Integrated Mobile Learning Education Supply Chain Management for Higher Learning Institution

Main Article Content

Mashiour Rahman
Rosshairy Abd. Rahman
Md. Mamun Habib


The mobile devices are used to execute the teaching-learning-evaluation process in Mobile Learning (m-learning) methodology. M-learning is a trending field in educational organizations, companies, and for individual study. With the explosion of mobile device ownership among the users aged within 18–29 years who are also the attendees of the higher learning institution (HLI), gives us the opportunity to consider the use of m-learning methodology to be embedded in the HLI beside traditional methodologies. Exceptional circumstances such as the COVID-19 pandemic when traditional face-to-face methodology suddenly changed to online paradigm, is also forcing us to strongly consider the m-learning approach. However, HLI may not have a general policy to implement m-learning into the traditional learning environment. A proper educational outcome needs to be configured to implement a new process into the traditional process. Therefore, a model integrating the m-learning aspects and the education supply chain management factors obtained from this study may benefit the stakeholders of HLI, especially educators and students.

Article Details

How to Cite
RahmanM., RahmanR. A., and HabibM. M., “Integrated Mobile Learning Education Supply Chain Management for Higher Learning Institution”, AJSE, vol. 20, no. 4, pp. 166 - 175, Dec. 2021.



[1] M. Almarwani, “E3-Electronic Education for English: Developing mobile learning and teaching in Saudi Arabia.‏,” in 8th annual International Conference on Education and New Learning Technologies (EDULEARN16), 2016, no. July, [Online]. Available: AlMarwaniManal-Education-July 2016.pdf.
[2] H. Crompton and D. Burke, “The use of mobile learning in higher education: A systematic review,” Comput. Educ., vol. 123, no. April, pp. 53–64, 2018, doi: 10.1016/j.compedu.2018.04.007.
[3] M. Á. Conde, F. J. García-Peñalvo, M. J. Rodríguez-Conde, M. Alier, M. J. Casany, and J. Piguillem, “An evolving Learning Management System for new educational environments using 2.0 tools,” Interact. Learn. Environ., vol. 22, no. 2, pp. 188–204, 2014, doi: 10.1080/10494820.2012.745433.
[4] M. Al-Emran, I. Arpaci, and S. A. Salloum, “An empirical examination of continuous intention to use m-learning: An integrated model,” Educ. Inf. Technol., vol. 25, no. 4, pp. 2899–2918, 2020, doi: 10.1007/s10639-019-10094-2.
[6] D. A. Sitar-Tăut, “Mobile learning acceptance in social distancing during the COVID-19 outbreak: The mediation effect of hedonic motivation,” Hum. Behav. Emerg. Technol., vol. 3, no. 3, pp. 366–378, 2021, doi: 10.1002/hbe2.261.
[7] J. M. Romero-Rodriguez, I. Aznar-Diaz, F. J. Hinojo-Lucena, and G. Gomez-Garcia, “Mobile Learning in Higher Education: Structural Equation Model for Good Teaching Practices,” IEEE Access, vol. 8, pp. 91761–91769, 2020, doi: 10.1109/ACCESS.2020.2994967.
[8] D. Garbett and A. Ovens, “Being Self-Study Researchers in a Digital World: An Introduction.,” in Being Self-Study Researchers in a Digital World, Self-Study of Teaching and Teacher Education Practices, Vol 16., Springer, Cham, 2017.
[9] A. Chavoshi and H. Hamidi, “Social, individual, technological and pedagogical factors influencing mobile learning acceptance in higher education: A case from Iran,” Telemat. Informatics, vol. 38, pp. 133–165, 2019, doi: 10.1016/j.tele.2018.09.007.
[10] D. Keegan, “The future of learning: From eLearning to mLearning,” Germany:, 2003. Accessed: Jan. 03, 2019. [Online]. Available:
[11] H. R. Abachi and G. Muhammad, “The impact of m-learning technology on students and educators,” Comput. Human Behav., vol. 30, pp. 491–496, Jan. 2014, doi: 10.1016/J.CHB.2013.06.018.
