ADAPTIVE E-LEARNING AND ITS EVALUATION

Authors

  • Kateřina Kostolányová University of Ostrava
  • Jana Šarmanová University of Ostrava
  • Ondřej Takács University of Ostrava

DOI:

https://doi.org/10.7160/eriesj.2012.050404

Keywords:

e-learning, adaptability, adaptive learning environment, individualized instruction, learning style, evaluation, analysis

Abstract

This paper introduces a complex plan for a complete system of individualized electronic instruction. The core of the system is a computer program to control teaching, the so called “virtual teacher”. The virtual teacher automatically adapts to individual student’s characteristics and their learning style. It adapts to static as well as to dynamic characteristics of the student. To manage all this it needs a database of various styles and forms of teaching as well as a sufficient amount of information about the learning style, type of memory and other characteristics of the student. The information about these characteristics, the structure of data storage and its use by the virtual teacher are also part of this paper. We also outline a methodology of adaptive study materials. We define basic rules and forms to create adaptive study materials. This adaptive e-learning system was pilot tested in learning of more than 50 students. These students filled in a learning style questionnaire at the beginning of the study and they had the option to fill in an adaptive evaluation questionnaire at the end of the study. Results of these questionnaires were analyzed. Several conclusions were concluded from this analysis to alter the methodology of adaptive study materials.

References

Brusilovsky, P., Kobsa, A., Vassileva, J. (1998) Adaptive Hypertext and Hypermedia. 1st ed. Dordecht: Kluwer Academic Publishers.

Brusilovsky, P. (2001) 'Methods and Techniques of Adaptive Hypermedia'. In User Modeling and User-Adapted Interaction, Special issue on adaptive hypertext and hypermedia. Kluwer academic publishers, vol. 6, no. 2-3, pp. 87-129.

Chih-Ming, C., Hahn-Ming, L., Ya-Hui, C. (2005) 'Personalized e-learning system using Item Response Theory', Computers&Education, vol. 44, pp. 237-255.

Cronbach, L. J., (1951) 'Coefficient alpha and the internal structure of tests'. Psychometrika, vol. 16, no. 3, pp. 297–334.

de Bra P., et al. (2003) 'Aha! the Adaptive Hypermedia Architecture'. Proceedings of the ACM Conference on Hypertext, vol. 14, pp. 81-84.

Gagné, R.M., (1975) Podmínky učení. [Conditions of Learning] Praha: SPN. 287p.

Kalyuga, S., Sweller, J. (2005) 'Rapid dynamic assessment of expertise to improve the efficiency of adaptive e-learning', Educational Technology Research and Development, vol. 53, pp. 83-93.

Komenský, J.A., (1947) Analytická didaktika. [Analytical Didactics] Praha: SPN.

Komenský, J.A., (1948) Didaktika velká. [Great Didactics] Brno: Komenium.

Kostolányová, K., Šarmanová, J., Takács, O. (2010) 'Adaptable Educational Supports'. In Information and Communication Technology in Education. Ostrava: University of Ostrava. pp. 117-121. 

Kostolányová K.,  Šarmanová J., Takács, O. (2011a) 'Adaptation of teaching process based on a students individual learning needs'. In Journal on Efficiency and Responsibility in Education and Science.  vol. 1, pp. 3-17.

Kostolányová, K., Šarmanová, J., Takács, O. (2011b) 'Classification of Learning Styles for Adaptive Education'. In The New Educational Review, vol. 23, pp. 199-212.

Kostolányová, K. (2011c) Design of study materials structure for adaptive instruction. In  Information and Communication Technology in Education. Ostrava: University of Ostrava. pp. 193-201.

Kostolányová, K. (2012) 'E-learning form of adaptive instruction', DIVAI 2012 - 9th International Scientific Conference on Distance Learning. Nitra: Faculty of Natural Sciences, Constantine the Philosopher University in Nitra, pp. 194-201.

Kulič, V. (1980) 'Některá kritéria efektivity učení a vyučování a metody jejího zjišťování'. [Some Criteria of Efficiency of Learning and Teaching and Methods for its Discovery] Pedagogika, vol. 30, pp. 677-698.

Paramythis, A., Loidl-Reisinger, S. (2003) 'Adaptive Learning Environments and e-Learning Standards', ECEL, Linz, Austria, pp. 181-194.

Ruiz M.P.P, Barriales S.O. (2003) 'Feijoo.net: An Approach to Personalized E-learning Using Learning Styles', ICWE'03 Proceedings of the 2003 international conference on Web engineering, Springer Berlin, pp. 151-154.

Additional Files

Published

2012-12-30

How to Cite

Kostolányová, K., Šarmanová, J. and Takács, O. (2012) ’ADAPTIVE E-LEARNING AND ITS EVALUATION’, Journal on Efficiency and Responsibility in Education and Science, vol. 5, no. 4, pp. 212–225. https://doi.org/10.7160/eriesj.2012.050404

Issue

Section

Research Paper