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1
WANCHAT MATHADr. KAMAL BASHA MADARSHA
Institute of Education, International Islamic University Malaysia
MOBILE LEARNING ACCEPTANCE AMONG STUDENTS OF RAMKHAMHAENG
UNIVERSITY, THAILAND
1st YRU International Conference on Islamic Education
BACKGROUND OF STUDY
Source: National Statistical Office, Ministry of Information and Communication Technology. (2011).
2006 2007 2008 2009 20100
5
10
15
20
25
30
35
40
45
8.47 9.32 10.96 12.33 13.8415.39 16.04 16.99 17.93 19.13
24.7428.29
31.8634.83
38.24
Internet Computer Mobile Tech.
Million People
1st YRU International Conference on Islamic Education, 23-26 January 2013, Songkla, Thailand
The Use of ICT in Thailand
M-learning’ Usefulness * Problem**
Limitations of Mobile
Devices
Not Fully Use
Gap between University and Students
Anytime
Anywhere
* (Georgiev et al.,2004; Leung & Chan, 2003; Monchai, 2004)**(Akour, 2009; Pansak & Kalayanee, 2006; Suchat, 2006)
BACKGROUND OF STUDY
1st YRU International Conference on Islamic Education, 23-26 January 2013, Songkla, Thailand
OBJECTIVE
To examine the relationship between the several factors and students’ m-learning acceptance
1st YRU International Conference on Islamic Education, 23-26 January 2013, Songkla, Thailand
RESEARCH FRAMEWORK
Students’ Intention to
Use M-learning
Perceived Ease of Use
Perceived Usefulness
Network Accessibility Quality of
Content
Student Readines
s
Thai Social
Influence
1st YRU International Conference on Islamic Education, 23-26 January 2013, Songkla, Thailand
Extended Technology Acceptance Model
(Akour, 2009; Davis , 1989; Huang et al, 2007; Kallaya et al, 2009; Liu et al, 2010; Lu & Viehland, 2008; Venkatesh et al, 2003)
RESEARCH HYPOTHESES
• PU has no positive effect on students’ intention to use m-leaning
• PEU has no positive effect on students’ intention to use m-leaning
• NA has no positive effect on students’ intention to use m-leaning
• QC has no positive effect on students’ intention to use m-leaning
• SR has no positive effect on students’ intention to use m-leaning
• TH has no positive effect on students’ intention to use m-leaning
1st YRU International Conference on Islamic Education, 23-26 January 2013, Songkla, Thailand
• Survey research• Reliability
analysis• Multiple
regression analysis
Purposive sampling
n=200
1st YRU International Conference on Islamic Education, 23-26 January 2013, Songkla, Thailand
RESEARCH METHODOLOGYRamkhahaeng
UniversityStudents
FINDINGS
1st YRU International Conference on Islamic Education, 23-26 January 2013, Songkla, Thailand
52%49%
Male
Female
Demographic Profiles of Respondents
Gender
FINDINGS
1st YRU International Conference on Islamic Education, 23-26 January 2013, Songkla, Thailand
Demographic Profiles of Respondents
100%
52%
28.5%24%
19%
7%0%
Mobile Devices Used for Learning
FINDINGS
1st YRU International Conference on Islamic Education, 23-26 January 2013, Songkla, Thailand
Variable Cronbach’s Alpha
Perceived Usefulness (PU) 0.857
Perceived Ease of Use (PEU) 0.857
Network Accessibility (NA) 0.918
Quality of Content (QC) 0.862
Student Readiness (SR) 0.908
Thai Social Influence (TH) 0.828
Students’ Intention to Use (IN)
0.935
Reliability Analysis
α range from
0.79 to 0.91
FINDINGS
1st YRU International Conference on Islamic Education, 23-26 January 2013, Songkla, Thailand
The Level of M-learning Acceptance
Constructs S.D. Level
Perceived Usefulness (PU) 4.14 0.40 High
Perceived Ease of Use (PEU) 3.84 0.53 Moderate
Network Accessibility (NA) 4.11 0.43 High
Quality of Content (QC) 4.18 0.40 High
Student Readiness (SR) 4.20 0.75 High
Thai Social Influence (TH) 4.13 0.42 High