[12] M. Habib and C. Jungthirapanich, “An empirical study of educational supply chain management for the Universities,” Proc. 2010 Int. Conf. Ind. Eng. Oper. Manag., pp. 292–298, 2010.
[13] A. K. W. Lau, “Educational supply chain management: A case study,” Horiz., vol. 15, no. 1, pp. 15–27, 2007, doi: 10.1108/10748120710735239.
[14] E. M. O’Brien and K. R. Deans, “Educational supply chain: a tool for strategic planning in tertiary education?,” Mark. Intell. Plan., vol. 14, no. 2, pp. 33–40, Apr. 1996, doi: 10.1108/02634509610110787.
[15] A. K. M. Hye and M. H. Zaman, “Comparative Analysis of Supply Chain Management for Universities through ITESCM Model,” pp. 1904–1913, 2014.
[16] M. Habib and B. B. Pathik, “Redesign Itescm,” vol. 1, no. 1, pp. 12–26, 2012.
[17] O.-U. Safiya, K. Ardzejewska, and A. Imran, “A Systematic Review of Mobile Learning Adoption in Higher Education : the African Perspective,” i-managers J. Mob. Appl. Technol., vol. 4, no. 2, p. 2017, 2015.
[18] R. Kaliisa, E. Palmer, and J. Miller, “Mobile learning in higher education: A comparative analysis of developed and developing country contexts,” Br. J. Educ. Technol., vol. 50, no. 2, pp. 546–561, 2019, doi: 10.1111/bjet.12583.
[19] UNESCO, “UNESCO Mobile Learning Week Report,” Paris, 2011. Accessed: Dec. 27, 2018. [Online]. Available: MLW report final 19jan.pdf.
[20] B. B. Pathik and M. M. Habib, “Enhancing supply chain management for the universities: ITESCM model perspective,” Int. J. Supply Chain Manag., vol. 1, no. 2, pp. 11–25, 2012.
[21] M. S. Mohamed Ally, Ed., “Guidelines for Design & Implementation of mLearning,” in Revolutionizing modern education through meaningful e-learning implementation, McWeadon Education, USA, 2016, pp. 161–176.
[23] F. Ferreira et al., “Protege: A Mobile Health Application for the Elder-caregiver Monitoring Paradigm,” Procedia Technol., vol. 9, pp. 1361–1371, 2013, doi: 10.1016/j.protcy.2013.12.153.
[24] F. Khaddage and J. H. Cosío, “Trends and Barriers on the Fusion of Mobile Apps in Higher Education Where to Next and How?,” in (SITE-2014) Society for Information Technology & Teacher Education International Conference, Mar. 2014, vol. 2014, no. 1, pp. 903–909, doi: 10.13140/RG.2.1.3867.8168.
[25] F. Khaddage, R. Christensen, W. Lai, G. Knezek, C. Norris, and E. Soloway, “A model driven framework to address challenges in a mobile learning environment,” Educ. Inf. Technol., vol. 20, no. 4, pp. 625–640, 2015, doi: 10.1007/s10639-015-9400-x.
[26] F. Ozdamli and N. Cavus, “Basic elements and characteristics of mobile learning,” Procedia-Social Behav. Sci., vol. 28, pp. 937–942, 2011, doi: 10.1016/j.sbspro.2011.11.173.
[27] P. Zervas, S. E. G. Ardila, R. Fabregat, and D. G. Sampson, “Tools for context-aware learning design and mobile delivery,” in Proceedings of the 2011 11th IEEE International Conference on Advanced Learning Technologies, ICALT 2011, 2011, pp. 534–535, doi: 10.1109/ICALT.2011.164.
[28] M. Kearney, S. Schuck, K. Burden, and P. Aubusson, “Viewing mobile learning from a pedagogical perspective,” Res. Learn. Technol., vol. 20, no. 1, pp. 1–17, 2012, doi: 10.3402/rlt.v20i0/14406.
[29] H. Norman, “Mobile Learning in Higher Education in the Asia-Pacific Region,” vol. 40, no. July, 2017, doi: 10.1007/978-981-10-4944-6.
[30] T.-T. Goh, B.-C. Seet, and N.-S. Chen, “The impact of persuasive SMS on students’ self-regulated learning,” Br. J. Educ. Technol., vol. 43, no. 4, pp. 624–640, Jul. 2012, doi: 10.1111/j.1467-8535.2011.01236.x.
[31] Å. Grönlund and Y. M. Islam, “A mobile e-learning environment for developing countries: The Bangladesh Virtual Interactive Classroom,” Inf. Technol. Dev., vol. 16, no. 4, pp. 244–259, 2010, doi: 10.1080/02681101003746490.
