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European Journal <strong>of</strong> Social Sciences – Volume 8, Number 2 (2009)<br />

A <strong>Review</strong> <strong>of</strong> <strong>the</strong> <strong>Literature</strong>: <strong>Determinants</strong> <strong>of</strong> <strong>Online</strong> Learning<br />

Among Students<br />

Hasnah Tang King Yee<br />

Faculty <strong>of</strong> Educational Studies Universiti Putra Malaysia<br />

Selangor, Malaysia<br />

Wong Su Luan<br />

Corresponding Author Faculty <strong>of</strong> Educational Studies<br />

Universiti Putra Malaysia<br />

Selangor, Malaysia<br />

E-mail: wsuluan@gmail.com<br />

Ahmad Fauzi Mohd Ayub<br />

Faculty <strong>of</strong> Educational Studies Universiti Putra Malaysia<br />

Selangor, Malaysia<br />

Rosnaini Mahmud<br />

Faculty <strong>of</strong> Educational Studies Universiti Putra Malaysia<br />

Selangor, Malaysia<br />

Abstract<br />

The use <strong>of</strong> Information Technology and <strong>the</strong> Internet as a teaching and learning tool is<br />

rapidly expanding into today’s learning environments (Liaw, Huang, & Chen, 2007).<br />

Specifically, <strong>the</strong> Internet has been used as a medium to conduct online learning and this has<br />

made learning more complex in such a learning environment (Sun et al., 2008). Sun et al.<br />

(2008) forewarned that such complex learning environments can cause online learners to<br />

drop out. For this reason, <strong>the</strong> main purpose <strong>of</strong> this review paper is to explore <strong>the</strong> factors<br />

that can influence <strong>the</strong> use <strong>of</strong> online learning among students. Based on a review <strong>of</strong> <strong>the</strong><br />

literature, this paper suggests that <strong>the</strong>re are four main determinants <strong>of</strong> online learning which<br />

are gender, attitudes toward online learning, perceived ease <strong>of</strong> use and perceived<br />

usefulness.<br />

Keywords: <strong>Online</strong> learning, gender, attitudes, perceived ease <strong>of</strong> use, perceived usefulness<br />

1. Introduction<br />

Technology has inevitably become <strong>the</strong> most powerful tool in almost every aspect <strong>of</strong> human’s daily life.<br />

Technology is regarded as a major revolution and this has a significant impact on education. The use <strong>of</strong><br />

Information Technology (IT) and <strong>the</strong> Internet are <strong>the</strong> new paradigm <strong>of</strong> learning in 21 st century. These<br />

technological advancements allow people to easily access, ga<strong>the</strong>r, analyse, and transfer data and<br />

knowledge. This makes it possible for <strong>the</strong>m to function as teachers, study-mates and more importantly,<br />

as tools to improve <strong>the</strong> entire teaching and learning process. This current development which relates to<br />

<strong>the</strong> role <strong>of</strong> IT and <strong>the</strong> Internet shows that <strong>the</strong> phase <strong>of</strong> <strong>the</strong> whole educational system has changed.<br />

According to Horton and Horton (2003), trends in technology influence education and<br />

knowledge management. Fundamentally, <strong>the</strong> development <strong>of</strong> <strong>the</strong> Internet has made it possible for<br />

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European Journal <strong>of</strong> Social Sciences – Volume 8, Number 2 (2009)<br />

higher institutions to <strong>of</strong>fer online courses. As such, Malaysia is now looking forward to use online<br />

education on <strong>the</strong> next generation <strong>of</strong> students and knowledge workers (Multimedia Development<br />

Corporation, 2005) where online learning delivers a broad array <strong>of</strong> solutions that enhances knowledge<br />

and performance using Internet technologies (Liaw, Huang & Chen, 2007). Thus, online learning has<br />

started and is gaining popularity in many universities in recent years, for example, most <strong>of</strong> <strong>the</strong><br />

universities in Malaysia use online learning to supplement regular campus instruction (Daing Zaidah<br />

Ibrahim, Abu Daud Silong & Bahamam Abu Samah, 2002).<br />

<strong>Literature</strong> reviews on online learning revealed that learners have a favourable opinion <strong>of</strong> <strong>the</strong><br />

online course or online learning system which helps to equip students with <strong>the</strong> necessary reading and<br />

computer skills along with providing a fun, entertaining and flexible environment to learn (Thang &<br />

