In recent years, e-learning has become pivotal in higher education sectors. Researchers are correlating novel approaches with e-learning to facilitate education. However, despite the increase in e-learning research, there is still a lack of comprehensive literature analysis of e-learning in the higher education sector. Thus, this study aims to conduct a systematic literature review of the literature on e-learning in higher education. This study classifies the selected studies according to the focus of the study, utilizes a theoretical model and framework, and research methods. Also, it presents limitations and future research directions of e-learning in the higher education sector. A systematic approach is conducted, and a total of 47 relevant articles published between the year 2011 and 2019 were selected based on the inclusion and exclusion criteria. The findings on selected studies focus on the adoption, acceptance, readiness, and user insight, as well as e-learning expansion and challenges in the higher education sector. This study also classified theoretical models and frameworks based on their usage in the pre-adoption, adoption, and post-adoption stages. The findings revealed that most of the theoretical models and frameworks were used at the post-adoption stage. Nevertheless, this study revealed that most of the current studies in this domain were conducted using a quantitative research approach. Finally, this study highlighted limitations and presented possible future research directions as a guide for further enhancement in e-learning and higher education studies.
AbboudZA (2019) The Importance of Incorporating Educational Technology in Teaching English to Iraqi Learners at the University Level. Journal of Basra Researches for Human Sciences, 44(2), 12–23.
2.
AfifiGMH (2011) E-learning as an alternative strategy for tourism higher education in Egypt. Quality Assurance in Education, 19(4), 357–374. doi:10.1108/09684881111170078
3.
AkaslanDLawE. L.-C (2011) Mesuring Teachers’ Readiness for E-learning In Higher Education Institutions associated with the Subject of Electricity in Turkey. Paper presented at the Global Engineering Education Conference (EDUCON), Amman, Jordan.
4.
AliMRazaSAQaziWPuahC.-H (2018) Assessing e-learning system in higher education institutes. Interactive Technology and Smart Education, 15(1), 59–78. doi:10.1108/itse-02-2017-0012
5.
Al-HarbiK. A.-S (2011) E-Learning in the Saudi tertiary education: Potential and challenges. Applied Computing and Informatics, 9(1), 31–46. doi:10.1016/j.aci.2010.03.002
6.
AlkhalafSDrewSAlGhamdiRAlfarrajO (2012) E-Learning System on Higher Education Institutions in KSA: Attitudes and Perceptions of Faculty Members. Procedia - Social and Behavioural Sciences, 47, 1199–1205. doi:10.1016/j.sbspro.2012.06.800
7.
AllanHTO’DriscollMSimpsonVShaweJ (2013) Teachers’ views of using e-learning for non-traditional students in higher education across three disciplines [nursing, chemistry and management] at a time of massification and increased diversity in higher education. Nurse Education Today, 33(9), 1068–1073. doi:10.1016/j.nedt.2012.04.003
8.
AlAjmiQArshahRAKamaludinASadiqASAl-SharafiMA (2017) A Conceptual Model of E-Learning based on Cloud Computing Adoption in Higher Education Institutions. Paper presented at the International Conference on Electrical and Computing Technologies and Applications (ICECTA), Ras Al Khaimah, United Arab Emirates. doi: 10.1109/ICECTA.2017.8252013
9.
Al-araibiAAMMahrinM. N. r. bYusoffRCM (2018) Technological aspect factors of E-learning readiness in higher education institutions: Delphi technique. Education and Information Technologies, 24(1), 567–590. doi:10.1007/s10639-018-9780-9
10.
Al-araibiAAMNaz’ri bin MahrinMYusoffRCMChupratSB (2018) A model for technological aspect of e-learning readiness in higher education. Education and Information Technologies, 24(2), 1395–1431. doi:10.1007/s10639-018-9837-9
11.
AlajmiQArshahRAKamaludinAAl-SharafiMA (2018) Current State of Cloud Based E-learning Adoption Results from Gulf Cooperation Council Higher Education Institutions. Paper presented at the 9th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON), Vancouver, BC, Canada.
12.
Al-FraihatDJoyMSinclairJ (2020) Evaluating E-learning systems success: An empirical study. Computers in Human Behaviour, 102, 67–86.
13.
Al-MushashaNFA (2013, May) Determinants of e-learning acceptance in higher education environment based on extended technology acceptance model. In 2013 Fourth International Conference on e-Learning’ Best Practices in Management, Design and Development of e-Courses: Standards of Excellence and Creativity" (pp. 261–266). IEEE.
14.