[32] A. Hayati, A. Jalilifar, and A. Mashhadi, “Using Short Message Service (SMS) to teach English idioms to EFL students,” Br. J. Educ. Technol., vol. 44, no. 1, pp. 66–81, 2013, doi: 10.1111/j.1467-8535.2011.01260.x.
[33] T. Elias, “Universal instructional design principles for mobile learning,” Int. Rev. Res. Open Distrib. Learn., vol. 12, no. 2, pp. 143–156, Feb. 2011, doi: 10.19173/irrodl.v12i2.965.
[34] Y. Liu, H. Li, and C. Carlsson, “Factors driving the adoption of m-learning: An empirical study,” Comput. Educ., vol. 55, no. 3, pp. 1211–1219, Nov. 2010, doi: 10.1016/j.compedu.2010.05.018.
[35] J. C. Sánchez-Prieto, S. Olmos-Migueláñez, and F. J. García-Peñalvo, “Informal tools in formal contexts: Development of a model to assess the acceptance of mobile technologies among teachers,” Comput. Human Behav., vol. 55, pp. 519–528, 2016, doi: 10.1016/j.chb.2015.07.002.
[36] R. Reis, P. Escudeiro, and N. Escudeiro, “Educational resources for mobile wireless devices: A case study,” Proc. 2012 17th IEEE Int. Conf. Wireless, Mob. Ubiquitous Technol. Educ. WMUTE 2012, pp. 264–267, 2012, doi: 10.1109/WMUTE.2012.64.
[37] T. H. Laine, C. A. I. Sedano, M. Joy, and E. Sutinen, “Critical factors for technology integration in game-based pervasive learning spaces,” IEEE Trans. Learn. Technol., vol. 3, no. 4, pp. 294–306, 2010, doi: 10.1109/TLT.2010.16.
[38] L. A. Mills, G. Knezek, and F. Khaddage, “Information Seeking, Information Sharing, and going mobile: Three bridges to informal learning,” Comput. Human Behav., vol. 32, pp. 324–334, 2014, doi: 10.1016/j.chb.2013.08.008.
[39] M. Sarrab, M. Elbasir, and S. Alnaeli, “Towards a quality model of technical aspects for mobile learning services: An empirical investigation,” Comput. Human Behav., vol. 55, pp. 100–112, 2016, doi: 10.1016/j.chb.2015.09.003.
[40] I. Milošević, D. Živković, D. Manasijević, and D. Nikolić, “The effects of the intended behavior of students in the use of M-learning,” Comput. Human Behav., vol. 51, no. PA, pp. 207–215, 2015, doi: 10.1016/j.chb.2015.04.041.
[41] L. Johnson, B. S. Adams, V. Estrada, and A. Freeman, 2016 NMC Higher Education Horizon Report. 2014.
[42] A. Tugrul Korucu and A. Alkan, “Differences between m-learning (mobile learning) and e-learning, basic terminology and usage of m-learning in education,” Procedia - Soc. Behav. Sci., vol. 15, pp. 1925–1930, 2011, doi: 10.1016/j.sbspro.2011.04.029.
[43] S. M. Land and H. T. Zimmerman, “Socio-technical dimensions of an outdoor mobile learning environment: a three-phase design-based research investigation,” Educ. Technol. Res. Dev., vol. 63, no. 2, pp. 229–255, 2015, doi: 10.1007/s11423-015-9369-6.
[44] P. Yu-mei, Z. Xue-jun, and L. Li, “Learning Can Happen Anytime and Anywhere: The Application of M-learning in Medical Education,” in 2010 Second International Workshop on Education Technology and Computer Science, 2010, pp. 508–511, doi: 10.1109/ETCS.2010.114.
[45] N. Gedik, A. Hanci-Karademirci, E. Kursun, and K. Cagiltay, “Key instructional design issues in a cellular phone-based mobile learning project,” Comput. Educ., vol. 58, no. 4, pp. 1149–1159, 2012, doi: 10.1016/j.compedu.2011.12.002.
[46] N. M. Sabah, “Exploring students’ awareness and perceptions: Influencing factors and individual differences driving m-learning adoption,” Comput. Human Behav., vol. 65, pp. 522–533, 2016, doi: 10.1016/j.chb.2016.09.009.
[47] A. Shih-hsien Yang, “EXPLORING COLLEGE STUDENTS’ ATTITUDES AND SELF-EFFICACY OF MOBILE LEARNING,” 2012. Accessed: Dec. 26, 2018. [Online]. Available:
[48] J. Alden, “ACCOMMODATING MOBILE LEARNING IN COLLEGE PROGRAMS,” J. Asynchronous Learn. Networks, vol. 17, no. 1, pp. 109–122, 2013, Accessed: Dec. 26, 2018. [Online]. Available:
[49] N. Vaughan and K. Lawrence, “­ Investigating the Role of Mobile Devices in a Blended Pre-Service Teacher Education Program,” Can. J. High. Educ., vol. 43, no. 3, pp. 56–78, 2013, doi: 10.4018/978-1-4666-6343-5.ch006.