Bidmeshki, 2004; Paris, 2004; Sun, Tsai, Finger, Chen & Yeh, 2008). Moreover, learners can use <strong>the</strong><br />

Internet to access up-to-date and relevant learning materials, and interact with <strong>the</strong>ir instructors (Ally,<br />

2004). Students can always access <strong>the</strong> online courses whenever <strong>the</strong>y need to do so, communicate with<br />

<strong>the</strong>ir instructors and friends through interactive medium, such as e-mail and discussion boards.<br />

A study carried out by Paris (2004) showed that, students preferred <strong>the</strong> online web-based<br />

learning ra<strong>the</strong>r than <strong>the</strong> traditional learning because <strong>the</strong>y could get most <strong>of</strong> <strong>the</strong> diagrams required for<br />

<strong>the</strong>ir school projects readily from an Internet site than from a textbook. Moreover, <strong>the</strong> study indicated<br />

that <strong>the</strong> students were attracted to <strong>the</strong> graphics, animations and movies on <strong>the</strong> website. <strong>Online</strong><br />

education with <strong>the</strong> multimedia elements successfully attracted students’ attention and made <strong>the</strong><br />

learning process more interesting because colourful pictures and learning videos were provided in <strong>the</strong><br />

online instruction (Liaw et al., 2007). These studies proved that students were motivated to learning<br />

online. Thus, more learners are willing to take an online course based on <strong>the</strong> wider scopes <strong>of</strong><br />

provisions <strong>of</strong>fered by online learning.<br />

2. Research Problem and Purpose<br />

Many institutions worldwide have started to invest heavily in online learning. Many researchers have<br />

documented that <strong>the</strong> utilization <strong>of</strong> online learning can enhance <strong>the</strong> quality <strong>of</strong> education, and <strong>the</strong><br />

students’ knowledge and performance (Nguyen & Kulm, 2005; Thang & Bidmeshki, 2004; Sun et al.,<br />

2008; Kadijevich & Haapasalo, 2008). However, in Thang and Bidmeshki’s (2006) study, <strong>the</strong>y found<br />

that <strong>the</strong> online learners lacked autonomy. Apart from that, it was also found students possessed only<br />

moderate levels <strong>of</strong> readiness and attitude towards online learning (Daing Zaidah Ibrahim et al. 2002). It<br />

is important to note that before <strong>the</strong> implementation <strong>of</strong> online learning can be successful in any<br />

institutions <strong>of</strong> higher learning, it is important to understand <strong>the</strong> determinants <strong>of</strong> online learning among<br />

students. In o<strong>the</strong>r words, <strong>the</strong> incidence <strong>of</strong> dropout among online learners can be reduced if online<br />

instructors understand why students stopped <strong>the</strong>ir online learning. For this reason, based on a review <strong>of</strong><br />

<strong>the</strong> literature, this paper explores <strong>the</strong> factors that can influence online learning among students.<br />

3. Research Method<br />

A comprehensive search <strong>of</strong> <strong>the</strong> literature was done to collect <strong>the</strong> related information and data. All<br />

articles were selected from refereed prints, online journals and conference papers. The main focus <strong>of</strong><br />

<strong>the</strong>se articles was on <strong>the</strong> possible factors influencing online learning, in particular, among students.<br />

4. Discussions<br />

4.1. <strong>Determinants</strong> <strong>of</strong> <strong>Online</strong> Learning<br />

The interest in using online learning in higher education is increasing and this can be seen by <strong>the</strong> large<br />

number <strong>of</strong> recent publications through <strong>the</strong> Internet, schools’ promotion exercise, and o<strong>the</strong>r current<br />

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European Journal <strong>of</strong> Social Sciences – Volume 8, Number 2(2009)<br />

developments. In <strong>the</strong> following sections, four factors are discussed as possible significant variables that<br />

can influence online learning among students.<br />

4.1.1. Gender<br />

Gender differences exist in many disciplines, including technology. Currently, not only males are<br />

skilled to use computer and Internet technologies. For technology to change knowledge <strong>the</strong>re is a need<br />

to change <strong>the</strong> way students learn. A study conducted by Kramarae (2002) stated that currently more<br />

females than males are enrolling in online courses. The question is does females do better or worse in<br />

an online learning environment.<br />

Gender has been examined in many researches. A research conducted by Hoskins and van<br />

