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Evaluating Teachers’ Perceptions of Learning Design Recommender Systems

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Transforming Learning with Meaningful Technologies (EC-TEL 2019)

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Abstract

Nowadays, researchers in the field of Learning Design are investigating ways to assist teachers in realizing their role as Learning Designers in the context of online and blended learning. This is a major quest for the field researchers due to the fact that it can affect the broader adoption of the Learning Design practices by teachers, with resulting improvements on the quality of teaching and learning outcomes. In this context, this paper investigates teacher-perceived experience and acceptance of a Recommender System (RS) that supports teachers in the designing process, by providing them with Learning Design recommendations. To this end, we conducted a user-centric evaluation experiment, which involved 50 teachers and was based on the ResQue model. According to the results, an RS which proposes existing Learning Designs is a highly accepted technology by teachers. Additionally, teachers believe that the use of the proposed RS can make the designing process easier and faster while it would also favor the sharing of good teaching practices and provide teachers with a valuable source of inspiration. The implications of this study suggest that developers in the Learning Design field should incorporate RSs into existing Learning Design environments in order to facilitate the designing process.

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References

  1. Al-Samarraie, H., Teng, B.K., Alzahrani, A.I., Alalwan, N.: E-learning continuance satisfaction in higher education: a unified perspective from instructors and students. Stud. High. Educ. 43, 2003–2019 (2018). https://doi.org/10.1080/03075079.2017.1298088

    Article  Google Scholar 

  2. Ferdig, R.E., Kennedy, K. (eds.): Handbook of Research on K-12 Online and Blended Learning. ETC Press, Pittsburgh (2014)

    Google Scholar 

  3. Mor, Y., Craft, B., Hernández-Leo, D.: Editorial: the art and science of learning design (2013)

    Google Scholar 

  4. Beetham, H., Sharpe, R.: Rethinking pedagogy for a digital age: designing and delivering e-learning (2007). https://doi.org/10.4324/9780203961681

    Book  Google Scholar 

  5. Dalziel, J., et al.: The larnaca declaration on learning design. J. Interact. Media Educ. 1(7), 1–24 (2016). https://doi.org/10.5334/jime.407

    Article  Google Scholar 

  6. Lockyer, L., Bennett, S., Agostinho, S., Harper, B.: Handbook of Research on Learning Design and Learning Objects. IGI Global, Hershey (2009)

    Book  Google Scholar 

  7. Conole, G.: Designing for Learning in an Open World. Springer, New York (2013)

    Book  Google Scholar 

  8. Koper, R., Bennett, S.: Learning design concepts. In: Adelsberger, H.H., Kinshuk, P.J.M., Sampson, D.G. (eds.) Handbook on Information Technologies for Education and Training, pp. 135–154. Springer, Heidelberg (2008). https://doi.org/10.1007/978-3-540-74155-8_8

    Chapter  Google Scholar 

  9. Celik, D., Magoulas, George D.: A review, timeline, and categorization of learning design tools. In: Chiu, Dickson K.W., Marenzi, I., Nanni, U., Spaniol, M., Temperini, M. (eds.) ICWL 2016. LNCS, vol. 10013, pp. 3–13. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-47440-3_1

    Chapter  Google Scholar 

  10. Griffiths, D., Blat, J., García, R., Vogten, H., Kwong, K.L.: Learning design tools. In: Learning Design, pp. 109–135 (2005). https://doi.org/10.1007/3-540-27360-3_7

  11. IMS Global Learning Consortium: IMS Learning Design Best Practice and Implementation Guide (2003)

    Google Scholar 

  12. Laurillard, D., Kennedy, E., Charlton, P., Wild, J., Dimakopoulos, D.: Using technology to develop teachers as designers of TEL: evaluating the learning designer. Br. J. Educ. Technol. 49, 1044–1058 (2018). https://doi.org/10.1111/bjet.12697

    Article  Google Scholar 

  13. Rienties, B., Toetenel, L.: The impact of learning design on student behaviour, satisfaction and performance: a cross-institutional comparison across 151 modules. Comput. Human Behav. 60, 333–341 (2016)

    Article  Google Scholar 

  14. Maina, M., Craft, B., Mor, Y.: The Art & Science of Learning Design. Sense Publishers, Rotterdam (2015)

    Book  Google Scholar 

  15. Dagnino, F.M., Dimitriadis, Y.A., Pozzi, F., Asensio-Pérez, J.I., Rubia-Avi, B.: Exploring teachers’ needs and the existing barriers to the adoption of learning design methods and tools: a literature survey. Br. J. Educ. Technol. 49, 998–1013 (2018). https://doi.org/10.1111/bjet.12695

    Article  Google Scholar 

  16. Masterman, E., Manton, M.: Teachers’ perspectives on digital tools for pedagogic planning and design. Technol. Pedagog. Educ. 20, 227–246 (2011). https://doi.org/10.1080/1475939X.2011.588414

    Article  Google Scholar 

  17. Karga, S., Satratzemi, M.: A hybrid recommender system integrated into LAMS for learning designers. Educ. Inf. Technol. 23, 1297–1329 (2018). https://doi.org/10.1007/s10639-017-9668-0

    Article  Google Scholar 

  18. Dalziel, J.: Implementing learning design: the learning activity management system (LAMS). In: 20th Annual Conference of the Australasian Society for Computers in Learning in Tertiary Education (ASCILITE), 7–10 December 2003, Adelaide, pp. 7–10 (2003). https://doi.org/10.1016/j.actao.2004.05.005

    Article  Google Scholar 

  19. Agostinho, S., Bennett, S., Lockyer, L., Jones, J., Harper, B.: Learning designs as a stimulus and support for teachers’ design practices. In: Rethinking Pedagogy for a Digital Age: Designing for 21st Century Learning, pp. 119–132 (2013)

    Google Scholar 

  20. Philip, R., Cameron, L.: Sharing and reusing learning designs: contextualising enablers and barriers. In: Luca, J., Weippl, E. (eds.) ED-MEDIA 2008: World Conference on Educational Multimedia, Hypermedia and Telecommunications, pp. 453–462. Association for the Advancement of Computing in Education (AACE), Vienna, Austria (2008)

    Google Scholar 

  21. Wills, S., Pegler, C.: A deeper understanding of reuse: learning designs, activities, resources and their contexts. J. Interact. Media Educ. 2016, 1–11 (2016). https://doi.org/10.5334/jime.405

    Article  Google Scholar 

  22. Rodés-Paragarino, V., Gewerc-Barujel, A., Llamas-Nistal, M.: Use of repositories of digital educational resources: state-of-the-art review. IEEE Rev. Iberoam. Tecnol. del Aprendiz. 11, 73–78 (2016). https://doi.org/10.1109/RITA.2016.2554000

    Article  Google Scholar 

  23. Clements, K., Pawlowski, J., Manouselis, N.: Open educational resources repositories literature review - towards a comprehensive quality approaches framework (2015)

    Article  Google Scholar 

  24. Casali, A., Cechinel, C., Ochoa, X.: Special issue on strategies to improve the usability of learning object repositories. IEEE Rev. Iberoam. Tecnol. del Aprendiz. 11, 71–72 (2016). https://doi.org/10.1109/RITA.2016.2553999

    Article  Google Scholar 

  25. Bates, M., Loddington, S., Manuel, S., Oppenheim, C.: Attitudes to the rights and rewards for author contributions to repositories for teaching and learning. ALT-J. 15, 67–82 (2007). https://doi.org/10.1080/09687760600837066

    Article  Google Scholar 

  26. Reed, P.: Awareness, attitudes and participation of teaching staff towards the open content movement in one university. Res. Learn. Technol. 20 (2012). https://doi.org/10.3402/rlt.v20i0.18520

  27. Rolfe, V.: Open educational resources: staff attitudes and awareness. Res. Learn. Technol. 20 (2012). https://doi.org/10.3402/rlt.v20i0.14395

  28. Ochoa, X., Duval, E.: Quantitative analysis of learning object repositories. IEEE Trans. Learn. Technol. 2, 226–238 (2009)

