MOBILE LEARNING ACCEPTANCE AMONG STUDENTS OF RAMKHAMHAENG UNIVERSITY, THAILAND BY WANCHAT MATHA A dissertation submitted in fulfilment of the requirement for the degree of Master of Education (Instructional Technology) Institute of Education International Islamic University Malaysia JANUARY 2013 ABSTRACT The rapid growth of mobile technology will push educational institutions to adopt mobile learning (m-learning). It has the potential to allow students to more closely integrate with learning activities in their lives. However, its adoption and level of use is low in Thailand compared to other countries. This study aims to measure and understand students’ perceptions on the use of m-learning in Thailand education system. Besides, this study is also interested in identifying factors that affect the adoption of m-learning in Thailand. The Technology Acceptance Model (TAM) is used as theoretical framework towards understanding the adoption of m-learning. The quantitative method was applied to collect primary data from 200 Ramkhamhaeng University (RU) students who use m-learning. The findings reveal that the majority of RU students were optimistic with the use of m-learning in Thailand education. They believed that m-learning offers new learning experience, and could help them to access course materials anywhere and anytime. In addition, it was discovered that only three factors contributed significantly towards adoption of m-learning among RU students. The factors were Thai Social Influence, Student Readiness, and Quality of Content. Thai Social Influence was found to be the most influential factor in the model. On the other hand, factors such as Perceived Usefulness, Perceived Ease of Use, and Network Accessibility were found to insignificantly contribute predictors on m-learning adoption. Finally, tests conducted along the different individual characteristics reveal that prior experience has significant affect on their behavioural intention to use. However, gender and faculty variables would not affect their intention to use m-learning. This research provides useful information in the understanding students’ acceptance of m-learning in RU. Moreover, it also gives perspectives to RU and other institutions who want to integrate m-learning system into their curricula. ii ﻣﻠﺨﺺ اﻟﺒﺤﺚ اﻟﻨﻤﻮ اﻟﺴﺮﻳﻊ ﻟﺘﻜﻨﻮﻟﻮﺟﻴﺎ اﳍﺎﺗﻒ اﻟﻨﻘﺎل ﺳﺘﺪﻓﻊ اﳌﺆﺳﺴﺎت اﻟﺘﻌﻠﻴﻤﻴﺔ إﱃ ﺗﺒﲏ اﻟﺘﻌﻠﻢ اﻟﻨﻘﺎل )م – اﻟﺘﻌﻠﻢ(. ﺣﻴﺚ اﻧﻪ ﻳﺴﻤﺢ ﻟﻠﻄﻼب ﺑﺪﻣﺞ أﻧﺸﻄﺔ اﻟﺘﻌﻠﻢ ﺑﺸﻜﻞ وﺛﻴﻖ ﰲ ﺣﻴﺎﻢ .وﻣﻊ ذﻟﻚ ،ﻓﺈن اﻋﺘﻤﺎدﻩ واﺳﺘﺨﺪاﻣﻪ ﺑﺘﺎﻳﻼﻧﺪ ذو ﻣﺴﺘﻮى ﻣﻨﺨﻔﺾ ﻣﻘﺎرﻧﺔ ﻣﻊ اﻟﺒﻠﺪان اﻷﺧﺮى .ﺪف ﻫﺬﻩ اﻟﺪراﺳﺔ ﻟﻘﻴﺎس وﻓﻬﻢ ﻣﻔﺎﻫﻴﻢ اﻟﻄﻼب ﻋﻠﻰ اﺳﺘﺨﺪام اﻟﺘﻌﻠﻢ اﻟﻨﻘﺎل ﰲ اﻟﺘﻌﻠﻴﻢ ﺑﺘﺎﻳﻼﻧﺪ .إﱃ ﺟﺎﻧﺐ ذﻟﻚ ﺘﻢ ﻫﺬﻩ اﻟﺪراﺳﺔ ﻛﺬﻟﻚ ﰲ ﲢﺪﻳﺪ اﻟﻌﻮاﻣﻞ اﻟﱵ ﺗﺆﺛﺮ ﻋﻠﻰ ﺗﺒﲏ اﻟﺘﻌﻠﻢ اﻟﻨﻘﺎل ﺑﺘﺎﻳﻼﻧﺪ" .ﳕﻮذج ﻗﺒﻮل اﻟﺘﻜﻨﻮﻟﻮﺟﻴﺎ" ﻫﻮ اﳌﺴﺘﺨﺪم ﻛﺈﻃﺎر ﻧﻈﺮي ﳓﻮ ﻓﻬﻢ اﻟﺘﺒﲏ ﻟﻠﺘﻌﻠﻢ اﻟﻨﻘﺎل .ﳉﻤﻊ اﻟﺒﻴﺎﻧﺎت اﻷوﻟﻴﺔ ﻓﻘﺪ ﰎ ﺗﻄﺒﻴﻖ اﻷﺳﻠﻮب اﻟﻜﻤﻲ ﻋﻠﻰ ﻣﺌﺘﲔ ﻃﺎﻟﺐ ﻣﻦ "ﺟﺎﻣﻌﺔ راﳐﺎﻣﻬﺎﻧﻎ" ،اﻟﺬﻳﻦ ﻳﺴﺘﺨﺪﻣﻮن اﻟﺘﻌﻠﻢ اﻟﻨﻘﺎل .ﻛﺸﻔﺖ اﻟﻨﺘﺎﺋﺞ ﺑﺄن ﻏﺎﻟﺒﻴﺔ ﻃﻼب "ﺟﺎﻣﻌﺔ راﳐﺎﻣﻬﺎﻧﻎ" اﻟﻠﺬﻳﻦ ﻳﺴﺘﺨﺪﻣﻮن اﻟﺘﻌﻠﻢ اﻟﻨﻘﺎل ﻣﺘﻔﺎﺋﻠﻮن ﺑﺎﺳﺘﺨﺪاﻣﻪ ﰲ ﺗﻌﻠﻴﻢ ﺗﺎﻳﻼﻧﺪ .ﺣﻴﺚ ﻳﻌﺘﻘﺪون ﺑﺄن اﻟﺘﻌﻠﻢ اﻟﻨﻘﺎل ﻳﻌﺮض ﻓﺮﺻﺔ ﺟﺪﻳﺪة ﳋﱪة اﻟﺘﻌﻠﻢ ،وﳝﻜﻦ أن ﻳﺴﺎﻋﺪﻫﻢ ﻟﻠﻮﺻﻮل إﱃ ﻣﻮاد اﻟﺪراﺳﺔ ﻣﻦ أي ﻣﻜﺎن وﺑﺄي وﻗﺖ .ﺑﺎﻹﺿﺎﻓﺔ إﱃ ذﻟﻚ ﰎ اﻛﺘﺸﺎف ﺛﻼﺛﺔ ﻋﻮاﻣﻞ ﻓﻘﻂ ﺳﺎﳘﺖ ﺑﺸﻜﻞ ﻛﺒﲑ ﳓﻮ ﺗﺒﲏ اﻟﺘﻌﻠﻢ اﻟﻨﻘﺎل ﺑﲔ ﻃﻼب "ﺟﺎﻣﻌﺔ راﳐﺎﻣﻬﺎﻧﻎ" .ﻫﺬﻩ اﻟﻌﻮاﻣﻞ اﻟﺜﻼث ﻫﻲ: ﺗﺄﺛﲑ اﺘﻤﻊ اﻟﺘﺎﻳﻠﻨﺪي ،اﺳﺘﻌﺪاد اﻟﻄﺎﻟﺐ ،و ﺟﻮدة اﶈﺘﻮى .وﻗﺪ ُوﺟﺪ اﻟﺘﺄﺛﲑ اﻻﺟﺘﻤﺎﻋﻲ أﻛﺜﺮ اﻟﻌﻮاﻣﻞ ﺗﺄﺛﲑاً ﰲ اﻟﻨﻤﻮذج .ﻣﻦ ﺟﻬﺔ أﺧﺮى ،اﻟﻌﻮاﻣﻞ اﻟﺜﻼث اﻷﺧﺮى ﻟﻠﺘﻌﻠﻢ اﻟﻨﻘﺎل أﻧﻪ :ﻧﺎﻓﻊ ،ﺳﻬﻮﻟﺔ اﻻﺳﺘﺨﺪام، ووﺟﺪ ﺑﺄن ﺳﻬﻮﻟﺔ اﻟﻮﺻﻮل ﻟﺸﺒﻜﺔ اﻟﻌﻤﻞ ﺳﺎﳘﺖ ﺑﺸﻜﻞ ﺗﻨﺒﺆي ﰲ ﺗﺒﲏ واﻋﺘﻤﺎد اﻟﺘﻌﻠﻢ اﻟﻨﻘﺎل .وأﺧﲑا، ُ ﻛﺸﻔﺖ اﻟﺘﺠﺎرب اﻟﱵ أﺟﺮﻳﺖ ﻋﻠﻰ ﺧﺼﺎﺋﺺ اﻟﻔﺮد اﳌﺨﺘﻠﻔﺔ ﺑﺄن اﳋﱪة اﳌﺴﺒﻘﺔ ﳍﺎ ﺗﺄﺛﲑ ﻛﺒﲑ ﻋﻠﻰ اﻟﻨﻮاﻳﺎ اﻟﺴﻠﻮﻛﻴﺔ ﻟﻼﺳﺘﺨﺪام .وﻣﻊ ذﻟﻚ ،ﻓﺈن اﺧﺘﻼف اﳉﻨﺴﲔ واﻟﻜﻠﻴﺎت ﻟﻦ ﻳﺆﺛﺮ ﻋﻠﻰ ﻧﻮاﻳﺎ اﻷﺷﺨﺎص ﰲ اﺳﺘﺨﺪام اﻟﺘﻌﻠﻢ اﻟﻨﻘﺎل .ﻫﺬا اﻟﺒﺤﺚ ﻳﻘﺪم ﻣﻌﻠﻮﻣﺎت ﻣﻔﻴﺪة ﰲ ﻓﻬﻢ ﻗﺒﻮل اﻟﻄﻼب ﻟﻠﺘﻌﻠﻢ اﻟﻨﻘﺎل ﰲ "ﺟﺎﻣﻌﺔ راﳐﺎﻣﻬﺎﻧﻎ" .وﻋﻼوة ﻋﻠﻰ ذﻟﻚ ﻓﺈﻧﻪ ﻳﻮﻓﺮ أﻳﻀﺎً وﺟﻬﺎت ﻧﻈﺮ ﻣﻨﺴﻮﰊ "ﺟﺎﻣﻌﺔ راﳐﺎﻣﻬﺎﻧﻎ" و اﳌﺆﺳﺴﺎت اﻷﺧﺮى اﻟﱵ ﺗﺮﻳﺪ دﻣﺞ اﻟﺘﻌﻠﻢ اﻟﻨﻘﺎل ﰲ ﻣﻨﺎﻫﺠﻬﻢ اﻟﺪراﺳﻴﺔ. iii APPROVAL PAGE I certify that I have supervised and read this study and that in my opinion, it conforms to acceptable standards of scholarly presentation and is fully adequate, in scope and qualify, as a dissertation for degree of Master of Education (Instructional Technology). ………………………………….. Kamal Basha Madarsha Supervisor I certify that I have read this study and that in my opinion, it conforms to acceptable standards of scholarly presentation and is fully adequate, in scope and qualify, as a dissertation for degree of Master of Education (Instructional Technology). ………………………………….. Mohd Burhan Ibrahim Examiner This dissertation was submitted to the Department of Curriculum and Instruction and is accepted as a fulfilment of