Ho<strong>of</strong>f (2005), determined whe<strong>the</strong>r gender predicted <strong>the</strong> extent to which <strong>the</strong> undergraduates utilised<br />

online learning in support <strong>of</strong> a core Biological Psychology unit. In <strong>the</strong> study, Hoskins and van Ho<strong>of</strong>f<br />

(2005) verified that gender is one <strong>of</strong> <strong>the</strong> factors that determine students’ use <strong>of</strong> <strong>the</strong> web-base learning,<br />

as <strong>the</strong>re was a large number <strong>of</strong> males than females who were engaged in <strong>the</strong> dialogue with <strong>the</strong>ir peers<br />

and teachers. While Ong and Lai (2006) reported a similar finding where <strong>the</strong>y found that males have<br />

higher computer self-efficacy, perceived ease <strong>of</strong> use, perceived usefulness and behavioural intention to<br />

use online learning than females. Evidently, more males have higher intention on using an online<br />

learning system in <strong>the</strong>ir learning process than females.<br />

Males have more experience with computers, have more computer knowledge and are more<br />

positive about computers and online learning than females. This is consistent with Hoskins and van<br />

Ho<strong>of</strong>f’s study (2005) that males are more knowledgeable <strong>of</strong> <strong>the</strong> web and use <strong>the</strong> web more than<br />

females. From <strong>the</strong> study, it shows that <strong>the</strong>re is a gender difference on behavioural intention to use an<br />

online learning system.<br />

Fur<strong>the</strong>rmore, based on <strong>the</strong> Technology Acceptance Model (TAM), gender differences in<br />

perceptions will also affect <strong>the</strong> utilisation <strong>of</strong> an online learning system. Male students are found to have<br />

better perceptions and attitudes towards computer and Internet learning than female students. In Ong<br />

and Lai’s (2006) research study, males’ ratings <strong>of</strong> perceptions with respect to computer self-efficacy,<br />

perceived usefulness, perceived ease <strong>of</strong> use, and behavioural intention to use <strong>the</strong> online learning portal<br />

are all higher than females’. Daing Zaidah Ibrahim et al. (2002) have fur<strong>the</strong>r stated that males had a<br />

significantly more positive attitude than females. Hence, males tend to have higher behavioural<br />

intentions to use <strong>the</strong> online learning systems than females.<br />

Briefly, <strong>the</strong> aforementioned studies have suggested that gender can determine students’ use <strong>of</strong><br />

online learning. Therefore, in online educational settings, <strong>the</strong> effect <strong>of</strong> gender on students’ behavioral<br />

intention to use online learning should be specified in order to attain online learning efficiency and<br />

success.<br />

4.1.2. Attitudes<br />

Learner attitude is defined as learners’ impression about performing <strong>the</strong> target behaviour (Fishbein &<br />

Ajzen, 1975). This means that learners’ positive or negative feelings <strong>of</strong> participating in online learning<br />

activities through computer use will directly influence <strong>the</strong>ir behaviour to use online learning to study.<br />

Different students have different insights on online learning. Understanding students’ attitudes towards<br />

online learning can help to determine <strong>the</strong> extent to which students utilise <strong>the</strong> online system (Ong & Lai,<br />

2006).<br />

In <strong>the</strong> classroom, students <strong>of</strong>ten experience reactions towards computers ei<strong>the</strong>r positively or<br />

negatively. Some <strong>of</strong> <strong>the</strong> students have computer phobia and this may influence <strong>the</strong>ir attitudes toward<br />

using <strong>the</strong> computer and also <strong>the</strong> online learning system. Computer interactivity is influenced by<br />

students’ perception <strong>of</strong> <strong>the</strong> computer. A student with a negative attitude towards computers may not<br />

desire to do anything related to computers (Yushau, 2004). Hence, for those students who are<br />

unfamiliar with computers and have computer phobia, <strong>the</strong>y may not be willing to use computers to<br />

learn online. Consequently, <strong>the</strong> intention to use online learning system or portal will be low.<br />

