge. New York, NY: ACM.
- Baker, R. S., & Inventado, P. S. (2014). Educational data mining and learning analytics. In Learning analytics (pp. 61–75). New York, NY: Springer.
- Baltra, A. (1990). Language learning through computer adventure games. Simulation Gaming, 21(4), 445–452.
- Barfield, W., & Caudell, T. (2001). Fundamentals of wearable computers and augmented reality. Mahwah, NJ: CRC Press.
- Bellotti, F., Kapralos, B., Lee, K., Moreno-Ger, P., & Berta, R. (2013). Assessment in and of serious games: An overview. Advances in Human-Computer Interaction, 2013, 1–11. doi:10.1155/2013/136864 (Article ID 136864).
- Bienkowski, M., Feng, M., & Means, B. (2012). Enhancing teaching and learning through educational data mining and learning analytics: An issue brief. Draft paper submitted to the Office of Educational Technology, U.S. Department of Education.
- Brusilovsky, P. (1996). Methods and techniques of adaptive hypermedia. User Modeling and User-Adapted Interaction, 6(2–3), 87–129.
- Chou, C., & Tsai, M.-J. (2007). Gender differences in Taiwan high school students’ computer game playing. Computers in Human Behavior, 23(1), 812–824. doi:10.1016/j.chb.2004.11.011.
- Clow, D. (2013). MOOCs and the funnel of participation. In Proceedings of the third international conference on learning analytics and knowledge – LAK’13 (p. 185). New York, NY: ACM Press. doi:10.1145/2460296.2460332.
- Connolly, T. M., Boyle, E. a., MacArthur, E., Hainey, T., & Boyle, J. M. (2012). A systematic literature review of empirical evidence on computer games and serious games. Computers & Education, 59(2), 661–686. doi:10.1016/j.compedu.2012.03.004.
- del Blanco, Á., Marchiori, E. J., & Fernández-Manjón, B. (2010). Adventure games and language learning. In First international workshop on technological innovation for specialized linguistic domains: Theoretical and methodological perspectives (TISLID 10) (pp. 1–9).
- del Blanco, Á., Marchiori, E. J., Torrente, J., Martínez-Ortiz, I., & Fernández-Manjón, B. (2013). Using e-learning standards in educational video games. Computer Standards & Interfaces, 36(1), 178–187. doi:10.1016/j.csi.2013.06.002.
- Djaouti, D., Alvarez, J., Jessel, J.-P., & Rampnoux, O. (2011). Origins of serious games. In Serious games and edutainment applications (pp. 25–43). London, UK: Springer. doi:10.1007/978-1-4471-2161-9_3.
- Ebner, M., & Holzinger, A. (2007). Successful implementation of user-centered game based learning in higher education: An example from civil engineering. Computers & Education, 49(3), 873–890.
- Elias, T. (2011). Learning analytics: Definitions processes and potential. http://learninganalytics.net/syllabus.html.
- Entertainment Software Association, (ESA). (2015). 2015 essential facts about the computer and video game industry http://www.theesa.com/article/2015-essential-facts-report-finds-nearly-half-u-s-plays-video-games/.
- Ferguson, R. (2012). Learning analytics: Drivers, developments and challenges. International Journal of Technology Enhanced Learning, 4(5/6), 304–317. doi:10.1504/IJTEL.2012.051816.
- Freire, M., del Blanco, Á., & Fernández-Manjón, B. (2014). Serious games as edX MOOC activities. In Proceedings of the 2014 I.E. Global Engineering Education Conference (EDUCON) (pp. 867–871).
- Granic, I., Lobel, A., & Engels, R. C. M. E. (2014). The benefits of playing video games. The American Psychologist, 69(1), 66–78. doi:10.1037/a0034857.
- Greller, W., & Drachsler, H. (2012). Translating learning into numbers: A generic framework for learning analytics. Educational Technology & Society, 15(3), 42–57.
- Guillén-Nieto, V., & Aleson-Carbonell, M. (2012). Serious games and learning effectiveness: The case of It’s a deal! Computers & Education, 58(1), 435–448. doi:10.1016/j.compedu.2011.07.015.
- Hainey, T., Westera, W., Baxter, G., Connolly, T. M., Beeby, R. B., & Soflano, M. (2013). Students’ attitudes toward playing games and using games in education: Comparing Scotland and the Netherlands. Computers & Education, 69, 474–484.
- Hauge, J. B., Berta, R., Fiucci, G., Manjon, B. F., Padron-Napoles, C., Westra, W., & Nadolski, R. (2014). Implications of learning analytics for serious game design. In 2014 I.E. 14th International Conference on Advanced Learning Technologies (pp. 230–232). IEEE. doi:10.1109/ICALT.2014.73
- IMS Global Consortium. (2015a). IMS calliper analytics.
- IMS Global Consortium. (2015b). IMS global learning tools interoperability implementation guide v1.2 final. https://www.imsglobal.org/activity/caliperram.
- ISFE. (2014). GameTrack European digest: quarter 3 2014. http://www.isfe.eu/sites/isfe.eu/files/attachments/gametrack_european_digest_q3-14.pdf. Accessed 10 May 2016.