[50] M. Aresta, L. Pedro, and C. Santos, “MOBILE LEARNING AND HIGHER EDUCATION: A THEORETICAL OVERVIEW,” J. Mob. Multimed., vol. 1, no. 2, pp. 147–156, 2015, Accessed: Dec. 24, 2018. [Online]. Available:
[51] K.-W. Lai, F. Khaddage, and G. Knezek, “Blending student technology experiences in formal and informal learning,” J. Comput. Assist. Learn., vol. 29, no. 5, pp. 414–425, Oct. 2013, doi: 10.1111/jcal.12030.
[52] J. Cheon, S. Lee, S. M. Crooks, and J. Song, “An investigation of mobile learning readiness in higher education based on the theory of planned behavior,” Comput. Educ., vol. 59, no. 3, pp. 1054–1064, 2012, doi: 10.1016/j.compedu.2012.04.015.
[53] E. A. Beckmann, “Learners on the move: Mobile modalities in development studies,” Distance Educ., vol. 31, no. 2, pp. 159–173, 2010, doi: 10.1080/01587919.2010.498081.
[54] H.-R. Chen and H.-L. Huang, “User Acceptance of Mobile Knowledge Management Learning System: Design and Analysis.,” Educ. Technol. Soc., vol. 13, no. 3, pp. 70–77, 2010, doi: 10.2307/jeductechsoci.13.3.70.
[55] E. VÁZQUEZ-CANO, “Mobile Distance Learning with Smartphones and Apps in Higher Education,” Educ. Sci. Theory Pract., vol. 14, no. 4, pp. 1505–1520, 2014, doi: 10.12738/estp.2014.4.2012.
[56] A. Z. Saccol, J. L. V. Barbosa, E. Schlemmer, and N. Reinhard, “Mobile Learning in Organizations,” Int. J. Inf. Commun. Technol. Educ., vol. 7, no. 3, pp. 11–24, 2011, doi: 10.4018/jicte.2011070102.
[57] B. J. Fraser, K. G. Tobin, and C. J. McRobbie, “Classroom Learning Environments: Retrospect, Context and Prospect,” in Second International Handbook of Science Education, Springer I., Springer Science+Business Media B.V. 2012, 2012, pp. 1191–1239.
[58] N. F. D. Filho and E. F. Barbosa, “A requirements catalog for mobile learning environments,” in 28th Annual ACM Symposium on Applied Computing - SAC ’13, 2013, pp. 1266–1271, doi: 10.1145/2480362.2480599.
[59] G.-J. Hwang and H.-F. Chang, “A formative assessment-based mobile learning approach to improving the learning attitudes and achievements of students,” Comput. Educ., vol. 56, no. 4, pp. 1023–1031, May 2011, doi: 10.1016/J.COMPEDU.2010.12.002.
[60] D. Laurillard, Teaching as a Design Science. Routledge, 2013.
[61] B. Fraser, “Classroom Learning Environments,” in Encyclopedia of Science Education, R. Gunstone, Ed. Dordrecht: Springer Science+Business Media Dordrecht 2015, 2015, pp. 154–157.
[62] A. Kukulska-Hulme, “Mobile usability in educational contexts: What have we learnt?,” Int. Rev. Res. Open Distance Learn., vol. 8, no. 2, 2007, doi: 10.19173/irrodl.v8i2.356.
[63] B. Patten, I. A. Sánchez, and B. Tangney, “Designing collaborative, constructionist and contextual applications for handheld devices,” Comput. Educ., vol. 46, no. 3, pp. 294–308, 2006, doi: 10.1016/j.compedu.2005.11.011.
[64] A. A. Economides, “Requirements of mobile learning applications,” 2008. Accessed: Dec. 25, 2018. [Online]. Available: of mobile learning applications2.pdf.
[65] P. Pocatilu and C. Boja, “Quality Characteristics and Metrics Related To M-Learning Process,” Amfiteatru Econ., vol. 11, no. 26, pp. 346–354, 2009, doi: 10.1016/j.saa.2015.06.088.
[66] H. Jenkins, K. Clinton, R. Purushotma, A. J. Robison, and M. Weigel, Confronting the Challenges of Participatory Culture: Media Education for the 21 st Century. MacArthur Foundation, 2006.
[67] C. Crook, “The ‘digital native’ in context: tensions associated with importing Web 2.0 practices into the school setting,” Oxford Rev. Educ., vol. 38, no. 1, pp. 63–80, Feb. 2012, doi: 10.1080/03054985.2011.577946.
[68] T. D. Cochrane, “Exploring mobile learning success factors,” ALT-JResearch Learn. Technol., vol. 18, no. 2, pp. 133–148, Jul. 2010, doi: 10.1080/09687769.2010.494718.

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