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The more convinced a student is <strong>of</strong> <strong>the</strong> advantages <strong>of</strong> online education, <strong>the</strong> more likely <strong>the</strong><br />

student is to have a positive attitude towards online education. Aversion is one <strong>of</strong> <strong>the</strong> elements that will<br />

influence students’ behavioural intention to use online learning in <strong>the</strong>ir learning process. According to<br />

Habibah Hj. Lateh and Arumugam Raman (2005), students who promote positive attitude will also<br />

promote achievement, liking, and learning. Hence, with a low level <strong>of</strong> aversion and higher level <strong>of</strong><br />

liking, students will have more intention to use online learning. Consequently, students will perform<br />

well in <strong>the</strong>ir online courses.<br />

Learners’ attitudes toward computers and online courses will positively influence learners’<br />

satisfaction and acceptance <strong>of</strong> online learning (Sun et al., 2008). The TAM has clearly stated that<br />

learner attitude is an important factor in influencing <strong>the</strong> use <strong>of</strong> new technologies (Davis, 1989). In o<strong>the</strong>r<br />

words, learners with positive attitude will have higher acceptance <strong>of</strong> <strong>the</strong> use <strong>of</strong> online learning ra<strong>the</strong>r<br />

than those who do not have positive attitude. Accordingly, this will result in higher performance <strong>of</strong> <strong>the</strong><br />

learners in <strong>the</strong>ir learning process. Negative attitude such as having less interest and negative<br />

impression will influence a learner’s readiness to accept online learning. Students who have an<br />

aversion <strong>of</strong> online learning system will affect acceptance <strong>of</strong> online learning in <strong>the</strong>ir learning process.<br />

This argument streng<strong>the</strong>ns <strong>the</strong> notion used to define a student’s attitude towards online education.<br />

Ano<strong>the</strong>r negative attitude, for example, <strong>the</strong> learners’ anxiety can decrease <strong>the</strong>ir tendency to use<br />

online learning technologies (Habibah Hj. Lateh & Arumugam Raman, 2005). Learners’ anxiety seems<br />

to be a vital variable in relation to students’ perceptions <strong>of</strong> online courses (Saade & Kira, 2006).<br />

According to Rezaei, Mohammadi, Asadi and Kalantary (2008), computer anxiety has a negative effect<br />

on students’ intention to use an online learning system.<br />

A study done by Singleton, Song, Hill, Koh, Jones and Barbour (2004), reported that students<br />

seemed to prefer to attend class ra<strong>the</strong>r than take <strong>the</strong> course online because <strong>the</strong>y are more familiar with<br />

<strong>the</strong> traditional teaching and learning environment. Moreover, students felt that questions could be<br />

resolved immediately in a traditional classroom setting (Singleton et al., 2004). Hence, students had<br />

only a tepid interest in online learning which lacked face-to-face interaction. However, successful<br />

online learning should be just like traditional face-to-face learning which must have interactions among<br />

students, and between students and instructors. Therefore, <strong>the</strong> more confident <strong>the</strong> student is with online<br />

courses through <strong>the</strong> Internet, <strong>the</strong> more likely he or she is to have a positive attitude towards online<br />

education, and have higher incentive to use online learning (Tabatabaei, Schrottner & Reichgelt, 2006).<br />

In addition, Tabatabaei et al. (2006) also stated that <strong>the</strong> more familiar <strong>the</strong> student is with <strong>the</strong> material<br />

used in a particular course, students develop more positive attitudes towards online delivery <strong>of</strong> <strong>the</strong><br />

course.<br />

In summary, positive attitudes toward online learning can encourage and motivate students to<br />

participate in online courses as well as online activities. Hence it is important that negative attitudes<br />

such as aversion and anxiety should be reduced or eliminated to ensure that students embrace online<br />

learning successfully.<br />

4.1.3. Perceived Usefulness<br />

Perceived usefulness is defined as “<strong>the</strong> degree to which a person believes that using a particular system<br />

would enhance his or her job performance” (Davis, 1989, p. 320). This means that if students perceive<br />

that <strong>the</strong> online learning system can help improve <strong>the</strong>ir work performance, <strong>the</strong>y are more likely to use<br />

online learning in <strong>the</strong>ir learning process. Therefore, an online learning with a high level <strong>of</strong> perceived<br />

usefulness, <strong>the</strong>n <strong>the</strong>re is a positive influence on <strong>the</strong> users’ performance (Ong & Lai, 2006). A<br />

significant research has shown that perceived usefulness has a positive effect on students’ behaviour to<br />

use online learning (Venkatesh & Morris, 2000). As such, students are more likely to use online<br />

learning when <strong>the</strong>y perceive online learning to be useful and create meaningful learning process for<br />