the requirement for the degree of Master of Education (Instructional Technology). ………………………………….. Muhamad Zahiri Awang Mat Head, Department of Curriculum and Instruction This dissertation was submitted to Institute of Education and is accepted as a fulfilment of the requirement for the degree of Master of Education (Instructional Technology). ………………………………….. Rosnani Hashim Dean, Institute of Education iv DECLARATION I hereby declare that this dissertation is the result of my own investigations, except where otherwise stated. I also declare that it has not been previously or concurrently submitted as a whole for any other degrees at IIUM or other institutions. Wanchat Mathat Signature……………………………… Date…………………………… v INTERNATIONAL ISLAMIC UNIVERSITY MALAYSIA DECLARATION OF COPYRIGHT AND AFFIRMATION OF FAIR USE OF UNPUBLISHED RESEARCH Copyright © 2013 by International Islamic University Malaysia. All rights reserved. MOBILE ACCEPTANCE AMONG STUDENTS OF RAMKHAMHAENG UNIVERSITY, THAILAND I hereby affirm that The International Islamic University Malaysia (IIUM) holds all right in the copyright of this Work and henceforth any reproduction or use in any form or by means whatsoever is prohibited without the written consent of IIUM. No part of this unpublished research may be reproduced, stored in a retrieval system, or transmitted, in any form or by means, electronic, mechanical, photocopying, recording or otherwise without prior written permission of the copyright holder. Affirmed by Wanchat Matha ………………………. Signature ……………………… Date vi To my mother, Kham Matha who have made endless sacrifice throughout their life. Jazakumallah KhairaljazÉ’. RabÊ iqfirli wa li-walidayya wa irham humÉ kamÉ rabbayÉnÊ Îagira. Thank to my beloved wife, Nadeeroh Awaeputeh, and to my beloved daughter, Wan Nurfatin Matha binti Wan MOHD, who always support and give me strength to complete my work vii ACKNOWLEDGEMENTS Alhamdulillah, all praise belongs to Allah, the Lord of the Universe who Mercy, Guidance and Blessings have enabled me to complete this thesis successfully. Peace and Blessing of Allah be upon His messenger, Muhammad S.A.W. At the end of a long incubation period, this thesis has finally seen the light of day. It would have remained forever dormant if it had not been for the help and encouragement of a great many people. I am gratefully indebted to my supervisor, Associate Professor Dr. Kamal Basha Madarsha, his insight, knowledge, and enormous grasp of all matters relating to education and administration phenomenal. Without his encouragement, I would never have considered it worthwhile to document this. May Allah rewards and blesses him. In addition, my heartfelt appreciation goes to Assistant Professor Dr. Mohd Burhan Ibrahim, the second reader who willingly offers his invaluable insights and comments. His deep concern and interests are highly appreciated. I feel a great sense of gratitude to all lecturers of the Institute of Education in the International Islamic University, Malaysia for their efforts and sincerity in teaching. To colleagues and administrative staff, who either directly or indirectly contributes throughout the course of this study, words cannot express my gratitude. Thank you to all arousing questions from my friends and colleges to wake me up from my slumber especially, my beloved wife Nadeeroh and my beloved daughter Wan Nur Fatin who serves as my inspiration in finishing this research. May Allah bless all of us, Ameen. viii TABLE OF CONTENTS Abstract .......................................................................................................................... ii Abstract in Arabic ......................................................................................................... iii Approval Page ............................................................................................................... iv Declaration Page ............................................................................................................ v Copyright Page.............................................................................................................. vi Acknowledgements ..................................................................................................... viii Table of Contents .......................................................................................................... ix List of Tables ............................................................................................................... xii List of Figures ............................................................................................................. xiii CHAPTER ONE: INTRODUCTION ........................................................................ 1 Background of the Study .................................................................................... 1 Mobile Learning in Thailand ...................................................................... 3 Ramkhamhaeng University ......................................................................... 4 Mobile Learning in Ramkhamhaeng University ................................. 5 Statement of Problem ......................................................................................... 6 Purpose of the Study ........................................................................................... 9 Conceptual Framework ....................................................................................... 9 Research Objectives and Research Questions .................................................. 10 Significance of the Study .................................................................................. 11 Limitation of the Study ..................................................................................... 13 Definition of Terms .......................................................................................... 14 Organization of the Study ................................................................................. 15 CHAPTER TWO: LITERATURE REVIEW ......................................................... 16 Mobile Learning ............................................................................................... 16 Definition of Mobile Learning .................................................................. 16 Mobile Devices ......................................................................................... 19 Mobile Networks ....................................................................................... 22 Implementing Mobile Learning in Education ........................................... 24 Theoretical Pedagogy of Mobile Learning ........................................ 24 Mobile Learning and Instructional Design ........................................ 26 Mobile Content .................................................................................. 32 The Advantages and the Limitations of Mobile Learning ........................ 34 Mobile Learning Acceptance ............................................................................ 36 Technology Acceptance Model (TAM) .................................................... 36 The Application of TAM in Education ..................................................... 39 Mobile Learning Acceptance Researches ................................................. 40 Determinants of Mobile Learning Acceptance ......................................... 43 Perceived Usefulness ......................................................................... 44 Perceived Ease of Use ....................................................................... 46 Network Accessibility ....................................................................... 47 Quality of Content ............................................................................. 49 Student Readiness .............................................................................. 51 ix Thai Social Influence ......................................................................... 54 Students’ Intention to Use Mobile Learning ..................................... 57 Mobile Learning Acceptance and Individual Characteristics ................... 58 Gender ............................................................................................... 58 Faculty ............................................................................................... 59 Experience ......................................................................................... 60 Conclusion ........................................................................................................ 60 CHAPTER THREE: RESEARCH METHODOLOGY ........................................ 62 Research Design ............................................................................................... 62 Population and Sample ..................................................................................... 63 Research Instrument ......................................................................................... 63 Establishing the Validity and Reliability of the Instrument ...................... 67 Data Collection and Procedures........................................................................ 70 Data Analysis .................................................................................................... 70 Conclusion ........................................................................................................ 72 CHAPTER FOUR: DATA ANALYSIS AND RESULTS ...................................... 73 Respondents’ Demographic Background ......................................................... 74 Data Analysis and Findings .............................................................................. 77 Research Question One ............................................................................. 77 Research Question Two ............................................................................ 80 Mobile Learning Acceptance ............................................................ 81 Research Question Three .......................................................................... 85 Students’ Gender ............................................................................... 85 Students’ Faculty ............................................................................... 86 Experience in Using Mobile Learning .............................................. 88 Conclusion ........................................................................................................ 91 CHAPTER FIVE: CONCLUSION, DISCUSSION AND RECOMMENDATIONS ........................................................................................... 92 Overview of the Study ...................................................................................... 92 Summary and Discussion of the Findings ........................................................ 94 The Perceptions of Students towards the Use of Mobile Learning in Thai Education................................................................................................... 94 The Dominant Predictors of Mobile Learning Acceptance among Students of Ramkhamhaeng University................................................................... 95 The Differences in Dominant Predictors and Intention to Use Mobile Learning among Students’ Characteristics................................................ 99 Implications .................................................................................................... 101 Recommendations........................................................................................... 102 Recommendations for Administrators .................................................... 102 Recommendations for Lecturers ............................................................. 102 Recommendations for Instructional Designers ....................................... 103 Recommendations for Students............................................................... 104 Suggestions for the Future Research .............................................................. 104 Conclusion ...................................................................................................... 106 BIBLIOGRAPHY .................................................................................................... 107 x APPENDIX A: Survey Questionnaire ....................................................................... 124 APPENDIX B: Translation of Survey Questionnaire ................................................ 126 xi LIST OF TABLES Table No. Page No. 2.1 The compatible functions between mobile devices and mobile networks 24 3.1 Measuring device, sources, and the numbering of items 65 3.2 The m-learning acceptance items 66 3.3 Reliability of the research instrument 69 4.1 Summary of the respondents’ demographic data 74 4.2 Descriptive statistics for the perception of students towards the use of m-learning in Thai education questionnaire 78 4.3 Overall descriptive statistics for the perception of students towards the 79 use of m-learning in Thai education 4.4 Descriptive statistics of overall mean scores for each dimension of m-learning acceptance questionnaire 82 4.5 Multiple regression results predicting students’ intention to use 83 4.6 T-test between students’ gender regarding their intention to use m-learning and dominant predictors 86 4.7 T-test between students’ faculty regarding their intention to use m-learning and dominant predictors 87 4.8 One-way ANOVA test among experience in using regarding students’ intention to use m-learning and dominant predictors 89 4.9 Multiple Comparisons: dominant predictors and students’ intention to use m-learning 90 xii LIST OF FIGURES Figure No. Page No. 1.1 M-learning acceptance model 10 2.1 The relationship among distance education, e-learning, and m-learning 17 2.2 The relationship among