Skip to main content

Resource Access Patterns in Exam Preparation Activities

  • Conference paper
  • First Online:
Design for Teaching and Learning in a Networked World (EC-TEL 2015)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 9307))

Included in the following conference series:

Abstract

In this paper we investigate patterns of resource usage for exam preparation based on a resource intensive blended learning course. To this end, we analyzed a blended learning, online course facilitated by Moodle. During the course, the students had to work individually and in teams. Furthermore, they were given access to a broad spectrum of learning resources such as videos, slides, wiki articles and quizzes. The logfiles obtained from Moodle were further processed and analyzed. Our analysis approach is based on association rule as well as sequential pattern mining. The results indicate that students’ activity with respect to resource usage follows common patterns during exam preparation either on the individual or the group level. These patterns also relate to the performance of students and to reflect their prior collaborative experience.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Institutional subscriptions

References

  1. Agrawal, R., Mannila, H., Srikant, R., Toivonen, H., Verkamo, A.I.: Knowledge Discovery and Data Mining, Chap. 12, pp. 307–328. AAI Press / The MIT Press (1996)

    Google Scholar 

  2. Breslow, L., Pritchard, D.E., DeBoer, J., Stump, G.S., Ho, A.D., Seaton, D.: Studying learning in the worldwide classroom: research into EDXS first MOOC. Res. & Pract. Assess. 8, 13–25 (2013)

    Google Scholar 

  3. Dillenbourg, P., Baker, M.J., Blaye, A., O’Malley, C., et al.: The evolution of research on collaborative learning. In: Spada, E., Reiman, P. (eds.) Learning in Humans and Machine: Towards an interdisciplinary learning science, pp. 189–211. Elsevier, Oxford (1995)

    Google Scholar 

  4. Fournier-Viger, P., Gomariz, A., Soltani, A., Lam, H., Gueniche, T.: Spmf: Open-source data mining platform (2014). http://www.philippe-fournier-viger.com/spmf/

  5. Fox, A.: From MOOCS to SPOCS. Commun. ACM 56(12), 38–40 (2013)

    Article  Google Scholar 

  6. Halatchliyski, I., Hecking, T., Goehnert, T., Hoppe, H.U.: Analyzing the path of ideas and activity of contributors in an open learning community. J. Learn. Analytics 1(2), 72–93 (2014)

    Article  Google Scholar 

  7. Hecking, T., Ziebarth, S., Hoppe, H.U.: Analysis of dynamic resource access patterns in a blended learning course. In: The 4th International Conference on Learning Analytics and Knowledge. pp. 173–182. ACM, New York (2014)

    Google Scholar 

  8. Hoppe, U., Pinkwart, N., Oelinger, M., Zeini, S., Verdejo, F., Barros, B., Mayorga, J.I.: Building bridges within learning communities through ontologies and thematic objects. In: Proceedings of the International Conference on Computer Supported Collaborative Learning. pp. 211–220 (2005)

    Google Scholar 

  9. Mödritscher, F., Andergassen, M., Neumann, G.: Dependencies between e-learning usage patterns and learning results. In: Proceedings of the 13th International Conference on Knowledge Management and Knowledge Technologies. ACM (2013)

    Google Scholar 

  10. Niemann, K., Schmitz, H.C., Kirschenmann, U., Wolpers, M., Schmidt, A., Krones, T.: Clustering by usage: higher order co-occurrences of learning objects. In: Proceedings of the 2nd International Conference on Learning Analytics and Knowledge. pp. 238–247. ACM (2012)

    Google Scholar 

  11. Perera, D., Kay, J., Koprinska, I., Yacef, K., Zaïane, O.R.: Clustering and sequential pattern mining of online collaborative learning data. IEEE Trans. Knowl. Data Eng. 21(6), 759–772 (2009)

    Article  Google Scholar 

  12. Suthers, D.D., Dwyer, N., Medina, R., Vatrapu, R.: A framework for conceptualizing, representing, and analyzing distributed interaction. Int. J. Comput. Support. Collaborative Learn. 5(1), 5–42 (2010)

    Article  Google Scholar 

  13. Ziebarth, S., Ulrich Hoppe, H.: Moodle4SPOC: A resource-intensive blended learning course. In: de Freitas, S., Rensing, C., Ley, T., Muñoz-Merino, P.J. (eds.) EC-TEL 2014. LNCS, vol. 8719, pp. 359–372. Springer, Heidelberg (2014)

    Chapter  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Sabrina Ziebarth .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2015 Springer International Publishing Switzerland

About this paper

Cite this paper

Ziebarth, S., Chounta, IA., Hoppe, H.U. (2015). Resource Access Patterns in Exam Preparation Activities. In: Conole, G., Klobučar, T., Rensing, C., Konert, J., Lavoué, E. (eds) Design for Teaching and Learning in a Networked World. EC-TEL 2015. Lecture Notes in Computer Science(), vol 9307. Springer, Cham. https://doi.org/10.1007/978-3-319-24258-3_46

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-24258-3_46

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-24257-6

  • Online ISBN: 978-3-319-24258-3

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics