{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,17]],"date-time":"2026-03-17T22:53:16Z","timestamp":1773787996445,"version":"3.50.1"},"reference-count":253,"publisher":"MDPI AG","issue":"19","license":[{"start":{"date-parts":[[2020,9,23]],"date-time":"2020-09-23T00:00:00Z","timestamp":1600819200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100004530","name":"Universiti Putra Malaysia","doi-asserted-by":"publisher","award":["9001103"],"award-info":[{"award-number":["9001103"]}],"id":[{"id":"10.13039\/501100004530","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Applied Sciences"],"abstract":"<jats:p>Resource optimization is a key concern for Higher Education Institutions (HEIs). Cloud Computing, as the recent generation in computing technology of the fourth industrial revolution, has emerged as the main standard of service and resource delivery. As cloud computing has grown into a mature technology and is being rapidly adopted in many HEIs across the world, retaining customers of this innovative technology has become a challenge to the cloud service providers. Current research trends on cloud computing have sought to study the acceptance or adoption of technology; however, little research has been devoted to the continuance use in an organizational setting. To address this gap, this study aims to investigate the antecedents of cloud computing continuance use in HEIs. Hence, drawing on the prior literature in organizational-level continuance, this research established a conceptual model that extends and contextualizes the IS continuance model through the lens of the TOE framework (i.e., technological, organizational, and environmental influences). The results of a pilot study, conducted through a survey with information and communications technology (ICT) decision makers, and based on the proposed conceptual model, indicate that the instrument is both reliable and valid, and so point the way towards further research. The paper closes with a discussion of the research limitations, contribution, and future directions.<\/jats:p>","DOI":"10.3390\/app10196628","type":"journal-article","created":{"date-parts":[[2020,9,23]],"date-time":"2020-09-23T09:28:08Z","timestamp":1600853288000},"page":"6628","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":23,"title":["Continuance Use of Cloud Computing in Higher Education Institutions: A Conceptual Model"],"prefix":"10.3390","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5507-554X","authenticated-orcid":false,"given":"Yousef A. M.","family":"Qasem","sequence":"first","affiliation":[{"name":"Department of Software Engineering and Information System, Faculty of Computer Science and Information Technology, Universiti Putra Malaysia, Serdang 43400, Malaysia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3044-2614","authenticated-orcid":false,"given":"Rusli","family":"Abdullah","sequence":"additional","affiliation":[{"name":"Department of Software Engineering and Information System, Faculty of Computer Science and Information Technology, Universiti Putra Malaysia, Serdang 43400, Malaysia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7767-5001","authenticated-orcid":false,"given":"Yusmadi","family":"Yaha","sequence":"additional","affiliation":[{"name":"Department of Software Engineering and Information System, Faculty of Computer Science and Information Technology, Universiti Putra Malaysia, Serdang 43400, Malaysia"}]},{"given":"Rodziah","family":"Atana","sequence":"additional","affiliation":[{"name":"Department of Software Engineering and Information System, Faculty of Computer Science and Information Technology, Universiti Putra Malaysia, Serdang 43400, Malaysia"}]}],"member":"1968","published-online":{"date-parts":[[2020,9,23]]},"reference":[{"key":"ref_1","unstructured":"Alexander, B. (2008). Social networking in higher education. The Tower and the Cloud, EDUCAUSE."},{"key":"ref_2","unstructured":"Katz, N. (2008). The Tower and the Cloud: Higher Education in the Age of Cloud Computing, EDUCAUSE."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1016\/j.ijinfomgt.2009.09.004","article-title":"Cloud computing for education: A new dawn?","volume":"30","author":"Sultan","year":"2010","journal-title":"Int. J. Inf. Manag."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"653","DOI":"10.1016\/j.im.2014.05.006","article-title":"Market perception on cloud computing initiatives in organizations: An extended resource-based view","volume":"51","author":"Son","year":"2014","journal-title":"Inf. Manag."},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Salim, S.A., Sedera, D., Sawang, S., Alarifi, A.H.E., and Atapattu, M. (2015). Moving from Evaluation to Trial: How do SMEs Start Adopting Cloud ERP?. Australas. J. Inf. Syst., 19.","DOI":"10.3127\/ajis.v19i0.1030"},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Mell, P., and Grance, T. (2011). The NIST Definition of Cloud Computing, U.S. Department of Commerce, National Institute of Standards and Technology.","DOI":"10.6028\/NIST.SP.800-145"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"132","DOI":"10.1016\/j.compedu.2014.08.017","article-title":"Cloud computing and education: A state-of-the-art survey","volume":"80","year":"2015","journal-title":"Comput. Educ."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"63722","DOI":"10.1109\/ACCESS.2019.2916234","article-title":"Cloud Computing Adoption in Higher Education Institutions: A Systematic Review","volume":"7","author":"Qasem","year":"2019","journal-title":"IEEE Access"},{"key":"ref_9","first-page":"24","article-title":"The new cloud computing paradigm: The way to IT seen as a utility","volume":"6","year":"2012","journal-title":"Lat. Am. Caribb. J. Eng. Educ."},{"key":"ref_10","unstructured":"IDC (2020, July 28). IDC Forecasts Worldwide Public Cloud Services Spending. Available online: https:\/\/www.idc.com\/getdoc.jsp?containerId=prUS44891519."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"474","DOI":"10.1016\/j.ijinfomgt.2014.04.006","article-title":"Examining cloud computing adoption intention, pricing mechanism, and deployment model","volume":"34","author":"Hsu","year":"2014","journal-title":"Int. J. Inf. Manag."},{"key":"ref_12","unstructured":"Dubey, A., and Wagle, D. (The McKinsey Quarterly, 2007). Delivering Software as a Service, The McKinsey Quarterly."},{"key":"ref_13","first-page":"4","article-title":"Should We Stay, or Should We Go? Analyzing Continuance of Cloud Enterprise Systems","volume":"19","author":"Walther","year":"2018","journal-title":"J. Inf. Technol. Theory Appl."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Qasem, Y.A., Abdullah, R., Jusoh, Y.Y., and Atan, R. (2020, January 10\u201314). Conceptualizing a model for Continuance Use of Cloud Computing in Higher Education Institutions. Proceedings of the AMCIS 2020 TREOs, Salt Lake City, UT, USA.","DOI":"10.3390\/app10196628"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"573","DOI":"10.2307\/23042797","article-title":"An exploration of organizational level information systems discontinuance intentions","volume":"35","author":"Furneaux","year":"2011","journal-title":"MIS Q."},{"key":"ref_16","unstructured":"Long, K. (2004). Unit of Analysis. Encyclopedia of Social Science Research Methods, SAGE Publications, Inc."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1108\/10878571211242920","article-title":"How cloud computing enables process and business model innovation","volume":"40","author":"Berman","year":"2012","journal-title":"Strategy Leadersh."},{"key":"ref_18","unstructured":"Stahl, E., Duijvestijn, L., Fernandes, A., Isom, P., Jewell, D., Jowett, M., and Stockslager, T. (2012). Performance Implications of Cloud Computing, Red Paper."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"93","DOI":"10.24846\/v19i1y201010","article-title":"Using virtual reality for developing design communication","volume":"19","author":"Thorsteinsson","year":"2010","journal-title":"Stud. Inform. Control"},{"key":"ref_20","unstructured":"Pocatilu, P., Alecu, F., and Vetrici, M. (2009, January 7\u20139). Using cloud computing for E-learning systems. Proceedings of the 8th WSEAS International Conference on Data networks, Communications, Computers, Baltimore, MD, USA."},{"key":"ref_21","first-page":"111","article-title":"Massive centralized cloud computing (MCCC) exploration in higher education","volume":"3","author":"Sasikala","year":"2011","journal-title":"Adv. Comput. Sci. Technol."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"282","DOI":"10.1016\/j.future.2013.08.004","article-title":"Informal learning recognition through a cloud ecosystem","volume":"32","author":"Johnson","year":"2014","journal-title":"Future Gener. Comput. Syst."},{"key":"ref_23","doi-asserted-by":"crossref","unstructured":"Murgante, B., Misra, S., Rocha, A., Torre, C., Rocha, J.G., Falcao, M.I., Taniar, D., Apduhan, B.O., and Gervasi, O. (2014). Acceptance and Use of E-Learning Based on Cloud Computing: The Role of Consumer Innovativeness. Computational Science and Its Applications\u2014Iccsa 2014, Springer. Pt, V.","DOI":"10.1007\/978-3-319-09144-0"},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Pinheiro, P., Aparicio, M., and Costa, C. (2014, January 16). Adoption of cloud computing systems. Proceedings of the International Conference on Information Systems and Design of Communication\u2014ISDOC \u201914, Lisbon, Portugal.","DOI":"10.1145\/2618168.2618188"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"231","DOI":"10.1080\/0144929X.2010.489118","article-title":"Cloud computing adoption and usage in community colleges","volume":"30","author":"Behrend","year":"2011","journal-title":"Behav. Inf. Technol."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Almazroi, A.A., Shen, H.F., Teoh, K.K., and Babar, M.A. (2016, January 4\u20136). Cloud for e-Learning: Determinants of its Adoption by University Students in a Developing Country. Proceedings of the 2016 IEEE 13th International Conference on E-Business Engineering (Icebe), Macau, China.","DOI":"10.1109\/ICEBE.2016.022"},{"key":"ref_27","unstructured":"Zaphiris, P., and Ioannou, A. (2014). Cloud Storage Services in Higher Educatio-Results of a Preliminary Study in the Context of the Sync&Share-Project in Germany. Learning and Collaboration Technologies: Designing and Developing Novel Learning Experiences, Springer. Pt, I."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"1354","DOI":"10.1016\/S2212-5671(15)00521-3","article-title":"The Effects of Cloud Computing (IaaS) on E- Libraries in United Arab Emirates","volume":"23","author":"Khatib","year":"2015","journal-title":"Procedia Econ. Financ."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"93","DOI":"10.1016\/j.chb.2014.11.075","article-title":"Effects of security and privacy concerns on educational use of cloud services","volume":"45","author":"Arpaci","year":"2015","journal-title":"Comput. Hum. Behav."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"160","DOI":"10.1016\/j.chb.2012.07.032","article-title":"An empirical investigation of end-users\u2019 switching toward cloud computing: A two factor theory perspective","volume":"29","author":"Park","year":"2013","journal-title":"Comput. Hum. Behav."},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Riaz, S., and Muhammad, J. (2015, January 19\u201320). An Evaluation of Public Cloud Adoption for Higher Education: A case study from Pakistan. Proceedings of the 2015 International Symposium on Mathematical Sciences and Computing Research (Ismsc), Ipoh, MX, USA.","DOI":"10.1109\/ISMSC.2015.7594054"},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Borangiu, T., Dragoicea, M., and Novoa, H. (2016). Examining Cloud Computing Adoption Intention in Higher Education: Exploratory Study. Exploring Services Science.","DOI":"10.1007\/978-3-319-32689-4"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1108\/02640471311299155","article-title":"Factors hindering acceptance of using cloud services in university: A case study","volume":"31","author":"Wu","year":"2013","journal-title":"Electron. Libr."},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Gurung, R.K., Alsadoon, A., Prasad, P.W.C., and Elchouemi, A. (2016, January 5\u20137). Impacts of Mobile Cloud Learning (MCL) on Blended Flexible Learning (BFL). Proceedings of the 2016 International Conference on Information and Digital Technologies (IDT), Rzeszow, Poland.","DOI":"10.1109\/DT.2016.7557158"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"1197","DOI":"10.1007\/s10639-015-9376-6","article-title":"Investigating the structural relationship for the determinants of cloud computing adoption in education","volume":"21","author":"Bhatiasevi","year":"2015","journal-title":"Educ. Inf. Technol."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Chiu, D.K.W., Wang, M., Popescu, E., Li, Q., Lau, R., Shih, T.K., Yang, C.-S., and Sampson, D.G. (2015). The Learning Effect of Students\u2019 Cognitive Styles in Using Cloud Technology. Advances in Web-Based Learning\u2014ICWL 2013 Workshops, Springer.","DOI":"10.1007\/978-3-662-46315-4"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"612","DOI":"10.1016\/j.chb.2013.07.002","article-title":"Learning management systems and cloud file hosting services: A study on students\u2019 acceptance","volume":"31","author":"Stantchev","year":"2014","journal-title":"Comput. Hum. Behav."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1108\/LR-02-2015-0015","article-title":"Perception of cloud computing in developing countries","volume":"65","author":"Yuvaraj","year":"2016","journal-title":"Libr. Rev."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"61","DOI":"10.1016\/j.chb.2016.03.073","article-title":"Predicting motivators of cloud computing adoption: A developing country perspective","volume":"62","author":"Sharma","year":"2016","journal-title":"Comput. Hum. Behav."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"4096","DOI":"10.1016\/j.sbspro.2015.01.1160","article-title":"System Analysis of Virtual Team in Cloud Computing to Enhance Teamwork Skills of Undergraduate Students","volume":"174","author":"Kankaew","year":"2015","journal-title":"Procedia Soc. Behav. Sci."},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Yadegaridehkordi, E., Iahad, N.A., and Ahmad, N. (2014, January 3\u20135). Task-Technology Fit and User Adoption of Cloud-based Collaborative Learning Technologies. Proceedings of the 2014 International Conference on Computer and Information Sciences (Iccoins), Kuala Lumpur, MX, USA.","DOI":"10.1109\/ICCOINS.2014.6868439"},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"150","DOI":"10.1016\/j.chb.2015.12.067","article-title":"Understanding and predicting students\u2019 intention to use mobile cloud storage services","volume":"58","author":"Arpaci","year":"2016","journal-title":"Comput. Hum. Behav."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"355","DOI":"10.1016\/j.im.2015.10.004","article-title":"Understanding behavioral intention to use a cloud computing classroom: A multiple model comparison approach","volume":"53","author":"Shiau","year":"2016","journal-title":"Inf. Manag."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"423","DOI":"10.1108\/JEIM-04-2014-0039","article-title":"User acceptance of SaaS-based collaboration tools: A case of Google Docs","volume":"28","author":"Tan","year":"2015","journal-title":"J. Enterp. Inf. Manag."},{"key":"ref_45","doi-asserted-by":"crossref","unstructured":"Atchariyachanvanich, K., Siripujaka, N., and Jaiwong, N. (2014, January 10\u201312). What Makes University Students Use Cloud-based E-Learning?: Case Study of KMITL Students. Proceedings of the 2014 International Conference on Information Society (I-Society 2014), London, UK.","DOI":"10.1109\/i-Society.2014.7009022"},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"590","DOI":"10.1109\/TE.2010.2100097","article-title":"EduCloud: PaaS versus IaaS Cloud Usage for an Advanced Computer Science Course","volume":"54","author":"Vaquero","year":"2011","journal-title":"IEEE Trans. Educ."},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Ashtari, S., and Eydgahi, A. (2015, January 21\u201323). Student Perceptions of Cloud Computing Effectiveness in Higher Education. Proceedings of the 2015 IEEE 18th International Conference on Computational Science and Engineering (CSE), Porto, Portugal.","DOI":"10.1109\/CSE.2015.36"},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Qasem, Y.A., Abdullah, R., Atan, R., and Jusoh, Y.Y. (2019). Cloud-Based Education As a Service (CEAAS) System Requirements Specification Model of Higher Education Institutions in Industrial Revolution 4.0. Int. J. Recent Technol. Eng., 8.","DOI":"10.35940\/ijrte.B1071.0882S819"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"86","DOI":"10.1016\/j.compedu.2016.02.016","article-title":"The factors that predispose students to continuously use cloud services: Social and technological perspectives","volume":"97","author":"Huang","year":"2016","journal-title":"Comput. Educ."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"1527","DOI":"10.1007\/s10586-015-0490-4","article-title":"Cloud computing adoption by higher education institutions in Saudi Arabia: An exploratory study","volume":"18","author":"Tashkandi","year":"2015","journal-title":"Clust. Comput."},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Tashkandi, A., and Al-Jabri, I. (2015, January 26\u201329). Cloud Computing Adoption by Higher Education Institutions in Saudi Arabia: Analysis Based on TOE. Proceedings of the 2015 International Conference on Cloud Computing, ICCC, Riyadh, Saudi Arabia.","DOI":"10.1109\/CLOUDCOMP.2015.7149634"},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Dahiru, A.A., Bass, J.M., and Allison, I.K. (2014, January 10\u201312). Cloud computing adoption in sub-Saharan Africa: An analysis using institutions and capabilities. Proceedings of the International Conference on Information Society, i-Society 2014, London, UK.","DOI":"10.1109\/i-Society.2014.7009019"},{"key":"ref_53","first-page":"153","article-title":"Cloud Computing Services and Applications to Improve Productivity of University Researchers","volume":"5","author":"Shakeabubakor","year":"2015","journal-title":"Int. J. Inf. Electron. Eng."},{"key":"ref_54","unstructured":"Abraham, A., Muda, A.K., and Choo, Y.-H. (2015). Cloud Computing: A General User\u2019s Perception and Security Awareness in Malaysian Polytechnic. Pattern Analysis, Intelligent Security and the Internet of Things, Springer International Publishing."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1016\/j.ijinfomgt.2015.11.010","article-title":"Conceptualizing a model for adoption of cloud computing in education","volume":"36","author":"Sabi","year":"2016","journal-title":"Int. J. Inf. Manag."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"1381","DOI":"10.1007\/s10796-017-9739-1","article-title":"A cross-country model of contextual factors impacting cloud computing adoption at universities in sub-Saharan Africa","volume":"20","author":"Sabi","year":"2017","journal-title":"Inf. Syst. Front."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"259","DOI":"10.1108\/BL-02-2016-0009","article-title":"Determining factors for the adoption of cloud computing in developing countries","volume":"29","author":"Yuvaraj","year":"2016","journal-title":"Bottom Line"},{"key":"ref_58","unstructured":"Surya, G.S.F., and Surendro, K. (2014, January 20\u201321). E-Readiness Framework for Cloud Computing Adoption in Higher Education. Proceedings of the 2014 International Conference of Advanced Informatics: Concept, Theory and Application (ICAICTA), Bandung, Indonesia."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"664","DOI":"10.1016\/j.tele.2016.10.008","article-title":"An exploratory study for investigating the critical success factors for cloud migration in the Saudi Arabian higher education context","volume":"34","author":"Alharthi","year":"2017","journal-title":"Telemat. Inform."},{"key":"ref_60","doi-asserted-by":"crossref","unstructured":"Mokhtar, S.A., Al-Sharafi, A., Ali, S.H.S., and Aborujilah, A. (2014, January 29\u201330). Organizational Factors in the Adoption of Cloud Computing in E-learning. Proceedings of the 3rd International Conference on Advanced Computer Science Applications and Technologies Acsat, Amman, Jordan.","DOI":"10.1109\/ACSAT.2014.40"},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1108\/DLO-12-2014-0093","article-title":"Organizational learning management systems: Time to move learning to the cloud!","volume":"29","author":"Lal","year":"2015","journal-title":"Dev. Learn. Organ. Int. J."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"567","DOI":"10.1108\/LR-01-2015-0007","article-title":"Problems and prospects of implementing cloud computing in university libraries","volume":"64","author":"Yuvaraj","year":"2015","journal-title":"Libr. Rev."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"473","DOI":"10.1016\/j.future.2015.03.013","article-title":"Optimising resource costs of cloud computing for education","volume":"55","author":"Koch","year":"2016","journal-title":"Future Gener. Comput. Syst."},{"key":"ref_64","first-page":"7","article-title":"Towards Developing A Cloud-Based Education As A Service (CEAAS) Model For Cloud Computing Adoption in Higher Education Institutions","volume":"6","author":"Qasem","year":"2018","journal-title":"Complexity"},{"key":"ref_65","unstructured":"Al-Emran, M., Shaalan, K., and Hassanien, A.E. (2021). Towards the Development of a Comprehensive Theoretical Model for Examining the Cloud Computing Adoption at the Organizational Level. Recent Advances in Intelligent Systems and Smart Applications, Springer International Publishing."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1016\/j.chb.2016.10.022","article-title":"Enterprise 2.0 post-adoption: Extending the information system continuance model based on the technology-Organization-environment framework","volume":"67","author":"Jia","year":"2017","journal-title":"Comput. Hum. Behav."},{"key":"ref_67","first-page":"124","article-title":"Understanding the determinants affecting the continuance intention to use cloud computing","volume":"26","author":"Tripathi","year":"2017","journal-title":"J. Int. Technol. Inf. Manag."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1016\/j.indmarman.2017.01.003","article-title":"What drives post-adoption usage? Investigating the negative and positive antecedents of disruptive technology continuous adoption intentions","volume":"63","author":"Obal","year":"2017","journal-title":"Ind. Mark. Manag."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"1737","DOI":"10.1016\/j.jbusres.2015.10.047","article-title":"Continuance use intention of cloud computing: Innovativeness and creativity perspectives","volume":"69","author":"Ratten","year":"2016","journal-title":"J. Bus. Res."},{"key":"ref_70","unstructured":"Flack, C.K. (2016). IS Success Model for Evaluating Cloud Computing for Small Business Benefit: A Quantitative Study. [Ph.D. Thesis, Kennesaw State University]."},{"key":"ref_71","unstructured":"Walther, S., Sarker, S., Urbach, N., Sedera, D., Eymann, T., and Otto, B. (2015, January 26\u201329). Exploring organizational level continuance of cloud-based enterprise systems. Proceedings of the ECIS 2015 Completed Research Papers, M\u00fcnster, Germany."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"573","DOI":"10.1080\/02681102.2014.996201","article-title":"Information system success among manufacturing SMEs: Case of developing countries","volume":"21","author":"Ghobakhloo","year":"2015","journal-title":"Inf. Technol. Dev."},{"key":"ref_73","unstructured":"Schlagwein, D., and Thorogood, A. (2014, January 9\u201311). Married for life? A cloud computing client-provider relationship continuance model. Proceedings of the European Conference on Information Systems (ECIS) 2014, Tel Aviv, Israel."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1016\/j.jbi.2016.03.021","article-title":"Information system end-user satisfaction and continuance intention: A unified modeling approach","volume":"61","author":"Hadji","year":"2016","journal-title":"J. Biomed. Inf."},{"key":"ref_75","doi-asserted-by":"crossref","unstructured":"Esteves, J., and Boh\u00f3rquez, V.W. (2007). An Updated ERP Systems Annotated Bibliography: 2001\u20132005, Instituto de Empresa Business School Working Paper No. WP; Instituto de Empresa Business School.","DOI":"10.2139\/ssrn.1006969"},{"key":"ref_76","first-page":"18","article-title":"Re-conceptualizing information system success: The IS-impact measurement model","volume":"9","author":"Gable","year":"2008","journal-title":"J. Assoc. Inf. Syst."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"296","DOI":"10.1016\/j.jsis.2010.10.001","article-title":"Knowledge management competence for enterprise system success","volume":"19","author":"Sedera","year":"2010","journal-title":"J. Strateg. Inf. Syst."},{"key":"ref_78","unstructured":"Walther, S., Plank, A., Eymann, T., Singh, N., and Phadke, G. (2012, January 9\u201312). Success factors and value propositions of software as a service providers\u2014A literature review and classification. Proceedings of the 2012 AMCIS: 18th Americas Conference on Information Systems, Seattle, WA, USA."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1016\/j.jocs.2016.12.007","article-title":"Student perceptions of cloud applications effectiveness in higher education","volume":"23","author":"Ashtari","year":"2017","journal-title":"J. Comput. Sci."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"127","DOI":"10.1016\/j.chb.2018.09.002","article-title":"Looking forward: The role of hope in information system continuance","volume":"91","author":"Ding","year":"2019","journal-title":"Comput. Hum. Behav."},{"key":"ref_81","unstructured":"Rogers, E. (1962). Diffusion of Innovation, Macmillan Press Ltd."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"991","DOI":"10.2466\/pr0.1980.46.3.991","article-title":"Adequacy of stage models for decisions on adoption of innovation","volume":"46","author":"Ettlie","year":"1980","journal-title":"Psychol. Rep."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"1345","DOI":"10.1287\/mnsc.43.10.1345","article-title":"The assimilation of software process innovations: An organizational learning perspective","volume":"43","author":"Fichman","year":"1997","journal-title":"Manag. Sci."},{"key":"ref_84","unstructured":"Salim, S.A., Sedera, D., Sawang, S., and Alarifi, A. (2014, January 8\u201310). Technology adoption as a multi-stage process. Proceedings of the 25th Australasian Conference on Information Systems (ACIS), Auckland, New Zealand."},{"key":"ref_85","first-page":"7","article-title":"Adoption of software engineering process innovations: The case of object orientation","volume":"34","author":"Fichman","year":"1993","journal-title":"Sloan Manag. Rev."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"179","DOI":"10.2307\/25148833","article-title":"The relative advantage of electronic channels: A multidimensional view","volume":"32","author":"Choudhury","year":"2008","journal-title":"MIS Q."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"183","DOI":"10.2307\/249751","article-title":"Information technology adoption across time: A cross-sectional comparison of pre-adoption and post-adoption beliefs","volume":"23","author":"Karahanna","year":"1999","journal-title":"MIS Q."},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"115","DOI":"10.2307\/25148720","article-title":"Understanding and predicting electronic commerce adoption: An extension of the theory of planned behavior","volume":"30","author":"Pavlou","year":"2006","journal-title":"MIS Q."},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"335","DOI":"10.1016\/0019-8501(92)90044-T","article-title":"Selecting and evaluating trade shows","volume":"21","author":"Shoham","year":"1992","journal-title":"Ind. Mark. Manag."},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"246","DOI":"10.2307\/2392045","article-title":"The Structure of \u201cUnstructured\u201d Decision Processes","volume":"21","author":"Mintzberg","year":"1976","journal-title":"Adm. Sci. Q."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"27","DOI":"10.2307\/257602","article-title":"Organization structure, individual attitudes and innovation","volume":"2","author":"Pierce","year":"1977","journal-title":"Acad. Manag. Rev."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"1421","DOI":"10.1287\/mnsc.28.12.1421","article-title":"Diffusion of modern software practices: Influence of centralization and formalization","volume":"28","author":"Zmud","year":"1982","journal-title":"Manag. Sci."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"82","DOI":"10.4018\/joeuc.2012010105","article-title":"Exploring choice as an antecedent to behavior: Incorporating alternatives into the technology acceptance process","volume":"24","author":"Marakas","year":"2012","journal-title":"J. Organ. End User Comput."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1057\/jit.2013.31","article-title":"Toward a process-based view of information technology acceptance","volume":"29","author":"Schwarz","year":"2014","journal-title":"J. Inf. Technol."},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"275","DOI":"10.1111\/isj.12068","article-title":"The effects of technostress and switching stress on discontinued use of social networking services: A study of Facebook use","volume":"25","author":"Maier","year":"2015","journal-title":"Inf. Syst. J."},{"key":"ref_96","first-page":"215","article-title":"Phases of the adoption of innovation in organizations: Effects of environment, organization and top managers 1","volume":"17","author":"Damanpour","year":"2006","journal-title":"Br. J. Manag."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1057\/palgrave.jit.2000056","article-title":"A review of the predictors, linkages, and biases in IT innovation adoption research","volume":"21","author":"Jeyaraj","year":"2006","journal-title":"J. Inf. Technol."},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"319","DOI":"10.2307\/249008","article-title":"Perceived usefulness, perceived ease of use, and user acceptance of information technology","volume":"13","author":"Davis","year":"1989","journal-title":"MIS Q."},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"425","DOI":"10.2307\/30036540","article-title":"User acceptance of information technology: Toward a unified view","volume":"27","author":"Venkatesh","year":"2003","journal-title":"MIS Q."},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"460","DOI":"10.1177\/002224378001700405","article-title":"A cognitive model of the antecedents and consequences of satisfaction decisions","volume":"17","author":"Oliver","year":"1980","journal-title":"J. Mark. Res."},{"key":"ref_101","doi-asserted-by":"crossref","first-page":"351","DOI":"10.2307\/3250921","article-title":"Understanding information systems continuance: An expectation-confirmation model","volume":"25","author":"Bhattacherjee","year":"2001","journal-title":"MIS Q."},{"key":"ref_102","unstructured":"Tornatzky, L.G., Fleischer, M., and Chakrabarti, A.K. (1990). Processes of Technological Innovation, Lexington Books."},{"key":"ref_103","unstructured":"Rogers, E.M. (1995). Diffusion of Innovations, The Free Press."},{"key":"ref_104","doi-asserted-by":"crossref","first-page":"19","DOI":"10.2307\/30036518","article-title":"Predicting intention to adopt interorganizational linkages: An institutional perspective","volume":"27","author":"Teo","year":"2003","journal-title":"MIS Q."},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1287\/isre.3.1.60","article-title":"Information systems success: The quest for the dependent variable","volume":"3","author":"DeLone","year":"1992","journal-title":"Inf. Syst. Res."},{"key":"ref_106","first-page":"3","article-title":"Sustaining the Momentum: Archival Analysis of Enterprise Resource Planning Systems (2006\u20132012)","volume":"35","author":"Eden","year":"2014","journal-title":"Commun. Assoc. Inf. Syst."},{"key":"ref_107","doi-asserted-by":"crossref","first-page":"484","DOI":"10.1016\/j.ijhcs.2009.01.001","article-title":"The influence of individual differences on continuance intentions of enterprise resource planning (ERP)","volume":"67","author":"Chou","year":"2009","journal-title":"Int. J. Hum. Comput. Stud."},{"key":"ref_108","doi-asserted-by":"crossref","first-page":"498","DOI":"10.1016\/j.ijhcs.2012.01.006","article-title":"Perceived fit and satisfaction on web learning performance: IS continuance intention and task-technology fit perspectives","volume":"70","author":"Lin","year":"2012","journal-title":"Int. J. Hum. Comput. Stud."},{"key":"ref_109","doi-asserted-by":"crossref","first-page":"237","DOI":"10.1016\/S0378-7206(98)00096-2","article-title":"The psychological origins of perceived usefulness and ease-of-use","volume":"35","author":"Karahanna","year":"1999","journal-title":"Inf. Manag."},{"key":"ref_110","doi-asserted-by":"crossref","first-page":"683","DOI":"10.1016\/j.ijhcs.2006.01.003","article-title":"Understanding e-learning continuance intention: An extension of the Technology Acceptance Model","volume":"64","author":"Roca","year":"2006","journal-title":"Int. J. Hum. Comput. Stud."},{"key":"ref_111","doi-asserted-by":"crossref","first-page":"103850","DOI":"10.1016\/j.compedu.2020.103850","article-title":"Explaining Chinese university students\u2019 continuance learning intention in the MOOC setting: A modified expectation confirmation model perspective","volume":"150","author":"Dai","year":"2020","journal-title":"Comput. Educ."},{"key":"ref_112","doi-asserted-by":"crossref","unstructured":"Ouyang, Y., Tang, C., Rong, W., Zhang, L., Yin, C., and Xiong, Z. (2017, January 4\u20137). Task-technology fit aware expectation-confirmation model towards understanding of MOOCs continued usage intention. Proceedings of the 50th Hawaii International Conference on System Sciences, Hilton Waikoloa Village, HI, USA.","DOI":"10.24251\/HICSS.2017.020"},{"key":"ref_113","doi-asserted-by":"crossref","first-page":"260","DOI":"10.1016\/j.compedu.2018.01.003","article-title":"Examination of relationships among students\u2019 self-determination, technology acceptance, satisfaction, and continuance intention to use K-MOOCs","volume":"122","author":"Joo","year":"2018","journal-title":"Comput. Educ."},{"key":"ref_114","doi-asserted-by":"crossref","first-page":"799","DOI":"10.1016\/j.ijhcs.2006.05.001","article-title":"The effects of post-adoption beliefs on the expectation-confirmation model for information technology continuance","volume":"64","author":"Thong","year":"2006","journal-title":"Int. J. Hum. Comput. Stud."},{"key":"ref_115","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1016\/0749-5978(91)90020-T","article-title":"The theory of planned behavior","volume":"50","author":"Ajzen","year":"1991","journal-title":"Organ. Behav. Hum. Decis. Process."},{"key":"ref_116","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1287\/isre.1050.0042","article-title":"A theoretical integration of user satisfaction and technology acceptance","volume":"16","author":"Wixom","year":"2005","journal-title":"Inf. Syst. Res."},{"key":"ref_117","unstructured":"Lokuge, S., and Sedera, D. (2014, January 8\u201310). Deriving information systems innovation execution mechanisms. Proceedings of the 25th Australasian Conference on Information Systems (ACIS), Auckland, New Zealand."},{"key":"ref_118","unstructured":"Lokuge, S., and Sedera, D. (2014, January 24\u201328). Enterprise systems lifecycle-wide innovation readiness. Proceedings of the PACIS 2014 Proceedings, Chengdu, China."},{"key":"ref_119","doi-asserted-by":"crossref","first-page":"283","DOI":"10.2307\/25148636","article-title":"Information technology and organizational performance: An integrative model of IT business value","volume":"28","author":"Melville","year":"2004","journal-title":"MIS Q."},{"key":"ref_120","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1080\/07421222.2003.11045748","article-title":"The DeLone and McLean model of information systems success: A ten-year update","volume":"19","author":"Delone","year":"2003","journal-title":"J. Manag. Inf. Syst."},{"key":"ref_121","doi-asserted-by":"crossref","first-page":"315","DOI":"10.1007\/s12599-009-0059-y","article-title":"The state of research on information systems success","volume":"1","author":"Urbach","year":"2009","journal-title":"Bus. Inf. Syst. Eng."},{"key":"ref_122","doi-asserted-by":"crossref","first-page":"529","DOI":"10.1111\/j.1365-2575.2007.00268.x","article-title":"Assessing e-commerce systems success: A respecification and validation of the DeLone and McLean model of IS success","volume":"18","author":"Wang","year":"2008","journal-title":"Inf. Syst. J."},{"key":"ref_123","doi-asserted-by":"crossref","first-page":"184","DOI":"10.1016\/j.jsis.2010.06.002","article-title":"An empirical investigation of employee portal success","volume":"19","author":"Urbach","year":"2010","journal-title":"J. Strateg. Inf. Syst."},{"key":"ref_124","doi-asserted-by":"crossref","first-page":"261","DOI":"10.1016\/0378-7206(85)90050-3","article-title":"Change, attitude to change, and decision support system success","volume":"9","author":"Barki","year":"1985","journal-title":"Inf. Manag."},{"key":"ref_125","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1016\/S0378-7206(98)00044-5","article-title":"The relation between user satisfaction, usage of information systems and performance","volume":"34","author":"Gelderman","year":"1998","journal-title":"Inf. Manag."},{"key":"ref_126","doi-asserted-by":"crossref","first-page":"240","DOI":"10.1287\/isre.8.3.240","article-title":"A respecification and extension of the DeLone and McLean model of IS success","volume":"8","author":"Seddon","year":"1997","journal-title":"Inf. Syst. Res."},{"key":"ref_127","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1016\/S0378-7206(97)00028-1","article-title":"Material matters: Assessing the effectiveness of materials management IS","volume":"33","author":"Yuthas","year":"1998","journal-title":"Inf. Manag."},{"key":"ref_128","doi-asserted-by":"crossref","first-page":"657","DOI":"10.2307\/25148815","article-title":"Toward a deeper understanding of system usage in organizations: A multilevel perspective","volume":"31","author":"Gallivan","year":"2007","journal-title":"MIS Q."},{"key":"ref_129","unstructured":"Sedera, D., Gable, G., and Chan, T. (2003, January 10\u201313). ERP success: Does organisation Size Matter?. Proceedings of the PACIS 2003 Proceedings, Adelaide, Australia."},{"key":"ref_130","unstructured":"Sedera, D., Gable, G., and Chan, T. (2003, January 10\u201313). Knowledge management for ERP success. Proceedings of the PACIS 2003 Proceedings, Adelaide, Australia."},{"key":"ref_131","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1109\/MCC.2015.1","article-title":"Cloud Adoption in Malaysia: Trends, Opportunities, and Challenges","volume":"2","author":"Abolfazli","year":"2015","journal-title":"IEEE Cloud Comput."},{"key":"ref_132","doi-asserted-by":"crossref","first-page":"124","DOI":"10.1016\/0749-5978(85)90049-4","article-title":"The psychology of sunk cost","volume":"35","author":"Arkes","year":"1985","journal-title":"Organ. Behav. Hum. Decis. Process."},{"key":"ref_133","doi-asserted-by":"crossref","first-page":"202","DOI":"10.1016\/j.iref.2004.05.002","article-title":"The optimal pricing of computer software and other products with high switching costs","volume":"15","author":"Ahtiala","year":"2006","journal-title":"Int. Rev. Econ. Financ."},{"key":"ref_134","first-page":"181","article-title":"The role of sunk cost in consecutive IT outsourcing decisions","volume":"82","author":"Benlian","year":"2012","journal-title":"Z. Fur Betr."},{"key":"ref_135","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1145\/1721654.1721672","article-title":"A view of cloud computing","volume":"53","author":"Armbrust","year":"2010","journal-title":"Commun. ACM"},{"key":"ref_136","doi-asserted-by":"crossref","first-page":"72","DOI":"10.1109\/MIC.2010.147","article-title":"Service-oriented computing and cloud computing: Challenges and opportunities","volume":"14","author":"Wei","year":"2010","journal-title":"IEEE Internet Comput."},{"key":"ref_137","first-page":"75","article-title":"Clouds, big data, and smart assets: Ten tech-enabled business trends to watch","volume":"56","author":"Bughin","year":"2010","journal-title":"McKinsey Q."},{"key":"ref_138","doi-asserted-by":"crossref","first-page":"80","DOI":"10.1016\/j.techfore.2013.09.001","article-title":"Understanding the determinants of electronic supply chain management system adoption: Using the Technology\u2013Organization\u2013Environment framework","volume":"86","author":"Lin","year":"2014","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_139","first-page":"110","article-title":"Literature review of information technology adoption models at firm level","volume":"14","author":"Oliveira","year":"2011","journal-title":"Electron. J. Inf. Syst. Eval."},{"key":"ref_140","doi-asserted-by":"crossref","first-page":"1","DOI":"10.2307\/249740","article-title":"Factors affecting the adoption of open systems: An exploratory study","volume":"21","author":"Chau","year":"1997","journal-title":"MIS Q."},{"key":"ref_141","unstructured":"Galliers, R.D. (2007). Organizational Dynamics of Technology-Based Innovation, Springer."},{"key":"ref_142","doi-asserted-by":"crossref","unstructured":"Yadegaridehkordi, E., Iahad, N.A., and Ahmad, N. (2017). Task-Technology Fit Assessment of Cloud-Based Collaborative Learning Technologes: Remote Work and Collaboration: Breakthroughs in Research and Practice. Int. J. Inf. Systems Serv. Sect., 371\u2013388.","DOI":"10.4018\/978-1-5225-1918-8.ch020"},{"key":"ref_143","doi-asserted-by":"crossref","first-page":"861","DOI":"10.1016\/j.ijinfomgt.2013.07.001","article-title":"The usage and adoption of cloud computing by small and medium businesses","volume":"33","author":"Gupta","year":"2013","journal-title":"Int. J. Inf. Manag."},{"key":"ref_144","first-page":"13","article-title":"Factors affecting the adoption level of c-commerce: An empirical study","volume":"50","author":"Chong","year":"2009","journal-title":"J. Comput. Inf. Syst."},{"key":"ref_145","doi-asserted-by":"crossref","first-page":"497","DOI":"10.1016\/j.im.2014.03.006","article-title":"Assessing the determinants of cloud computing adoption: An analysis of the manufacturing and services sectors","volume":"51","author":"Oliveira","year":"2014","journal-title":"Inf. Manag."},{"key":"ref_146","doi-asserted-by":"crossref","first-page":"505","DOI":"10.1108\/JEIM-09-2014-0094","article-title":"Preliminary insight into cloud computing adoption in a developing country","volume":"29","author":"Senyo","year":"2016","journal-title":"J. Enterp. Inf. Manag."},{"key":"ref_147","first-page":"14","article-title":"The determinants of cloud computing adoption by colleges and universities","volume":"2","author":"Klug","year":"2015","journal-title":"Int. J. Bus. Res. Inf. Technol."},{"key":"ref_148","unstructured":"Cornu, B. (2011). Digital Natives: How Do They Learn? How to Teach Them, UNESCO Institute for Information Technology in Education."},{"key":"ref_149","unstructured":"Oblinger, D., Oblinger, J.L., and Lippincott, J.K. (2005). Educating the Net Generation, Educause. c2005. 1 v.(various pagings): Illustrations."},{"key":"ref_150","doi-asserted-by":"crossref","first-page":"438","DOI":"10.1080\/10196780500303151","article-title":"Factors influencing e-commerce adoption and use by small and medium businesses","volume":"15","author":"Wymer","year":"2005","journal-title":"Electron. Mark."},{"key":"ref_151","doi-asserted-by":"crossref","unstructured":"Qasem, Y.A., Abdullah, R., Atan, R., and Jusoh, Y.Y. (2018, January 26\u201328). Mapping and Analyzing Process of Cloud-based Education as a Service (CEaaS) Model for Cloud Computing Adoption in Higher Education Institutions. Proceedings of the 2018 Fourth International Conference on Information Retrieval and Knowledge Management (CAMP), Kota Kinabalu, MX, USA.","DOI":"10.1109\/INFRKM.2018.8464763"},{"key":"ref_152","unstructured":"Walther, S., Sedera, D., Sarker, S., and Eymann, T. (2013, January 6\u20138). Evaluating Operational Cloud Enterprise System Success: An Organizational Perspective. Proceedings of the ECIS, Utrecht, The Netherlands."},{"key":"ref_153","unstructured":"Wang, M.W., Lee, O.-K., and Lim, K.H. (2007, January 4\u20136). Knowledge management systems diffusion in Chinese enterprises: A multi-stage approach with the technology-organization-environment framework. Proceedings of the PACIS 2007 Proceedings, Auckland, New Zealand."},{"key":"ref_154","doi-asserted-by":"crossref","first-page":"309","DOI":"10.1016\/j.ijinfomgt.2009.03.004","article-title":"Information technology adoption behavior life cycle: Toward a Technology Continuance Theory (TCT)","volume":"29","author":"Liao","year":"2009","journal-title":"Int. J. Inf. Manag."},{"key":"ref_155","unstructured":"Li, Y., Crossler, R.E., and Compeau, D. (2019, January 15\u201317). Regulatory Focus in the Context of Wearable Continuance. Proceedings of the AMCIS 2019 Conference Site, Canc\u00fan, M\u00e9xico."},{"key":"ref_156","first-page":"1","article-title":"Issues of level in organizational research: Multi-level and cross-level perspectives","volume":"7","author":"Rousseau","year":"1985","journal-title":"Res. Organ. Behav."},{"key":"ref_157","unstructured":"Walther, S. (2014). An Investigation of Organizational Level Continuance of Cloud-Based Enterprise Systems. [Ph.D. Thesis, University of Bayreuth]."},{"key":"ref_158","doi-asserted-by":"crossref","first-page":"236","DOI":"10.1057\/ejis.2008.15","article-title":"Measuring information systems success: Models, dimensions, measures, and interrelationships","volume":"17","author":"Petter","year":"2008","journal-title":"Eur. J. Inf. Syst."},{"key":"ref_159","doi-asserted-by":"crossref","first-page":"70","DOI":"10.1287\/inte.8.2.70","article-title":"Factors affecting the success and failure of an information system for product quality","volume":"8","author":"Robey","year":"1978","journal-title":"Interfaces"},{"key":"ref_160","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1108\/IJILT-11-2017-0116","article-title":"An extension of Delone and McLean IS success model with self-efficacy: Online learning usage in Yemen","volume":"35","author":"Aldholay","year":"2018","journal-title":"Int. J. Inf. Learn. Technol."},{"key":"ref_161","doi-asserted-by":"crossref","first-page":"777","DOI":"10.25300\/MISQ\/2013\/37.3.05","article-title":"Integrating service quality with system and information quality: An empirical test in the e-service context","volume":"37","author":"Xu","year":"2013","journal-title":"MIS Q."},{"key":"ref_162","doi-asserted-by":"crossref","first-page":"503","DOI":"10.2307\/25750689","article-title":"User participation in information systems security risk management","volume":"34","author":"Spears","year":"2010","journal-title":"MIS Q."},{"key":"ref_163","first-page":"860","article-title":"Understanding post-adoption usage of mobile data services: The role of supplier-side variables","volume":"10","author":"Lee","year":"2009","journal-title":"J. Assoc. Inf. Syst."},{"key":"ref_164","doi-asserted-by":"crossref","first-page":"437","DOI":"10.1111\/j.1540-4609.2011.00321.x","article-title":"The impacts of system and human factors on online learning systems use and learner satisfaction","volume":"9","author":"Alshare","year":"2011","journal-title":"Decis. Sci. J. Innov. Educ."},{"key":"ref_165","doi-asserted-by":"crossref","first-page":"85","DOI":"10.2753\/MIS0742-1222280303","article-title":"Service quality in software-as-a-service: Developing the SaaS-Qual measure and examining its role in usage continuance","volume":"28","author":"Benlian","year":"2011","journal-title":"J. Manag. Inf. Syst."},{"key":"ref_166","first-page":"37","article-title":"Boomers gen-xers millennials","volume":"500","author":"Oblinger","year":"2003","journal-title":"EDUCAUSE Rev."},{"key":"ref_167","doi-asserted-by":"crossref","first-page":"42","DOI":"10.4085\/1947-380X-2.2.42","article-title":"The millennial student: A new generation of learners","volume":"2","author":"Monaco","year":"2007","journal-title":"Athl. Train. Educ. J."},{"key":"ref_168","first-page":"27","article-title":"Collaboration using cloud computing and traditional systems","volume":"10","author":"White","year":"2009","journal-title":"Issues Inf. Syst."},{"key":"ref_169","unstructured":"Nkhoma, M.Z., Dang, D.P., and De Souza-Daw, A. (2013, January 2\u20134). Contributing factors of cloud computing adoption: A technology-organisation-environment framework approach. Proceedings of the European Conference on Information Management & Evaluation, Melbourne, Australia."},{"key":"ref_170","doi-asserted-by":"crossref","first-page":"601","DOI":"10.1057\/palgrave.ejis.3000650","article-title":"Innovation diffusion in global contexts: Determinants of post-adoption digital transformation of European companies","volume":"15","author":"Zhu","year":"2006","journal-title":"Eur. J. Inf. Syst."},{"key":"ref_171","doi-asserted-by":"crossref","first-page":"1557","DOI":"10.1287\/mnsc.1050.0487","article-title":"The process of innovation assimilation by firms in different countries: A technology diffusion perspective on e-business","volume":"52","author":"Zhu","year":"2006","journal-title":"Manag. Sci."},{"key":"ref_172","doi-asserted-by":"crossref","first-page":"375","DOI":"10.3846\/16111699.2011.576749","article-title":"An empirical study of factors affecting electronic commerce adoption among SMEs in Malaysia","volume":"12","author":"Ali","year":"2011","journal-title":"J. Bus. Econ. Manag."},{"key":"ref_173","doi-asserted-by":"crossref","first-page":"255","DOI":"10.1108\/10662241111139309","article-title":"Internet\/e-business technologies acceptance in Canada\u2019s SMEs: An exploratory investigation","volume":"21","author":"Ifinedo","year":"2011","journal-title":"Internet Res."},{"key":"ref_174","unstructured":"Creswell, J.W., and Creswell, J.D. (2017). Research Design: Qualitative, Quantitative, and Mixed Methods Approaches, Sage Publications."},{"key":"ref_175","doi-asserted-by":"crossref","first-page":"192","DOI":"10.1287\/isre.2.3.192","article-title":"Development of an instrument to measure the perceptions of adopting an information technology innovation","volume":"2","author":"Moore","year":"1991","journal-title":"Inf. Syst. Res."},{"key":"ref_176","doi-asserted-by":"crossref","first-page":"300","DOI":"10.1016\/j.chb.2016.11.039","article-title":"Understanding users\u2019 intention to switch personal cloud storage services: Evidence from the Chinese market","volume":"68","author":"Wu","year":"2017","journal-title":"Comput. Hum. Behav."},{"key":"ref_177","unstructured":"Kelley, D.L. (1999). Measurement Made Accessible: A Research Approach Using Qualitative, Quantitative and Quality Improvement Methods, Sage Publications."},{"key":"ref_178","doi-asserted-by":"crossref","first-page":"311","DOI":"10.5993\/AJHB.23.4.9","article-title":"Establishing content validity: Using qualitative and quantitative steps","volume":"23","author":"McKenzie","year":"1999","journal-title":"Am. J. Health Behav."},{"key":"ref_179","unstructured":"Zikmund, W.G., Babin, B.J., Carr, J.C., and Griffin, M. (2013). Business Research Methods, South-Western Cengage Learning. [9th ed.]."},{"key":"ref_180","unstructured":"Sekaran, U., and Bougie, R. (2016). Research Methods for Business: A Skill Building Approach, John Wiley & Sons."},{"key":"ref_181","doi-asserted-by":"crossref","first-page":"86","DOI":"10.1145\/506724.506730","article-title":"Extending the technology acceptance model","volume":"32","author":"Mathieson","year":"2001","journal-title":"ACM SIGMIS Database Database Adv. Inf. Syst."},{"key":"ref_182","doi-asserted-by":"crossref","first-page":"269","DOI":"10.1509\/jmkr.38.2.269.18845","article-title":"Index construction with formative indicators: An alternative to scale development","volume":"38","author":"Diamantopoulos","year":"2001","journal-title":"J. Mark. Res."},{"key":"ref_183","doi-asserted-by":"crossref","first-page":"293","DOI":"10.2307\/23044045","article-title":"Construct measurement and validation procedures in MIS and behavioral research: Integrating new and existing techniques","volume":"35","author":"MacKenzie","year":"2011","journal-title":"MIS Q."},{"key":"ref_184","doi-asserted-by":"crossref","first-page":"623","DOI":"10.2307\/25148814","article-title":"Specifying formative constructs in information systems research","volume":"31","author":"Petter","year":"2007","journal-title":"MIS Q."},{"key":"ref_185","doi-asserted-by":"crossref","unstructured":"Haladyna, T.M. (2004). Developing and Validating Multiple-Choice Test Items, Routledge.","DOI":"10.4324\/9780203825945"},{"key":"ref_186","doi-asserted-by":"crossref","first-page":"155","DOI":"10.1111\/j.1547-5069.2007.00161.x","article-title":"A psychometric toolbox for testing validity and reliability","volume":"39","author":"DeVon","year":"2007","journal-title":"J. Nurs. Sch."},{"key":"ref_187","first-page":"13","article-title":"Analyzing the past to prepare for the future: Writing a literature review","volume":"26","author":"Webster","year":"2002","journal-title":"MIS Q."},{"key":"ref_188","doi-asserted-by":"crossref","first-page":"710","DOI":"10.1037\/0021-9010.90.4.710","article-title":"The Problem of Measurement Model Misspecification in Behavioral and Organizational Research and Some Recommended Solutions","volume":"90","author":"Podsakoff","year":"2005","journal-title":"J. Appl. Psychol."},{"key":"ref_189","first-page":"267","article-title":"The Yield Shift Theory of Satisfaction and Its Application to the IS\/IT Domain","volume":"9","author":"Briggs","year":"2008","journal-title":"J. Assoc. Inf. Syst."},{"key":"ref_190","doi-asserted-by":"crossref","first-page":"594","DOI":"10.1145\/6138.6140","article-title":"What makes users happy?","volume":"29","author":"Rushinek","year":"1986","journal-title":"Commun. ACM"},{"key":"ref_191","first-page":"24","article-title":"Measurement and evaluation of satisfaction processes in retail settings","volume":"57","author":"Oliver","year":"1981","journal-title":"J. Retail."},{"key":"ref_192","doi-asserted-by":"crossref","first-page":"277","DOI":"10.2307\/3250939","article-title":"System life expectancy and the maintenance effort: Exploring their equilibration","volume":"24","author":"Swanson","year":"2000","journal-title":"MIS Q."},{"key":"ref_193","doi-asserted-by":"crossref","first-page":"51","DOI":"10.2307\/249711","article-title":"Early expert systems: Where are they now?","volume":"19","author":"Gill","year":"1995","journal-title":"MIS Q."},{"key":"ref_194","doi-asserted-by":"crossref","first-page":"631","DOI":"10.2307\/3250950","article-title":"Why software projects escalate: An empirical analysis and test of four theoretical models","volume":"24","author":"Keil","year":"2000","journal-title":"MIS Q."},{"key":"ref_195","doi-asserted-by":"crossref","first-page":"823","DOI":"10.1111\/j.1744-6570.1993.tb01571.x","article-title":"Relations between work group characteristics and effectiveness: Implications for designing effective work groups","volume":"46","author":"Campion","year":"1993","journal-title":"Pers. Psychol."},{"key":"ref_196","unstructured":"Baas, P. (2010). Task-Technology Fit in the Workplace: Affecting Employee Satisfaction and Productivity, Erasmus Universiteit."},{"key":"ref_197","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1080\/10196780701503195","article-title":"Organizational Adoption of XBRL","volume":"17","author":"Doolin","year":"2007","journal-title":"Electron. Mark."},{"key":"ref_198","doi-asserted-by":"crossref","first-page":"139","DOI":"10.2307\/249393","article-title":"Strategic Information Systems Planning Success: An Investigation of the Construct and Its Measurement","volume":"22","author":"Segars","year":"1998","journal-title":"MIS Q."},{"key":"ref_199","doi-asserted-by":"crossref","first-page":"473","DOI":"10.2307\/20650305","article-title":"Estimating the effect of common method variance: The method\u2014Method pair technique with an illustration from TAM Research","volume":"33","author":"Sharma","year":"2009","journal-title":"MIS Q."},{"key":"ref_200","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1016\/j.jsis.2010.05.001","article-title":"Organizational impact of system quality, information quality, and service quality","volume":"19","author":"Gorla","year":"2010","journal-title":"J. Strateg. Inf. Syst."},{"key":"ref_201","doi-asserted-by":"crossref","unstructured":"Malhotra, N.K. (2006). Questionnaire design and scale development. The Handbook of Marketing Research: Uses, Misuses, and Future Advances, Sage.","DOI":"10.4135\/9781412973380.n5"},{"key":"ref_202","doi-asserted-by":"crossref","first-page":"180","DOI":"10.1002\/nur.20247","article-title":"Considerations in determining sample size for pilot studies","volume":"31","author":"Hertzog","year":"2008","journal-title":"Res. Nurs. Health"},{"key":"ref_203","unstructured":"Saunders, M.N. (2011). Research Methods for Business Students, Pearson Education India. [5th ed.]."},{"key":"ref_204","unstructured":"Sekaran, U., and Bougie, R. (2003). Research Methods for Business, A Skill Building Approach, John Willey & Sons Inc."},{"key":"ref_205","first-page":"2","article-title":"Introduction to case study","volume":"3","author":"Tellis","year":"1997","journal-title":"Qual. Rep."},{"key":"ref_206","doi-asserted-by":"crossref","first-page":"1057","DOI":"10.1177\/0962280215588241","article-title":"Estimating the sample size for a pilot randomised trial to minimise the overall trial sample size for the external pilot and main trial for a continuous outcome variable","volume":"25","author":"Whitehead","year":"2016","journal-title":"Stat. Methods Med. Res."},{"key":"ref_207","unstructured":"Hair Jr, J.F., Hult, G.T.M., Ringle, C., and Sarstedt, M. (2016). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM), Sage Publications."},{"key":"ref_208","doi-asserted-by":"crossref","first-page":"189","DOI":"10.1287\/isre.14.2.189.16018","article-title":"A partial least squares latent variable modeling approach for measuring interaction effects: Results from a Monte Carlo simulation study and an electronic-mail emotion\/adoption study","volume":"14","author":"Chin","year":"2003","journal-title":"Inf. Syst. Res."},{"key":"ref_209","doi-asserted-by":"crossref","first-page":"195","DOI":"10.1002\/(SICI)1097-0266(199902)20:2<195::AID-SMJ13>3.0.CO;2-7","article-title":"Use of partial least squares (PLS) in strategic management research: A review of four recent studies","volume":"20","author":"Hulland","year":"1999","journal-title":"Strateg. Manag. J."},{"key":"ref_210","doi-asserted-by":"crossref","first-page":"3","DOI":"10.2307\/23044042","article-title":"Editor\u2019s comments: An update and extension to SEM guidelines for administrative and social science research","volume":"35","author":"Gefen","year":"2011","journal-title":"MIS Q."},{"key":"ref_211","doi-asserted-by":"crossref","unstructured":"Chin, W.W. (2010). How to write up and report PLS analyses. Handbook of Partial Least Squares, Springer.","DOI":"10.1007\/978-3-540-32827-8_29"},{"key":"ref_212","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1016\/j.jwb.2006.11.001","article-title":"Resource attributes and firm performance in international joint ventures","volume":"42","author":"Ainuddin","year":"2007","journal-title":"J. World Bus."},{"key":"ref_213","doi-asserted-by":"crossref","unstructured":"Henseler, J., Ringle, C.M., and Sinkovics, R.R. (2009). The use of partial least squares path modeling in international marketing. New Challenges to International Marketing, Emerald Group Publishing Limited.","DOI":"10.1108\/S1474-7979(2009)0000020014"},{"key":"ref_214","first-page":"5","article-title":"Structural equation modeling in information systems research using partial least squares","volume":"11","author":"Urbach","year":"2010","journal-title":"J. Inf. Technol. Theory Appl."},{"key":"ref_215","unstructured":"Sommerville, I. (2011). Software Engineering, Pearson Education Limited. [9th ed.]."},{"key":"ref_216","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1111\/j.1540-5915.2008.00192.x","article-title":"Technology acceptance model 3 and a research agenda on interventions","volume":"39","author":"Venkatesh","year":"2008","journal-title":"Decis. Sci."