Al-SamarraieHTengBKAlzahraniAIAlalwanN (2017) E-learning continuance satisfaction in higher education: a unified perspective from instructors and students. Studies in Higher Education, 43(11), 2003–2019. Doi:10.1080/03075079.2017.1298088
15.
AzeiteiroUMBacelar-NicolauPCaetanoFJPCaeiroS (2015) Education for sustainable development through e-learning in higher education: experiences from Portugal. Journal of Cleaner Production, 106, 308–319. doi:10.1016/j.jclepro.2014.11.056
16.
BabieŠainBubaš (2016) A Study of Factors Influencing Higher Education Teachers Intention to Use E-learning in Hybrid Environments. Paper presented at the International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO), Opatija, Croatia.
17.
BaigMIRezaS (2014) Application of e-Learning to Computer Science Teaching at Secondary Level. International Journal of e-Education, e-Business, e-Management and e-Learning, 4(4), 301–302.
18.
BøeT (2018) E-learning technology and higher education: the impact of organizational trust. Tertiary Education and Management, 24(4), 1–15. doi:10.1080/13583883.2018.1465991
19.
BarteitSGuzekDJahnABärnighausenTJorgeMMNeuhannF (2020) Evaluation of e-learning for medical education in low- and middle-income countries: A systematic review. Computers and Education, 145. doi:10.1016/j.compedu.2019.103726
20.
ChoudhurySPattnaikS (2020) Emerging themes in e-learning: A review from the stakeholders’ perspective. Computers and Education, 144, 103657.
21.
ChowASCroxtonRA (2017) Designing a Responsive e-Learning Infrastructure: Systemic Change in Higher Education. American Journal of Distance Education, 31(1), 20–42. doi:10.1080/08923647.2017.1262733
22.
ClarkRCMayerRE (2016) E-learning and the science of instruction: Proven guidelines for consumers and designers of multimedia learning. John Wiley and Sons.
23.
CinquinPAGuittonPSauzéonH (2019) Online e-learning and cognitive disabilities: A systematic review. Computers and Education, 130, 152–167.
24.
DavisFD (1989) Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly, 13(3), 319–340.
25.
DečmanM (2015) Modeling the acceptance of e-learning in mandatory environments of higher education: The influence of previous education and gender. Computers in Human Behaviour, 49, 272–281. doi:10.1016/j.chb.2015.03.022
26.
El-SeoudSAGhengheshPSeddiekNNosseirATaj-EddinI. A. T. FEl-KhoulyMM (2013) E-Learning and Motivation Effects on Egyptian Higher Education. Paper presented at the International Conference on Interactive Collaborative Learning (ICL), Kazan, Russia, (pp. 689–695). IEEE. doi:10.1109/ICL.2013.6644685
27.
FlaviánCLongásLLozanoJ (2011) E-learning and market orientation in higher education. Education and Information Technologies, 18(1), 69–83. doi:10.1007/s10639011-9176-6
28.
FridrichováR (2015) E-learning in French Language Teaching in Higher Education in the Czech Republic. Procedia - Social and Behavioural Sciences, 174, 2727–2732. doi:10.1016/j.sbspro.2015.01.959
29.
GeorgeGLalAM (2019) Review of ontology-based recommender systems in e-learning. Computers and Education, 142. doi:10.1016/j.compedu.2019.103642
30.
GiddensA1984. The Constitution of Society: Outline of the Theory of Structuration. Berkeley: University of California Press.
31.
Gonza´lezC. (2012) The relationship between approaches to teaching, approaches to e-teaching perceptions of the teaching situation in relation to e-learning among higher education teachers. Instructional Science, 40(6), 975–998
32.
GopalakrishnanSDamanpourF (1997) A review of innovation research in economics, sociology and technology management. Omega, 25(1), 15–28.
33.
HameedMACounsellSSwiftS (2012) A conceptual model for the process of IT innovation adoption in organizations. Journal of Engineering and Technology Management, 29(3), 358–390.
34.
HanafizadehPKhodabakhshiMHanafizadehMR (2011) Recommendations for Promoting E-learning in Higher Education Institutions: A Case Study of Iran. Higher Education Policy, 24(1), 103–126. doi:10.1057/hep.2010.27
35.
HerathCPThelijjagodaSGunarathneWKTM (2015) Stakeholders’ Psychological Factors Affecting e-Learning Readiness in Higher Education Community in Sri Lanka. Paper presented at the International Conference on Ubi-Media Computing (UMEDIA), Colombo, Sri Lanka.
36.
ImaniMMontazerGA (2019) A survey of emotion recognition methods with emphasis on E-Learning environments. Journal of Network and Computer Applications, 147, 102423.
37.