    Article  Google Scholar 

  29. Hernández-Leo, D., et al.: An integrated environment for learning design. Front. ICT. 5, 1–19 (2018). https://doi.org/10.3389/fict.2018.00009

    Article  Google Scholar 

  30. Laurillard, D., et al.: A constructionist learning environment for teachers to model learning designs. J. Comput. Assist. Learn. 29, 15–30 (2013). https://doi.org/10.1111/j.1365-2729.2011.00458.x

    Article  Google Scholar 

  31. Aggarwal, Charu C.: An Introduction to Recommender Systems. Recommender Systems, pp. 1–28. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-29659-3_1

    Chapter  Google Scholar 

  32. Xiao, B., Benbasat, I.: Research on the use, characteristics, and impact of e-commerce product recommendation agents: a review and update for 2007–2012. In: Martínez-López, Francisco J. (ed.) Handbook of Strategic e-Business Management. PI, pp. 403–431. Springer, Heidelberg (2014). https://doi.org/10.1007/978-3-642-39747-9_18

    Chapter  Google Scholar 

  33. Drachsler, H., Verbert, K., Santos, Olga C., Manouselis, N.: Panorama of recommender systems to support learning. In: Ricci, F., Rokach, L., Shapira, B. (eds.) Recommender Systems Handbook, pp. 421–451. Springer, Boston, MA (2015). https://doi.org/10.1007/978-1-4899-7637-6_12

    Chapter  Google Scholar 

  34. Manouselis, N., Drachsler, H., Verbert, K., Santos, Olga C. (eds.): Recommender Systems for Technology Enhanced Learning. Springer, New York (2014). https://doi.org/10.1007/978-1-4939-0530-0

    Book  Google Scholar 

  35. Torre, I., Torsani, S.: A recommender system as a support and training tool. In: 2016 12th International Conference on Signal-Image Technology Internet-Based Systems (SITIS), pp. 773–780 (2016). https://doi.org/10.1109/SITIS.2016.127

  36. Mota, D., Reis, L.P., de Carvalho, C.V.: A recommender model of teaching-learning techniques. In: Oliveira, E., Gama, J., Vale, Z., Lopes Cardoso, H. (eds.) EPIA 2017. LNCS (LNAI), vol. 10423, pp. 435–446. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-65340-2_36

    Chapter  Google Scholar 

  37. Pu, P., Chen, L.: A user - centric evaluation framework for recommender systems. In: Proceedings 5th ACM Conference Recommender Systems - RecSys 2011, pp. 157–164 (2011). https://doi.org/10.1145/2043932.2043962

  38. De Pessemier, T., Courtois, C., Vanhecke, K., Van Damme, K., Martens, L., De Marez, L.: A user-centric evaluation of context-aware recommendations for a mobile news service. Multimed. Tools Appl. 75, 3323–3351 (2016)

    Article  Google Scholar 

  39. Braunhofer, M., Elahi, M., Ge, M., Ricci, F., Schievenin, T.: STS: design of weather-aware mobile recommender systems in tourism. In: Proceedings 1st Work. AI* HCI Intelligent User Interfaces (AI* HCI 2013), p. 1125 (2013)

    Google Scholar 

  40. Beel, J., Gipp, B., Langer, S., Breitinger, C.: Research-paper recommender systems: a literature survey. Int. J. Digit. Libr. 17, 305–338 (2016). https://doi.org/10.1007/s00799-015-0156-0

    Article  Google Scholar 

  41. Erdt, M., Fernandez, A., Rensing, C.: Evaluating recommender systems for technology enhanced learning: a quantitative survey. IEEE Trans. Learn. Technol. 1382, 1 (2015). https://doi.org/10.1109/TLT.2015.2438867

    Article  Google Scholar 

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Correspondence to Soultana Karga .

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Karga, S., Satratzemi, M. (2019). Evaluating Teachers’ Perceptions of Learning Design Recommender Systems. 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_8

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  • DOI: https://doi.org/10.1007/978-3-030-29736-7_8

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