- Koster, R. (2004). Theory of fun for game design. Scottsdale, AZ: Paraglyph.
- Loh, C. S., Sheng, Y., & Ifenthaler, D. (2015). Serious games analytics: Theoretical framework. In Serious games analytics (pp. 3–29). Cham, Germany: Springer.
- Long, P., & Siemens, G. (2011). Penetrating the fog: Analytics in learning and education. Educause Review, 46(5), 31–40.
- Lowrie, T., & Jorgensen, R. (2011). Gender differences in students’ mathematics game playing. Computers & Education, 57(4), 2244–2248.
- Malone, T. W. (1981). Toward a theory of intrinsically motivating instruction. Cognitive Science, 5(4), 333–369.
- Manero, B., Torrente, J., Freire, M., & Fernández-Manjón, B. (2016). An instrument to build a gamer clustering framework according to gaming preferences and habits. Computers in Human Behavior (accepted). doi:10.1016/j.chb.2016.03.085.
- Mayo, M. (2007). Games for science and engineering education. Communications of the ACM, 50(7), 30–35.
- Michael, D., & Chen, S. (2006). Serious games: Games that educate, train, and inform. Boston, MA: Thomson.
- Owen, V. E., Ramirez, D., Salmon, A., & Halverson, R. (2014). Capturing learner trajectories in educational games through ADAGE (assessment data aggregator for game environments): A click-stream data framework for assessment of learning in play. American Educational Research Association Annual Meeting, pp. 1–7.
- Papastergiou, M., & Solomonidou, C. (2005). Gender issues in Internet access and favourite Internet activities among Greek high school pupils inside and outside school. Computers & Education, 44(4), 377–393. doi:10.1016/j.compedu.2004.04.002. (http://adageapi.org/publications.html).
- Polsani, P. (2003). Use and abuse of reusable learning objects. Journal of Digital Information, 3(4).
- Prinsloo, P., Slade, S., Hall, F., & Hill, B. (2013). An evaluation of policy frameworks for addressing ethical considerations in learning analytics. In International conference on learning analytics and knowledge (pp. 240–244). doi:10.1145/2460296.2460344.
- Sánchez, J., & Olivares, R. (2011). Problem solving and collaboration using mobile serious games. Computers & Education, 57(3), 1943–1952. doi:10.1016/j.compedu.2011.04.012.
- Saveski, G. L., Westera, W., Yuan, L., Hollins, P., Fernández-Manjón, B., Moreno-Ger, P., & Stefanov, K. (2015). What serious game studios want from ICT research: Identifying developers’ needs. In GaLA Conference 2015. Rome.
- Sclater, N. (2014). Code of practice for learning analytics. JISC. Available online at https://www.jisc.ac.uk/guides/code-of-practice-for-learning-analytics.
- Seif El-Nasr, M., Drachen, A., & Canossa, A. (Eds.). (2013). Game analytics – maximizing the value of player data. London, UK: Springer.
- Shneiderman, B. (1996). The eyes have it: A task by data type taxonomy for information visualizations. In Proceedings 1996 I.E. Symposium on Visual Languages (pp. 336–343). IEEE Computer Society Press. doi:10.1109/VL.1996.545307. http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=545307
- Shute, V. J. (2011). Stealth assessment in computer-based games to support learning. Computer Games and Instruction, 55(2), 503–524.
- Shute, V. J., & Spector, J. M. (2008). SCORM 2.0 white paper: Stealth assessment in virtual worlds. Available online at http://scorm.com/tincanoverview/the-letsi-scorm-2-0-white-papers/.
- Shute, V. J., Ventura, M., Bauer, M., & Zapata-Rivera, D. (2009). Melding the power of serious games and embedded assessment to monitor and foster learning. In Serious games: Mechanisms and effects (pp. 295–321). New York, NY: Routledge.
- Siemens, G., Dawson, S., & Lynch, G. (2013). Improving the quality and productivity of the higher education sector. Policy and strategy for systems-level deployment of learning analytics. Canberra, Australia: Office of Learning and Teaching, Australian Government.
- Takeuchi, L. M., & Vaala, S. (2014). Level up learning: A national survey on teaching with digital games. New York, NY: The Joan Ganz Cooney Center at Sesame Workshop.
- Torrance, H. (2007). Assessment as learning? How the use of explicit learning objectives, assessment criteria and feedback in post-secondary education and training can come to dominate learning. Assessment in Education: Principles, Policy & Practice, 14(3), 281–294. doi:10.1080/09695940701591867.
- Torrente, J., del Blanco, Á., Serrano-Laguna, Á., Vallejo-Pinto, J., Moreno-Ger, P., & Fernández-Manjón, B. (2014). Towards a low cost adaptation of educational games for people with disabilities. Computer Science and Information Systems, 11(1), 369–391. doi:10.2298/CSIS121209013T.
- Torrente, J., Moreno-Ger, P., Martínez-Ortiz, I., & Fernández-Manjón, B. (2009). Integration and deployment of educational games in e-learning environments: The learning object model meets educational gaming. Educational Technology & Society, 12(4), 359–371.
- Van Eck, R. (2006). Digital game-based learning: It’s not just the digital natives who are restless. EDUCAUSE Review, 41(2), 16–30.