<strong>the</strong>m where <strong>the</strong>y can learn in a more effective way and attain a higher performance in <strong>the</strong>ir studies.<br />

Sun et al. (2008) stated that perceived usefulness <strong>of</strong> <strong>the</strong> online learning system would positively<br />

influence <strong>the</strong> learners’ satisfaction with online learning. At <strong>the</strong> same time, perceived usefulness <strong>of</strong> an<br />

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European Journal <strong>of</strong> Social Sciences – Volume 8, Number 2(2009)<br />

online learning system will influence <strong>the</strong> behavioural intention to use such system (Ong & Lai, 2006).<br />

A significant body <strong>of</strong> prior research had shown that perceived usefulness has a positive effect on<br />

behavioral intention to use (Venkatesh & Davis, 2000; Venkatash & Morris, 2000; Davis, 1989). In<br />

o<strong>the</strong>r words, when more students perceive online learning based on its usefulness in <strong>the</strong>ir learning<br />

process, it is more likely <strong>the</strong>y are going to use online learning.<br />

Suffice to say, it is important for students to perceive online learning as useful. When students<br />

perceive online learning as such, <strong>the</strong> likelihood <strong>of</strong> <strong>the</strong>m using online learning would be higher (Ong &<br />

Lai, 2006; Tung & Chang, 2008; Sun et al., 2008; Rezaei, Mohammadi, Asadi & Kalantary, 2008).<br />

4.1.4 Perceived Ease <strong>of</strong> Use<br />

Ease <strong>of</strong> use is defined as <strong>the</strong> degree to which a person would be free <strong>of</strong> effort when using a system<br />

(Davis, 1989). According to Ong and Lai (2006), <strong>the</strong> higher <strong>the</strong> degree <strong>the</strong> students believe that online<br />

learning is easy to use, <strong>the</strong> higher <strong>the</strong> opportunities and acceptance <strong>of</strong> online learning are among <strong>the</strong><br />

students. As such, web designers play an important role in developing an educational website which is<br />

suitable for <strong>the</strong> students. For example, according to Siti Hafizah Ab. Hamid and Yii (2006), a website<br />

for students to learn such as to learn calculus, it should be more users’ friendly, have interface<br />

simplicity, and be easy to use and control in order to ensure that all types <strong>of</strong> learners can use <strong>the</strong> system<br />

well and effectively.<br />

In addition, Ong and Lai (2006) indicated that perceived ease <strong>of</strong> use influences <strong>the</strong> behavioural<br />

intention <strong>of</strong> learners to use online learning. When <strong>the</strong> learners perceive an online learning system as<br />

easy to use, <strong>the</strong>n it is highly likely that <strong>the</strong>y will be satisfied with <strong>the</strong> system (Sun et al., 2008). When<br />

<strong>the</strong> learners are satisfied with <strong>the</strong> system, <strong>the</strong> likelihood <strong>of</strong> registering for an online course is also<br />

higher. For example, <strong>the</strong> ease <strong>of</strong> use <strong>of</strong> discussion board to interact with o<strong>the</strong>r learners and instructors<br />

can increase students’ confidence to use online learning. This can be seen from how long and how<br />

frequent <strong>the</strong>y access <strong>the</strong> Internet per week. The simpler and user friendly <strong>the</strong> online learning system is,<br />

more opportunities are available. Learners accept <strong>the</strong> online learning environment and remain online<br />

longer.<br />

The <strong>the</strong>ory and relevant background literature have confirmed that it is valid to perceive<br />

usefulness and perceive ease <strong>of</strong> use to determine students’ behavioural intention to use online learning<br />

system.<br />

5. Conclusion<br />

<strong>Online</strong> learning is considered as an alternative learning environment to traditional face to face learning<br />

