Mobile learning adoption: A systematic review

Mobile learning adoption is an active area of research. This paper aims to contribute to better understanding of mobile learning adoption by providing a body of knowledge to aid researchers working in this field. The applied method is systematic review of commonly used databases based on the guidelines proposed by Kitchenham (Keele, UK, Keele University, 33(2004), 1–26, 2004). In total 39 publications were retrieved out of which 27 were relevant to our research questions. The results highlighted publication trend, adoption models used and a set of factors that influence mobile learning adoption. Based on the findings recommendations were derived for further research in this field.

[1]  I. Ajzen,et al.  Belief, Attitude, Intention, and Behavior: An Introduction to Theory and Research , 1977 .

[2]  Elaine Lawrence,et al.  Addressing the cost barriers to mobile learning in higher education , 2009, Int. J. Mob. Learn. Organisation.

[3]  Mark J. W. Lee,et al.  Pervasive, lifestyle‐integrated mobile learning for distance learners: an analysis and unexpected results from a podcasting study , 2007 .

[4]  Aaron Bere,et al.  Exploring Determinants for Mobile Learning User Acceptance and Use: An Application of UTAUT , 2014, 2014 11th International Conference on Information Technology: New Generations.

[5]  Nari Kim,et al.  Factors predicting online university students’ use of a mobile learning management system (m-LMS) , 2016, Educational Technology Research and Development.

[6]  Seema Chandhok,et al.  M-learning in distance education libraries: A case scenario of Indira Gandhi National Open University , 2011, Electron. Libr..

[7]  Marcelo Milrad,et al.  Innovation in Mobile Learning: A European Perspective , 2009, Int. J. Mob. Blended Learn..

[8]  Sunmi Seol,et al.  Use of a mobile application to promote scientific discovery learning: students' perceptions towards and practical adoption of a mobile application , 2012, SIGITE '12.

[9]  Francisco J. García-Peñalvo,et al.  Mobile learning adoption from informal into formal: an extended TAM model to measure mobile acceptance among teachers , 2014, TEEM '14.

[10]  Nomusa Dlodlo,et al.  Where learners' and teachers' perceptions on mobile learning meet: A case of Namibian secondary schools in the Khomas region , 2017 .

[11]  Dongwon Lee,et al.  On the Explanation of Factors Affecting E-Commerce Adoption , 2001, ICIS.

[12]  Yaneli Cruz Examining the Effect of Learning Styles on Mobile Learning Adoption , 2013, 2013 IEEE 13th International Conference on Advanced Learning Technologies.

[13]  Yong Liu,et al.  Understanding mobile learning adoption in higher education: An empirical investigation in the context of the mobile library , 2017, Electron. Libr..

[14]  Patient Rambe,et al.  An empirical analysis of the determinants of mobile instant messaging appropriation in university learning , 2016, J. Comput. High. Educ..

[15]  Gwo-Jen Hwang,et al.  Applications, impacts and trends of mobile technology-enhanced learning: a review of 2008-2012 publications in selected SSCI journals , 2014, Int. J. Mob. Learn. Organisation.

[16]  John Traxler,et al.  Learning in a Mobile Age , 2009, Int. J. Mob. Blended Learn..

[17]  Abdul Razak Hamdan,et al.  Exploring the Adoption of Blended Learning: Case of Mobile Learning , 2015, 2015 3rd International Conference on Artificial Intelligence, Modelling and Simulation (AIMS).

[18]  Alain Yee-Loong Chong,et al.  An empirical analysis of the adoption of m-learning in Malaysia , 2011, Int. J. Mob. Commun..

[19]  Roger McHaney,et al.  The relationship between gender and mobile technology use in collaborative learning settings: An empirical investigation , 2017, Comput. Educ..

[20]  Peter Graf,et al.  The Learnability of Mobile Application Interfaces Needs Improvement , 2008 .

[21]  M. Rizwan,et al.  An Investigation of Factors Affecting Usage and Adoption of Internet & Mobile Banking In Pakistan , 2014 .

[22]  Muhammad Bakhsh,et al.  An assessment of students' readiness towards mobile learning at AIOU, Pakistan , 2015, 2015 International Conference on Information and Communication Technologies (ICICT).

[23]  Barbara Kitchenham,et al.  Procedures for Performing Systematic Reviews , 2004 .

[24]  Asharul Islam Khan,et al.  Mobile Learning (M-Learning) adoption in the Middle East: Lessons learned from the educationally advanced countries , 2015, Telematics Informatics.

[25]  Garry Wei-Han Tan,et al.  Determinants of Mobile Learning Adoption: An Empirical Analysis , 2012, J. Comput. Inf. Syst..

[26]  Jong-Youn Rha,et al.  Understanding the role of user resistance on mobile learning usage among university students , 2017, Comput. Educ..

[27]  Gwo-Jen Hwang,et al.  Research trends in mobile and ubiquitous learning: a review of publications in selected journals from 2001 to 2010 , 2011, Br. J. Educ. Technol..

[28]  Michail N. Giannakos,et al.  Mobile learning adoption through the lens of complexity theory and fsQCA , 2017, 2017 IEEE Global Engineering Education Conference (EDUCON).

[29]  Azidah Abu Ziden,et al.  Adoption and Application of Mobile Learning in the Education Industry , 2013 .

[30]  Paul A. Fontelo,et al.  Utilization of the PICO framework to improve searching PubMed for clinical questions , 2007, BMC Medical Informatics Decis. Mak..

[31]  Sahar Karimi,et al.  Do learners' characteristics matter? An exploration of mobile-learning adoption in self-directed learning , 2016, Comput. Hum. Behav..

[32]  David Atkin,et al.  Organizational Barriers to Technology Adoption: Evidence from Soccer-Ball Producers in Pakistan , 2015, SSRN Electronic Journal.

[33]  Nasser M. Sabah Exploring students' awareness and perceptions: Influencing factors and individual differences driving m-learning adoption , 2016, Comput. Hum. Behav..

[34]  Majharul Talukder,et al.  Factors affecting the adoption of technological innovation by individual employees: An Australian study , 2012 .

[35]  Vanessa P. Dennen,et al.  Influential factors for mobile learning acceptance among Chinese users , 2016, Educational Technology Research and Development.

[36]  Hamed Taherdoost,et al.  A Review of Technology Acceptance and Adoption Models and Theories , 2023, International Journal For Multidisciplinary Research.

[37]  Peter O'Neill,et al.  Technology adoption of mobile learning: a study of podcasting , 2010, Int. J. Mob. Commun..

[38]  Elaheh Yadegaridehkordi,et al.  Success factors influencing the adoption of M-learning , 2013 .

[39]  Bruce A. Weinberg,et al.  Experience and Technology Adoption , 2004, SSRN Electronic Journal.

[40]  Jaeki Song,et al.  Investigating the role of attitude in technology acceptance from an attitude strength perspective , 2009, Int. J. Inf. Manag..

[41]  Fred D. Davis,et al.  A Theoretical Extension of the Technology Acceptance Model: Four Longitudinal Field Studies , 2000, Management Science.

[42]  Thurasamy Ramayah,et al.  Factors propelling the adoption of m-learning among students in higher education , 2016, Electronic Markets.

[43]  Francisco J. García-Peñalvo,et al.  Mobile acceptance among pre-service teachers: a descriptive study using a TAM-based model , 2015, TEEM '15.

[44]  E. Rogers,et al.  Diffusion of Innovations , 1964 .

[45]  Shengnan Han,et al.  Understanding the factors driving m‐learning adoption: a literature review , 2010 .

[46]  Mary T. Moser,et al.  Electronic reading and digital library technologies: understanding learner expectation and usage intent for mobile learning , 2014, Educational Technology Research and Development.

[47]  Hye-Gyoung Yoon,et al.  Understanding users' perceived needs and concerns toward mobile application integration in primary science education in Korea , 2015, Int. J. Mob. Learn. Organisation.