e-learning, m-learning, and flexible learning 19 2.3 Support of m-learning 28 2.4 The SMSE model for m-learning 29 2.5 The learning process of m-learning 31 2.6 The original technology acceptance model (TAM) 37 2.7 M-learning acceptance model 44 xiii CHAPTER ONE INTRODUCTION BACKGROUND OF THE STUDY An immense amount of information and communication technology (ICT) in education is readily available through powerful computer, which are connected with high-speed data communication network, such as the Internet. It has contributed greatly for teaching and learning activities that can happen in anytime. Additionally, the ICT in education allows learners to learn independently. However, the learners are required to access computer and Internet to gain knowledge. Therefore, many educational institutions have set up electronic learning (e-learning) in their educational system to support learners with online access to search, receive, and study the contents. Compared with the traditional education, e-learning has an advantage of allowing students to select when, where, and how they study. However, e-learning has some limits for educational purpose. Namely, students are required to reach computer and Internet connection to practice learning. They spend most time to find computer and Internet access points to gain knowledge. The teaching and learning activity is still a dedicated activity that is location-based for most students, not always convenient and not integrated into the student’s life. Besides that, students are now demanding more from the educational institutions for the flexible delivery of lectures, educational services, and administrative information. From now, the solution of this scenario is mobile learning (m-learning). 1 The term m-learning refers to the use of digital mobile and handheld devices, such as Personal Digital Assistant (PDA), mobile phones, computer notebook, and other handheld devices, to aid teaching and learning (Boyinbode & Akinyede, 2008; Geddes, 2006). The m-learning is possible today because of the proliferation of ICT and the rapid advance of the mobile technology (Brown, 2005). The use of mobile devices is becoming a primary personal communication tool (Quinn, 2000). The mobile technologies – m-learning, mobile network, and mobile content – potentially promote, facilitate, and enhance students’ collaboration and interaction by providing a means for accessing, discovering, discussing, and sharing environmental concerns via multimedia mobile contents (Uzunboylu, Cavus, & Ercag, 2009). Therefore, the mlearning will be a significant next trend in the educational environment (Monchai Thianthong, 2004; Motiwalla, 2005; Tiong & Kinshuk, 2006). According to the massive diffusion of mobile devices, both teacher and student can use them for learning activity. These mobile devices are able to connect with mobile networks for searching and receiving the information (Devinder Singh & Zaitun A.B, 2006; Geddes, 2006; Mohammed, 2006; Monchai Thianthong, 2004). So, the m-learning allows students to learn anywhere and anytime without permanent physical connection to cable networks (Boyinbode & Akinyede, 2008), and provides many opportunities for widening participation as well as enables easier access to learn (Avenoglu, 2005). Based on the above notions, m-learning has several effective benefits in educational purpose, but it is not widespread in educational institutions (Akour, 2009; El-Hussein & Cronje, 2010; Lu & Viehland, 2008). What reasons do affect users to accept and adopt m-learning? Research is needed to find and examine towards the users’ intention to accept the new technology. 2 Additionally, the educational institutions need to understand clearly towards the causes that influence users’ perception and acceptance for decision of technology investment in the future. For that matter, an understanding on this issue is very important to promote students academically in adopting m-learning. Consequently, the use of Theory of Technology Acceptance Model (TAM) can help researchers to investigate and comprehend the causes that influence users to accept the m-learning (Akour, 2009). The TAM is a useful instrument to predict and explain the behavioural intention to use new systems and technology (Davis, 1989; V. Venkatesh, Morris, Davis, & Davis, 2003). It could provide educational institutions to realise the causes of acceptance. Moreover, knowing students’ intentions to use and understanding the causes can help educational institutions to create mechanisms for attracting more students to accept and adopt this learning setting (Grandon, Alshare, & Kwan, 2005). Consequently, it can improve the rate of m-learning adoption in the educational institutions, and help them to cope with the rapid change of environment in this information age. Mobile Learning in Thailand M-learning in Thailand has been started in higher educational institutions through experiment (Kallaya Jairak, Prasong Praneetpolgrang, & Kittima Mekhabunchakij, 2009; Monchai Thianthong, 2004). This experiment would help academicians to define its role and application in Thai education. M-learning in Thailand has been interested due to the increase of use of ICT – such as mobile technology, computer, and Internet – in the household that has increased rapidly from year 2004 to 2008 (National Statistical Office of Thailand, 2009). The report from National Statistical Office of Thailand (2009) also informed that people in Thailand have highly adopted 3 the equipment of ICT, especially mobile technology. The use of mobile technology has increased from 36.7% in 2005 to 56.8% in 2009. Therefore, it can predict that the use of mobile technology in Thai will be used more and rapidly in the following year. Nowadays, the mobile technology has been applied in many areas such as business, travel, military, and education. For that matter, educational system in Thailand, especially university level, attempts to use mobile technology for education (Institute of Computer Ramkhamhaeng University, 2005). Presently, few universities in Thailand have utilized m-learning in their learning environment, such as University of Thai Chamber of Commerce, Assumption University, Suranaree University of Technology, Walailak University, and Ramkhamhaeng University (Center for Educational Innovation and Technology of Suranaree University of Technology, 2010; Phanthipa Amornrit, 2010; Ramkhamhaeng University, 2007; University of Thai Chamber of Commerce, 2010; Walailak University, 2011). Ramkhamhaeng University Ramkhamhaeng University is one of two open universities in Thailand. The naming of the university was in honour of King Ramkhamhaeng of the Great of Sukhothai who credited the Thai alphabet (Ramkhamhaeng University, 2007). Before the establishment of Ramkhamhaeng University in 1971, Thailand had long suffered what might be called “a crisis in the quest for higher education" because the number of high school graduates seeking seats in the universities outnumbered the admission capacity of all universities combined. The problem finally prompted parliament to pass a law authorizing the establishment of Ramkhamhaeng University, as it is commonly known, the country's first open-admission university. Everybody could attend without 4 any entrance examination. Therefore, the university students come from every part of Thailand. Currently, Ramkhamhaeng University consists of 11 faculties namely: i. Faculty of Law ii. Faculty of Business Administration iii. Faculty of Humanities iv. Faculty of Education v. Faculty of Science vi. Faculty of Political Science vii. Faculty of Economics viii. Faculty of Liberal Arts ix. Faculty of Engineering, and x. Faculty of Mass Communication Technology xi. Faculty of Human Resource Development Mobile learning in Ramkhamhaeng University According to the consequent development of technology nowadays, Ramkhamhaeng University (RU) has been integrated the technology in teaching and learning systems, such as, e-Learning, e-Testing, Distance Learning System, Cyber Classroom, as well as M-Learning (Institute of Computer Ramkhamhaeng University, 2005). RU has established Mobile Learning Project in semester II, 2005-2006 by cooperating with the Total Access Communication Public Company Limited, which is Telecommunication Services Company in Thailand. The project can help the many thousands of RU students to perform learning anywhere and anytime without attending the classroom. In addition, the Mobile Learning Project consists of 5 Information Services System, and M-learning Service (Ramkhamhaeng University, 2007; Suchat Kitthanaseari, 2006). The Information Services System refers to the information services from the university. Students can enrol and receive information via short message services (SMS) or multimedia message services (MMS), such as Ramkhamhaeng University News, class enrolment, schedule checking, and examination or result announcement. Meanwhile, the M-learning Service focuses on educational opportunities for students who cannot attend to the classes. Therefore, students are able to download the lecture file as document, video clip recorded, or audio recorded in order to gain knowledge. Thus, students can perform their learning anywhere and anytime by using mobile devices. STATEMENT