Implication of Course Context and Learning Style on Adaptive Educational
Hypermedia System Design in Higher Education
Bing-Zhao Phua
a
, Thiam-Kian Chiew
b
and Ker-Yung Chua
c
Department of Software Engineering, Faculty of Computer Science and Technology, University of Malaya
ab
;
Faculty of Medicine, University of Malaya
c
University of Malaya, 50603,Kuala Lumpur, Malaysia // Tel: +603 79676363 // pbz1987@siswa.um.edu.my
a
// tkchiew@um.edu.my
b
// keryung100@hotmail.com
c
ABSTRACT
As a key research area of E-learning Adaptive
educational hypermedia system (AEHS) often takes
into account the different aspects that influence the
learning preference. However, adaptation based on the
context of course/subject itself is seldom if not never
considered. The study was conducted using a
questionnaire on 73 undergraduate students from
University of Malays. This paper aim to compare
student’s learning preference with regards to individual
learning style and context of 3 courses. Data analysis
was done to assess the association of both learning
style and course context with the learning preference of
undergraduate students. The results shown that course
context has more significant outcome as compared to
learning style. Therefore, apart from individual
learning styles, course context should be considered as
well when developing an AEHS.
KEYWORDS
course context; subject context; learning style; learning
preference; adaptive learning
1 INTRODUCTION
Research on adaptive educational hypermedia
systems (AEHS) has been conducted for decades
as a means to improve current e-learning. The
advantage of AEHS over traditional e-learning is
the ability to fit different learners’ needs rather
than using a “one size fits all” approach[1]. Since
its emergence in the late 1990s, AEHS has been
designed to monitor and change its behaviour
based on certain user attributes such as learning
style, knowledge level, background, interest, and
stereotype[2]. These attributes are identified
mostly based on theories formed by education
experts.
However, most of the attributes described
above are often ‘learner centric’, which are
derived from ‘properties’ of the learner, or
requires a learner’s engagement in order to
provide certain parameters that serve as a
guidance for the system’s adaptation[3]. This
learner centric approach is widely acclaimed as it
is in accordance with the principles of a user-
centred-design, and also in its feasibility in
obtaining data [4]. As a result, many AEHS
system designers have focused their attention on
the user-centric-design and have mostly ignored
other potentially beneficial adaptations such as
expert recommendation, course context, and
course structure.
The objective of this research is to identify
factors that influence t he students’ perception on
learning, either by their individual learning style,
or the context of the course, or both. As
undergraduate students need to enrol in multiple
courses along their study, there are high chances
that they will adjust their learning preference
based on the course context, such as ‘does it
require doing a lot of exercises’, ‘does using a lot
of visual presentation would help in understanding
that course’, etc [5]. These concerns would imply
the need of AEHS to adapt based on a course’s
context, aside from a student’s individual learning
style. This study uses a survey questionnaire to
compare a group of 73 undergraduate students’
learning habits in 3 undergraduate courses. This
questionnaire is based on a popular learning style
theory commonly applied in AEHS – which is the
Felder-Silverman learning style model
(FSLSM)[6]. The students’ perception towards
each dimension of FSLSM is collected and
compared across the different courses in order to
ISBN: 978-0-9891305-4-7 ©2014 SDIWC 216