Students’ Intention to Use (IN)
4.46 0.39 High
X
M-learning Acceptance
FINDINGS
1st YRU International Conference on Islamic Education, 23-26 January 2013, Songkla, Thailand
Multiple Regression Analysis ResultM-learning Acceptance
Perceived Usefulness
Perceived Ease of Use
Network Accessibility
Quality of Content
Student Readiness
Thai Social Influence
Students’ Intention to Use M-learning
.480
.364
.157
.025*
.004*
.001*
* Significant at p < 0.05,
FINDINGS
1st YRU International Conference on Islamic Education, 23-26 January 2013, Songkla, Thailand
M-learning Acceptance
• Thai Social Influence
• Student Readiness
• Quality of Content
CONCLUSION
1st YRU International Conference on Islamic Education, 23-26 January 2013, Songkla, Thailand
The ROLE of SOCIETY, READINESS of LEARNERS, and QUALITY of LEARNING MATERIAL are important to further uplift the use of m-learning in Thailand
The university administration should emphasize on how to design m-learning system that appropriate to student’s perception.
REFERENCESAkour, H. (2009). Determinants of mobile learning acceptance: an empirical
investigation in higher education. Oklahoma State University, Oklahoma, USA. Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user
acceptance of information technology. MIS Quarterly, 13(3), 319-339. Georgiev, T., Georgieva, E., & Smrikarov, A. (2004, June, 17-18). M-learning - a
new stage of e-learning. Paper presented at the International Conference on Computer Systems and Technologies Computer System Technology, Rousse, Bulgaria.
Huang, Lin, & Chuang. (2007). Elucidating user behavior of mobile learning a perspective of the extended technology acceptance model. The Electronic Library, 25(5), 585-598.
Kallaya, J., Prasong, P., & Kittima, M. (2009). An acceptance of mobile learning for higher education students in Thailand. International Journal of the Computer, the Internet and Management, 17(3), 361-368.
Leung, C.-H., & Chan, Y.-Y. (2003, July,9-11). Mobile learning: A new paradigm in electronic learning. Paper presented at the 3rd IEEE International Conference on Advanced Learning Technologies, Athens, Greece.
Liu, Y., Li, H., & Carlsson, C. (2010). Factors driving the adoption of m-learning: an empirical study. Computer & Education, 55, 1211-1219.
Lu, X., & Viehland, D. (2008, December, 3-5). Factors influencing the adoption of mobile learning. Paper presented at the 19th Australasian Conference on Information Systems, Christchurch.
1st YRU International Conference on Islamic Education, 23-26 January 2013, Songkla, Thailand
REFERENCESMonchai, T. (2004). M-Learning: a new paradigm of e-learning. Technology and
Communication Education, 1(1), 3-11. National Statistical Office, Ministry of Information and Communication Technology.
(2011). Statistical yearbook Thailand 2011. Bangkok: National Statistical Office.
Pansak, T., & Kalayanee, J. (2006, November, 28 – 30). Advantages and disadvantages of m-learning for university students in Thailand. Paper presented at the APERA Conference 2006, Hong Kong.
Suchat, K. (2006). Technologies in Ramkhamhaeng University Retrieved January, 5, 2011, from http://www.ctc.ru.ac.th/.
Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D. (2003). User acceptance of information technology: toward a unified view. MIS Quarterly, 27(3), 425-478.
1st YRU International Conference on Islamic Education, 23-26 January 2013, Songkla, Thailand
17
Thank You
Mobile Learning Acceptance among Students at Ramkhamhaeng University, Thailand
WANCHAT MATHA Dr. KAMAL BASHA MADARSHA
Institute of Education, IIUM
1st YRU International Conference on Islamic Education