OF PROBLEM M-learning is not a new word in Thailand academics, but it is in the initial stage of implementation. Few universities in Thailand have currently embedded m-learning in their teaching and learning environment. Therefore, it is necessary to conduct research that is interested intensively with students’ opinion of, attitude towards, and intention of using m-learning (Akour, 2009; Kallaya Jairak et al., 2009). However, there are few researches that have been found in the research literature on the m-learning and a model of technology acceptance in Thailand (Dulyalak Phuangthong & Settapong Malisawan, 2005; Kallaya Jairak et al., 2009). The completed researches in Thailand empirically explored the relationship among student’s attitude towards the acceptance of m-learning. However, these researches have been conducted in universities, which without adopting m-learning in their teaching and learning system, such as the contents 6 available for mobile devices; especially smart phone, digital media player, and personal digital assistant. Therefore, these findings cannot determine and understand the connection between students’ acceptance and causes that affect their m-learning acceptance. This is because the research on m-learning will occur when the educational institutions and students process teaching and learning activity by using mobile technologies (Al-Fahad, 2009; Poonsri Wedularn, 2007). For that matter, it can cause to misunderstand the gap between educational institutions and students. Consequently, not understanding the causes can lead to failure of post-implementation (V. Venkatesh & Davis, 2000). Students, nowadays, are highly adopting with the new technology that diffuses in their lives, and that the way they think and behave has created a new gap between them and their teachers and university (Bennett, Maton, & Carrington, 2011). There are questions in respect of the gap between the usefulness of the m-learning and the low perception rates in many countries, especially in Thailand. The gap of new technological perception between the university and students can lead to study the factors affecting m-learning acceptance among students in order to understand each other (Akour, 2009). Accordingly, both positive and negative perception of students towards m-learning will reflect the change of educational system. The change will require a restructuring of and reformulation of m-learning’s philosophical basis (Sharples, 2007; Sharples, Taylor, & Vavoula, 2005). Meanwhile, the Thailand university also fails to understand the perceptions of new generation of students (Institute of Computer Ramkhamhaeng University, 2005; Kallaya Jairak et al., 2009). Eventually, Suchat Kitthanaseari (2006) reported that only few numbers of Ramkhamhaeng University students has adopted the m-learning. Therefore, m-learning is not being fully utilized by RU students. Further studies also 7 have proven that the proportion of the students currently did not show any preference for future use of m-learning at the end of semester (Attewell, 2005; Attewell & SavillSmith, 2003). Consequently, this study proposes to examine the determinants that influence students’ acceptance towards m-learning. According to the relevant researches, they pointed out there are many reasons that influence students’ acceptance and rejection of m-learning (Akour, 2009; H. R. Chen & Huang, 2010; Huang, Lin, & Chuang, 2007; Kallaya Jairak et al., 2009; Liaw & Huang, 2011; Liu, Li, & Carlsson, 2010; Lu & Viehland, 2008; So, 2007; Tang & Chiang, 2009a; C. C. Yi, Liao, Huang, & Hwang, 2009). The students’ intention to accept m-learning can be defined by several reasons, including quality of contents, network accessibility, perceived usefulness, ease of use, student readiness, and Thai social influence. The difference of students’ characteristics – students’ gender, students’ faculty, and experience in using m-learning – also can determine students’ adoption towards m-learning as well. The problem described above reflects the change in the values that are taking place in Thai society in the process of educational modernization. Unfortunately, the situation in Thailand confronted to the problem of educational modernization – the use of m-learning in Thai education. Many Thai academicians presently concentrate towards the use of m-learning in which affect all aspects in education, namely learning theory, instructional design, educational practice, educational assessment as well as m-learning acceptance. On the other hands, they still misunderstand what the students’ attitude regarding the use of m-learning in Thai