(Sun et al., 2008). It has been widely implemented in many higher institutions <strong>of</strong> learning around <strong>the</strong><br />

world. The world wide web has been used as a medium to conduct online learning and this has made<br />

learning more complex in such learning environment (Sun et al., 2008). For this reason, <strong>the</strong> main<br />

purpose <strong>of</strong> this review paper was to explore <strong>the</strong> factors that could influence <strong>the</strong> use <strong>of</strong> online learning<br />

among students. This paper <strong>of</strong>fered a review <strong>of</strong> previous studies exploring several possible factors that<br />

could be considered as <strong>the</strong> determinants <strong>of</strong> online learning. Based on <strong>the</strong> review <strong>of</strong> literature, <strong>the</strong> author<br />

<strong>of</strong> this paper suggest that four main factors namely, gender, attitudes toward online learning, perceived<br />

ease <strong>of</strong> use and perceived usefulness can influence students’ use <strong>of</strong> online learning. It is important that<br />

<strong>the</strong>se four factors are taken into consideration by online learning instructors to reduce <strong>the</strong> dropout rates<br />

in online learning courses.<br />

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References<br />

[1] Ally, M. (2004). Foundations <strong>of</strong> educational <strong>the</strong>ory for online learning. In T. Anderson & F.<br />

Elloumi (Eds.), Theory and practice <strong>of</strong> online learning (pp. 3-31). Athabasca, AB: Athabasca<br />

University.<br />

[2] Daing Zaidah Ibrahim, Abu Daud Silong, & Bahaman Abu Samah (2002, February). Readiness<br />

and attitude towards online learning among virtual students. Paper presented at <strong>the</strong> meeting <strong>of</strong><br />

<strong>the</strong> Asian Association <strong>of</strong> Open Universities, New Delhi.<br />

[3] Davis, F.D. (1989). Perceived usefulness, perceive ease <strong>of</strong> use, and user acceptance <strong>of</strong><br />

information technology. MIS Quarterly, 13(3), 318-340.<br />

[4] Fishbein, M., & Ajzen, I. (1975). Belief, attitude, intention and behavior: An introduction to<br />

<strong>the</strong>ory and research. Reading, MA: Addison-Wesley.<br />

[5] Habibah Hj. Lateh & Arumugam Raman. (2005). Web-based Map Reading in Geography. In<br />

Hanafi Atan, Rozhan M. Idrus, Saw K. G., Fong, S. F. & Meor Azli Ayub. (Eds.) Inovasi<br />

Teknologi Instruksional dalam Pengajaran dan Pembelajaran (pp.404-410). Malaysia:<br />

Persatuan Pendidikan Malaysia.<br />

[6] Horton, W. & Horton, K. (2003). E-learning tools and technologies: A consumer’s guide for<br />

trainers, teachers, educators, and instructional designers. Canada: Wiley, John & Sons, Inc.<br />

[7] Hoskins, S.L. & van Ho<strong>of</strong>f, J.C. (2005). Motivation and Ability: which students use online<br />

learning and what influence does it have on <strong>the</strong>ir achievement? British Journal <strong>of</strong> Educational<br />

Technology 36 (2), 177-192.<br />

[8] Kadijevich, Dj, & Haapasalo, L. (2008). Factors that influence student teacher’s interest to<br />

achieve educational technology standards. Computers & Education, 50(1), 262-270.<br />

[9] Kramarae, C. (2002). Book <strong>Review</strong> - The Third Shift: Women learning online. International<br />

<strong>Review</strong> <strong>of</strong> Research in Open and Distance Learning, 3(2). Retrieved April 22, 2008, from<br />

http://www.irrodl.org/index.php/irrodl/article/view/98/177<br />

[10] Liaw, S. S., Huang, H. M., & Chen, G. D. (2007). Surveying instructor and learner attitudes<br />

toward e-learning. Computers & Education, 49, 1066-1080.<br />

[11] Multimedia Development Corporation. (2005). The smart school roadmap 2005-2020: An<br />

educational odyssey. Retrieved October 4, 2007, from<br />

http://www.msc.com.my/smartschool/downloads/roadmap.pdf.<br />

[12] Nguyen, D. M. & Kulm, G. (2005). Using web-based practice to enhance Ma<strong>the</strong>matics learning<br />

and achievement. Journal <strong>of</strong> Interactive <strong>Online</strong> Learning. 3(3).<br />

[13] Ong, C. H. & Lai, J. Y. (2006). Gender differences in perceptions and relationships among<br />

dominants <strong>of</strong> e-learning acceptance. Computers in Human Behavior 22(5), 816-829.<br />