KanwalFRehmanM (2017) Factors Affecting E-Learning Adoption in Developing Countries–Empirical Evidence From Pakistan’s Higher Education Sector. IEEE Access, 5, 10968–10978. doi:10.1109/access.2017.2714379
38.
KhlaisangJLikhitdamrongkiatM (2015) E-learning System in Blended Learning Environment to Enhance Cognitive Skills for Learners in Higher Education. Procedia - Social and Behavioural Sciences, 174, 759–767. doi:10.1016/j.sbspro.2015.01.612
39.
KigunduS (2014) Engaging e-Learning in Higher Education: Issues and Challenges. International Journal of Educational Sciences, 6(1), 125–132. doi:10.1080/09751122.2014.11890125
40.
KimSRazaMSeidmanE (2019) Improving 21st-century teaching skills: The key to effective 21st-century learners. Research in Comparative and International Education, 14(1), 99–117.
41.
KitchenhamBChartersS (2007) Guidelines for performing systematic literature reviews in software engineering version 2.3. Engineering, 45(4), 13–65.
42.
LaraJALizcanoDMartínezMAPazosJRieraT (2014) A system for knowledge discovery in e-learning environments within the European Higher Education Area – Application to student data from Open University of Madrid, UDIMA. Computers and Education, 72, 23–36. doi:10.1016/j.compedu.2013.10.009
43.
LeeYHHsiehYCHsuCN (2011) Adding innovation diffusion theory to the technology acceptance model: Supporting employees’ intentions to use e-learning systems. Journal of Educational Technology and Society, 14(4), 124–137.
44.
MajidHAMajidMAIbrahimMIMananW. N. S. WRamliMR (2015) Investigation of Security Awareness on e-Learning System Among Lecturers and Students in Higher Education Institution. Paper presented at the International Conference on Computer, Communications, and Control Technology, Kuching, Malaysia.
45.
Martínez-CaroECegarra-NavarroJGCepeda-CarriónG (2014) An application of the performance-evaluation model for e-learning quality in higher education. Total Quality Management and Business Excellence, 26(6), 632–647. doi:10.1080/14783363.2013.867607
46.
MartinsJTBaptista NunesM (2016) Academics’ e-learning adoption in higher education institutions: a matter of trust. The Learning Organization, 23(5), 299–331. doi:10.1108/tlo-05-2015-0034
47.
McDonaldEWBoultonJLDavisJL (2018) E-learning and nursing assessment skills and knowledge - An integrative review. Nurse Education Today, 66, 166–174. doi:10.1016/j.nedt.2018.03.011
48.
MinnaarA (2011) Student support in e-learning courses in higher education – insights from a metasynthesis “A pedagogy of panic attacks”. Africa Education Review, 8(3), 483–503. doi:10.1080/18146627.2011.618664
49.
MirabolghasemiMChoshalySHIahadNA (2019) Using the HOT-fit model to predict the determinants of E-learning readiness in higher education: a developing Country’s perspective. Education and Information Technologies. 24(6), 3555–3576. doi:10.1007/s10639019-09945-9
50.
MustafaA (2018) The personalization of e-learning systems with the contrast of strategic knowledge and learner’s learning preferences: An investigatory analysis. Applied Computing and Informatics. doi:10.1016/j.aci.2018.08.001
51.
NikolićVPetkovićDDenićNMilovančevićMGavrilovićS (2019) Appraisal and review of e-learning and ICT systems in teaching process. Physica A: Statistical Mechanics and its Applications, 513, 456–464.
52.
NilsenP (2015) Making sense of implementation theories, models and frameworks. Implementation Science, 10(1), 53.
53.
NoesgaardSSØrngreenR (2015) The Effectiveness of E-Learning: An Explorative and Integrative Review of the Definitions, Methodologies and Factors That Promote e-learning Effectiveness. Electronic Journal of E-learning, 13(4), 278–290.
54.
OproiuGC (2015) A Study about Using E-learning Platform (Moodle) in University Teaching Process. Procedia - Social and Behavioural Sciences, 180, 426–432. doi:10.1016/j.sbspro.2015.02.140
55.
OrnellasAMuñoz CarrilPC (2014) A methodological approach to support collaborative media creation in an e-learning higher education context. Open Learning: The Journal of Open, Distance and e-Learning, 29(1), 59–71. doi:10.1080/02680513.2014.906916
56.
ÖzyurtÖÖzyurtH (2015) Learning style based individualized adaptive e-learning environments: Content analysis of the articles published from 2005 to 2014. Computers in Human Behaviour, 52, 349–358. doi:10.1016/j.chb.2015.06.020
57.