education. One-way to understand the issue is to study students’ perceptions towards the issues. Importantly, as far as the researcher concerns, the students’ acceptance towards m-learning is not same in all universities in this country. Therefore, the researchers 8 should explore case by case in a specific university. In this case, it needs to understand what exact factors that can contribute students accept m-learning. This research, therefore, will be conducted to examine the factors that affect students’ acceptance as well as opinions among RU students, Thailand. PURPOSE OF THE STUDY Relating to the statement problem, this study focuses mainly on the concept of the use of m-learning in Thai education and its acceptance perceived by students of Ramkhamhaeng University, Thailand. It attempts to understand students’ perceptions towards the use of m-learning beneficial to student learning in Thai education. In addition, this study also interests to examine the relationship between the several factors and students’ intention to use m-learning. Namely, it identifies six factors that consider for individual differences, i.e. Perceived Usefulness, Perceived Ease of Use, Network Accessibility, Quality of Content, Student Readiness, and Thai Social Influence to enhance the explanatory power of the model. Lastly, the purpose of this study is to examine if there are differences among students’ characteristics – including gender, faculty, and experience in using m-learning – towards the dominant factors and students’ intention to use m-learning. Achieving these objectives will provide adequate answer to the research question and inform the propose explication to the statement of problem. CONCEPTUAL FRAMEWORK This current study is based on the TAM theory that proposed by Davis (1989) to analyze and identify the determinants, which make student to accept m-learning. The research model illustrates the categories, organization and potential flow of the seven 9 latent constructs (i.e., Perceived Usefulness, Perceived Ease of Use, Network Accessibility, Quality of Content, Student Readiness, Thai Social Influence, and Students’ Intention to Use M-learning) and arrowed solid lines to indicate the causal relationships. Therefore, m-learning acceptance model is proposed as shown in Figure 1.1. Perceived Usefulness Perceived Ease of Use Students’ Intention to Use Mlearning Network Accessibility Quality of Content Student Readiness Thai Social Influence Figure 1.1: M-learning Acceptance Model RESEARCH OBJECTIVES AND RESEARCH QUESTIONS This study aims to identify students’ perception on the use of m-learning in Thai education, and to examine and predict the relationship between several of reasons that would determine students of Ramkhamhaeng University to accept and adopt mlearning. Therefore, the main objectives of this study are as follows: i. To investigate the extent of using the m-learning that helps to improve students’ development and quality of studying life. ii. To examine the relationship between six dominant predictors and students’ intention to use m-learning. 10 iii. To explore the differences among students’ characteristics in dominant predictors and students’ intention to use m-learning. In order to achieve the research objectives the following research questions would be asked: i. To what extent is the use of m-learning beneficial to students learning in Thai education? ii. What are the dominant predictors that determine students’ intention to use m-learning? iii. Are there differences among students’ characteristics (such as gender, faculty, and experience in using m-learning) in dominant predictors and students’ intention to use m-learning? SIGNIFICANCE OF THE STUDY The important reason for this study is there have been no extensive studies that have done on m-learning acceptance in Thailand. Therefore, this study endeavours to address these issues. It also is to contribute the body of knowledge in the fields of mlearning and technology acceptance in higher institutions of Thailand by providing information needed to academicians in Thailand. It is important and necessary to promote academically the new technology to university students in Thailand. It will help Thai academicians to understand the students’ views towards the utilization of mlearning as well as to understand the variety of factors that can influence their intention and acceptance. With information on how to use m-learning by identifying the factors as realised by the students, it is expected that the findings from this research will be applicable and helpful to individual academics in Ramkhamhaeng University and 11