[14] Paris, P. (2004). E-learning: A study on secondary students’ attitudes towards online web<br />

assisted learning. International Education Journal 5(1), 98-112.<br />

[15] Rezaei, M., Mohammadi, H.M., Asadi, A., & Kalantary, K. (2008). Predicting e-learning<br />

application in agricultural higher education using Technology Acceptance Model. Turkish<br />

<strong>Online</strong> Journal <strong>of</strong> Distance Education, 98(1), 85-95.<br />

[16] Saade, R.G., & Kira, D. (2006). The emotional state <strong>of</strong> technology acceptance. Issues in<br />

Informing Science and Information Technology, 3, 529-539.<br />

[17] Singleton, E., Song, L., Hill, J., Koh, M., Jones, F. & Barbour, M. (2004). <strong>Online</strong> learning:<br />

Perceptions <strong>of</strong> useful and challenging characteristics. In G. Richards (Ed.). Proceedings <strong>of</strong><br />

World Conference on E-learning in Corporate, Government, Healthcare, and Higher<br />

Education (pp. 946-950). Chesapeake, VA: AACE.<br />

[18] Siti Hafizah Abdul Hamid & Yii H.L. (2006). AuTec: A ma<strong>the</strong>matics e-learning system<br />

focusing on notes module. Proceedings <strong>of</strong> IADIS Virtual Multi Conference on Computer<br />

Science & Info Systems, 109-113. Retrieved October 28, 2008 from<br />

www.iadis.net/dl/final_uploads/200603C019.pdf<br />

251


European Journal <strong>of</strong> Social Sciences – Volume 8, Number 2(2009)<br />

[19] Sun, P.C., Tsai, R.J., Finger, G., Chen, Y.Y., & Yeh, D. (2008). What drives a successful elearning?<br />

An empirical investigation <strong>of</strong> <strong>the</strong> critical factors influencing learner satisfaction.<br />

Computers & Education, 50(4), 1183-1202.<br />

[20] Tabatabaei, M., Schrottner, B., & Reichgelt, H. (2006). Target populations for online education.<br />

International Journal on E-Learning, 5(3), 401-401.<br />

[21] Thang, S.M., & Bidmeshki, L. (2004, December). An online English course for Malaysian<br />

Science and Technology undergraduates: Evaluating learners’ responses. Paper presented at<br />

<strong>the</strong> CLaSIC 2004 incorporating PacCALL International Conference, National University <strong>of</strong><br />

Singapore, Singapore. Retrieved January 10, 2008 from<br />

www.paccall.org/2004/2004proceedings_papers/thang1.pdf<br />

[22] Thang, S.M., & Bidmeshki, L. (2006). Evaluating Malaysian Science and Technology<br />

undergraduates’ reactions towards an online ESP course. CALL-EJ <strong>Online</strong>, 7(2). Retrieved<br />

August 30, 2008 from http://www.tell.is.ritsumei.ac.jp/callejonlne/journal/7-2/Ming-<br />

Bidmeshki.html<br />

[23] Tung, F.C., & Chang, S.C. (2008). An empirical investigation <strong>of</strong> students' behavioral intentions<br />

to use <strong>the</strong> online learning course websites. British Journal <strong>of</strong> Educational Technology, 39(1),<br />

71-83.<br />

[24] Venkatesh, V., & Davis, F. D. (2000). A Theoretical Extension <strong>of</strong> <strong>the</strong> Technology Acceptance<br />

Model: Four Longitudinal Field Studies. Management <strong>of</strong> Science, 46(2), 184-204.<br />

[25] Venkatesh, V., & Morris, M. G. (2000). Why don’t men ever stop to ask for directions?<br />

Gender, social influence, and <strong>the</strong>ir role in technology acceptance and usage behavior: A Meta<br />

analysis. Computers in Human Behavior, 13(1), 1-22.<br />

[26] Yushau, B. (2006). Computer attitude, use, experience, s<strong>of</strong>tware familiarity and perceived<br />

pedagogical useful <strong>of</strong> ma<strong>the</strong>matics pr<strong>of</strong>essors: Eurasia Journal <strong>of</strong> Ma<strong>the</strong>matics, Science &<br />

Technology Education, 2(3).<br />

252

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