ParkCKimD.-gChoSHanH.-J (2019) Adoption of multimedia technology for learning and gender difference. Computers in Human Behaviour, 92, 288–296. doi:10.1016/j.chb.2018.11.029
58.
PatelNMKadyamatimbaAMadzvamuseS (2018) E-learning adoption in rural-based higher education institutions in South Africa. Paper presented at the Open Innovations Conference (OI), Johannesburg, South Africa.
59.
PavelA.-PFruthANeacsuM.-N (2015) ICT and E-Learning – Catalysts for Innovation and Quality in Higher Education. Procedia Economics and Finance, 23, 704–711. doi:10.1016/s2212-5671(15)00409-8
60.
RajakANPg Abu BakarDNNLajimNDAHaji KamarulzamanN. H. S. aHaji KarimSNFAlmunawarMN (2018) E-learning services acceptance in higher educational institutes: A case study in Brunei. Education and Information Technologies, 23(6), 2341–2361. doi:10.1007/s10639-018-9720-8
61.
Renda dos SantosLMOkazakiS (2015) Planned e-learning adoption and occupational socialization in Brazilian higher education. Studies in Higher Education, 41(11), 19741994. doi:10.1080/03075079.2015.1007940
62.
RodriguesMWIsotaniSZárateLE (2018) Educational Data Mining: A review of evaluation process in the e-learning. Telematics and Informatics, 35(6), 1701–1717. doi:10.1016/j.tele.2018.04.015
63.
RodriguesHAlmeidaFFigueiredoVLopesSL (2019) Tracking e-learning through published papers: A systematic review. Computers and Education, 136, 87–98. doi:10.1016/j.compedu.2019.03.007
64.
RogersEM (2002) Diffusion of preventive innovations. Addictive Behaviours, 27(6), 989–993.
65.
RohayaniAHHKurniabudi, and Sharipuddin. (2015) A Literature Review: Readiness Factors to Measuring e-Learning Readiness in Higher Education. Procedia Computer Science, 59, 230–234. doi:10.1016/j.procs.2015.07.564
66.
SaekowASamsonD (2011) A Study of E-learning Readiness of Thailand’s Higher Education Comparing to the United States of America Case. Paper presented at the International Conference on Computer Research and Development, Shanghai, China.
67.
Sáiz-ManzanaresMCGarcía OsorioCIDíez-PastorJFMartín AntónLJ (2019) Will personalized e-Learning increase deep learning in higher education?Information Discovery and Delivery, 47(1), 53–63. doi:10.1108/idd-08-2018-0039
68.
SimoABarbulescuCKilyeniS (2015) Current Practices in E-learning: A Case Study for Electrical Power Engineering in Higher Education. Procedia - Social and Behavioural Sciences, 191, 605–610. doi:10.1016/j.sbspro.2015.04.342
69.
SinghGHardakerG (2017) Change levers for unifying top-down and bottom-up approaches to the adoption and diffusion of e-learning in higher education. Teaching in Higher Education, 22(6), 736–748. doi:10.1080/13562517.2017.1289508
70.
SuttonRobert IStawBarry M. (1995) What theory is not. Administrative Science Quarterly, 40, 371–384.
71.
TaherdoostH (2018) A review of technology acceptance and adoption models and theories. Procedia Manufacturing, 22, 960–967.
72.
TawafakRMRomliABTAlsinaniM (2018) E-learning system of UCOM for improving student assessment feedback in Oman higher education. Education and Information Technologies, 24(2), 1311–1335. doi:10.1007/s10639-018-9833-0
73.
ThowfeekMHJaafarA (2012) The Outlook of the UGC on the Implementation of e-learning System at the Higher Educational Institutions in Sri Lanka. Procedia - Social and Behavioural Sciences, 65, 620–625. doi:10.1016/j.sbspro.2012.11.174
74.
TorresA. L. M. O. C (2011) Understanding and Intervening in E-learning in Higher Education Institution. Procedia - Social and Behavioural Sciences, 15, 756–760. doi:10.1016/j.sbspro.2011.03.178
75.
UrhMVukovicGJerebEPintarR (2015) The Model for Introduction of Gamification into E-learning in Higher Education. Procedia - Social and Behavioural Sciences, 197, 388–397. doi:10.1016/j.sbspro.2015.07.154
76.
VenkateshVMorrisMGDavisGBDavisFD (2003) User acceptance of information technology: Toward a unified view. MIS Quarterly, 27(3), 425–478.
77.
YadegaridehkordiENoorN. F. B. MAyubMNBAffalHBHussinNB (2019) Affective computing in education: A systematic review and future research. Computers and Education, 142, 103649.
