Adaptive Education based on Learning Styles: Are Learning Style Instruments Precise Enough?

Investigating the efficiency of learning style instruments is significant because it is a widespread technique and it enriches the understanding of the challenges of integrating such instruments into adaptive education systems. The results showed that current learning style instruments depend only on the textual form of infor-mation to present items; this might be leading to a bias in the measurement of learning styles as the textual forms of information are more suitable for verbal students than for others. The purpose of this paper is to investigate the precision of learning style instruments and the challenges of integrating them into adaptive education systems. This research followed a quantitative research approach. First, a new learning style instrument was developed using different forms of infor-mation (Figures, Charts, and Equations). Then, the preferred learning style of fif-ty students was measured twice, initially, by using the newly developed instru-ment and subsequently by using a VARK instrument, the results of both were compared.

[1]  L. Michele Miller,et al.  Using learning styles to evaluate computer-based instruction , 2005, Comput. Hum. Behav..

[2]  Mohd Hasril Amiruddin,et al.  Different Perspectives of Learning Styles from VARK Model , 2010 .

[3]  Pilar Rodríguez,et al.  A Mixed Approach to Modelling Learning Styles in Adaptive Educational Hypermedia , 2004 .

[4]  Onn Malaysia,et al.  Emphasizing learning of the affective domain for the realization of the engineering learning outcomes , 2010 .

[5]  Elizabeth J. Brown,et al.  The use of learning styles in adaptive hypermedia , 2007 .

[6]  Christian Wolf,et al.  iWeaver: Towards 'Learning Style'-based e-Learning in Computer Science Education , 2003, ACE.

[7]  Gren Ireson,et al.  A study of the reliability and validity of the first Arabic learning styles instrument (ALSI) , 2016, 2016 World Congress on Sustainable Technologies (WCST).

[8]  Timothy J. Sewall The Measurement of Learning Style: A Critique of Four Assessment Tools. , 1986 .

[9]  Huong May Truong Integrating learning styles and adaptive e-learning system: Current developments, problems and opportunities , 2016, Comput. Hum. Behav..

[10]  Lynda Thomas,et al.  Learning styles and performance in the introductory programming sequence , 2002, SIGCSE '02.

[11]  Wendy Hall,et al.  ILASH: Incorporating learning strategies in hypermedia , 2003 .

[12]  Gren Ireson,et al.  Libyan Higher Education system, challenges and achievements , 2014, 2014 IEEE 6th Conference on Engineering Education (ICEED).

[13]  R. Dunn UNDERSTANDING THE DUNN AND DUNN LEARNING STYLES MODEL AND THE NEED FOR INDIVIDUAL DIAGNOSIS AND PRESCRIPTION , 1990 .

[14]  Alexandra I. Cristea,et al.  Adaptation to learning styles in E-Learning: Approach evaluation , 2006 .

[15]  Saïd Assar,et al.  A Quantitative Analysis of Student Learning Styles and Teacher Teachings Strategies in a Mexican Higher Education Institution , 2012 .

[16]  Mohammad Alshammari,et al.  Adaptation based on learning style and knowledge level in e-learning systems , 2016 .

[17]  Özcan Özyurt,et al.  Learning style based individualized adaptive e-learning environments: Content analysis of the articles published from 2005 to 2014 , 2015, Comput. Hum. Behav..

[18]  Gavin T. L. Brown Learning: Styles or strategies? , 2000 .

[19]  W. Hall,et al.  Incorporating learning styles in hypermedia environment: Empirical evaluation , 2003 .

[20]  D. Kolb Experiential Learning: Experience as the Source of Learning and Development , 1983 .

[21]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[22]  E. Ovcin,et al.  The 3DE custom course compiler: an engine to assemble custom web courses , 2002, 32nd Annual Frontiers in Education.

[23]  A. Alghamdi An adaptive educational system that caters for combination of two models of learning styles , 2010 .

[24]  Brendan Tangney,et al.  Matching and Mismatching Learning Characteristics with Multiple Intelligence Based Content , 2005, AIED.

[25]  Saïd Assar,et al.  Student Learning Styles Adaptation Method Based on Teaching Strategies and Electronic Media , 2008, 2008 Eighth IEEE International Conference on Advanced Learning Technologies.

[26]  Peter Brusilovsky,et al.  Adaptive Hypermedia , 2001, User Modeling and User-Adapted Interaction.

[27]  DIMITRIOS PIERRAKOS,et al.  User Modeling and User-Adapted Interaction , 1994, User Modeling and User-Adapted Interaction.

[28]  E. Ovcin,et al.  3DE: an environment for the development of learner-centered custom educational packages , 2001, 31st Annual Frontiers in Education Conference. Impact on Engineering and Science Education. Conference Proceedings (Cat. No.01CH37193).

[29]  Natalia Stash,et al.  Authoring of learning styles in adaptive hypermedia: problems and solutions , 2004, WWW Alt. '04.

[30]  Thomas F. Hawk,et al.  Using Learning Style Instruments to Enhance Student Learning , 2007 .

[31]  Ani Shabri,et al.  HYBRID MODEL , 2015 .

[32]  StashNatalia Incorporating cognitive/learning styles in a general-purpose adaptive hypermedia system , 2007 .

[33]  Peter Brusilovsky,et al.  Methods and techniques of adaptive hypermedia , 1996, User Modeling and User-Adapted Interaction.

[34]  R. Felder,et al.  Applications, Reliability and Validity of the Index of Learning Styles* , 2005 .

[35]  S. Clark,et al.  Learning style instruments and impact of content: A qualitative study , 2016, 2016 World Congress on Sustainable Technologies (WCST).

[36]  Michael C. Dorneich,et al.  Towards a Characterization of Adaptive Systems: a Framework for Researchers and System Designers , 2017 .

[37]  Mohamed Ramzy Zakaria The hybrid model, and adaptive educational hypermedia frameworks , 2004 .

[38]  Paul A. Kirschner,et al.  Stop propagating the learning styles myth , 2017, Comput. Educ..

[40]  Tsuyoshi Murata,et al.  {m , 1934, ACML.