},{"key":"ref_217","doi-asserted-by":"crossref","first-page":"186","DOI":"10.1287\/mnsc.46.2.186.11926","article-title":"A theoretical extension of the technology acceptance model: Four longitudinal field studies","volume":"46","author":"Venkatesh","year":"2000","journal-title":"Manag. Sci."},{"key":"ref_218","doi-asserted-by":"crossref","first-page":"144","DOI":"10.1287\/isre.6.2.144","article-title":"Understanding information technology usage: A test of competing models","volume":"6","author":"Taylor","year":"1995","journal-title":"Inf. Syst. Res."},{"key":"ref_219","doi-asserted-by":"crossref","first-page":"379","DOI":"10.3758\/BF03195514","article-title":"Beyond the five-user assumption: Benefits of increased sample sizes in usability testing","volume":"35","author":"Faulkner","year":"2003","journal-title":"Behav. Res. Methods Instrum. Comput."},{"key":"ref_220","first-page":"3084","article-title":"Determining usability test sample size","volume":"3","author":"Turner","year":"2006","journal-title":"Int. Encycl. Ergon. Hum. Factors"},{"key":"ref_221","doi-asserted-by":"crossref","unstructured":"Zaman, H., Robinson, P., Petrou, M., Olivier, P., Shih, T., Velastin, S., and Nystrom, I. (2011). Visual Informatics: Sustaining Research and Innovations, LNCS, Springer.","DOI":"10.1007\/978-3-642-25200-6"},{"key":"ref_222","doi-asserted-by":"crossref","unstructured":"Hadi, A., Daud, W.M.F.W., and Ibrahim, N.H. (2011, January 9\u201311). The development of history educational game as a revision tool for Malaysia school education. Proceedings of the International Visual Informatics Conference, Selangor, MY, USA.","DOI":"10.1007\/978-3-642-25200-6_5"},{"key":"ref_223","first-page":"25","article-title":"On-Line Mobile Staff Directory Service: Implementation for the Irbid University College (Iuc)","volume":"6","author":"Marian","year":"2011","journal-title":"Ubiquitous Comput. Commun. J."},{"key":"ref_224","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1080\/01449290701306510","article-title":"The theoretical foundation and validity of a component-based usability questionnaire","volume":"28","author":"Brinkman","year":"2009","journal-title":"Behav. Inf. Technol."},{"key":"ref_225","doi-asserted-by":"crossref","unstructured":"Mikroyannidis, A., and Connolly, T. (2015). Case Study 3: Exploring open educational resources for informal learning. Responsive Open Learning Environments, Springer.","DOI":"10.1007\/978-3-319-02399-1_6"},{"key":"ref_226","first-page":"3513","article-title":"Measuring Continuance Participation in Online Communities","volume":"95","author":"Shanmugam","year":"2017","journal-title":"J. Theor. Appl. Inf. Technol."},{"key":"ref_227","first-page":"24","article-title":"Validation guidelines for IS positivist research","volume":"13","author":"Straub","year":"2004","journal-title":"Commun. Assoc. Inf. Syst."},{"key":"ref_228","doi-asserted-by":"crossref","first-page":"382","DOI":"10.1097\/00006199-198611000-00017","article-title":"Determination and quantification of content validity","volume":"35","author":"Lynn","year":"1986","journal-title":"Nurs. Res."},{"key":"ref_229","doi-asserted-by":"crossref","first-page":"52","DOI":"10.1002\/nur.20003","article-title":"The life closure scale: Additional psychometric testing of a tool to measure psychological adaptation in death and dying","volume":"27","author":"Dobratz","year":"2004","journal-title":"Res. Nurs. Health"},{"key":"ref_230","doi-asserted-by":"crossref","first-page":"194","DOI":"10.1016\/S0897-1897(05)80008-4","article-title":"Instrument review: Getting the most from a panel of experts","volume":"5","author":"Davis","year":"1992","journal-title":"Appl. Nurs. Res."},{"key":"ref_231","doi-asserted-by":"crossref","first-page":"489","DOI":"10.1002\/nur.20147","article-title":"The content validity index: Are you sure you know what\u2019s being reported? Critique and recommendations","volume":"29","author":"Polit","year":"2006","journal-title":"Res. Nurs. Health"},{"key":"ref_232","doi-asserted-by":"crossref","unstructured":"Qasem, Y.A.M., Asadi, S., Abdullah, R., Yah, Y., Atan, R., Al-Sharafi, M.A., and Yassin, A.A. (2020). A Multi-Analytical Approach to Predict the Determinants of Cloud Computing Adoption in Higher Education Institutions. Appl. Sci., 10.","DOI":"10.3390\/app10144905"},{"key":"ref_233","doi-asserted-by":"crossref","unstructured":"Coolican, H. (2017). Research Methods and Statistics in Psychology, Psychology Press.","DOI":"10.4324\/9780203769836"},{"key":"ref_234","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1111\/j.1467-6494.1986.tb00391.x","article-title":"The role of factor analysis in the development and evaluation of personality scales","volume":"54","author":"Briggs","year":"1986","journal-title":"J. Personal."},{"key":"ref_235","first-page":"582","article-title":"Principal components and factor analysis","volume":"4","author":"Tabachnick","year":"2001","journal-title":"Using Multivar Stat."},{"key":"ref_236","unstructured":"Gliem, J.A., and Gliem, R.R. (2003, January 8\u201310). Calculating, interpreting, and reporting Cronbach\u2019s alpha reliability coefficient for Likert-type scales. Proceedings of the 2003 Midwest Research-to-Practice Conference in Adult, Continuing, and Community, Jeddah, Saudi Arabia."},{"key":"ref_237","unstructured":"Mallery, P., and George, D. (2003). SPSS for Windows Step by Step: A Simple Guide and Reference, Allyn & Bacon."},{"key":"ref_238","unstructured":"Nunnally, J.C. (1994). Psychometric Theory 3E, Tata McGraw-Hill Education."},{"key":"ref_239","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1007\/BF02723327","article-title":"On the evaluation of structural equation models","volume":"16","author":"Bagozzi","year":"1988","journal-title":"J. Acad. Mark. Sci."},{"key":"ref_240","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1177\/002224378101800104","article-title":"Evaluating structural equation models with unobservable variables and measurement error","volume":"18","author":"Fornell","year":"1981","journal-title":"J. Mark. Res."},{"key":"ref_241","first-page":"7","article-title":"Structural Equation Modeling and Regression: Guidelines for Research Practice. Commun","volume":"4","author":"Gefen","year":"2000","journal-title":"Assoc. Inf. Syst."},{"key":"ref_242","first-page":"295","article-title":"The partial least squares approach to structural equation modeling","volume":"295","author":"Chin","year":"1998","journal-title":"Mod. Methods Bus. Res."},{"key":"ref_243","first-page":"263","article-title":"Formative versus reflective indicators in organizational measure development: A comparison and empirical illustration","volume":"17","author":"Diamantopoulos","year":"2006","journal-title":"Br. J. Manag."},{"key":"ref_244","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.lrp.2013.01.001","article-title":"Partial least squares structural equation modeling: Rigorous applications, better results and higher acceptance","volume":"46","author":"Hair","year":"2013","journal-title":"Long Range Plan."},{"key":"ref_245","doi-asserted-by":"crossref","first-page":"689","DOI":"10.2307\/20650323","article-title":"Interpretation of formative measurement in information systems research","volume":"33","author":"Cenfetelli","year":"2009","journal-title":"MIS Q."},{"key":"ref_246","doi-asserted-by":"crossref","first-page":"724","DOI":"10.1287\/isre.1100.0322","article-title":"Research commentary\u2014The new organizing logic of digital innovation: An agenda for information systems research","volume":"21","author":"Yoo","year":"2010","journal-title":"Inf. Syst. Res."},{"key":"ref_247","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1016\/j.bushor.2014.09.001","article-title":"Digital innovation strategy: A framework for diagnosing and improving digital product and service innovation","volume":"58","year":"2015","journal-title":"Bus. Horiz."},{"key":"ref_248","first-page":"270","article-title":"Green Internet of Things (G-IoT) at engineering education institution: The classroom of tomorrow","volume":"16","author":"Maksimovic","year":"2017","journal-title":"Green Internet Things"},{"key":"ref_249","doi-asserted-by":"crossref","unstructured":"Fortino, G., Rovella, A., Russo, W., and Savaglio, C. (2016). Towards cyberphysical digital libraries: Integrating IoT smart objects into digital libraries. Management of Cyber Physical Objects in the Future Internet of Things, Springer.","DOI":"10.1007\/978-3-319-26869-9_7"},{"key":"ref_250","first-page":"9","article-title":"The evolution of big data and learning analytics in American higher education","volume":"16","author":"Picciano","year":"2012","journal-title":"J. Asynchronous Learn. Netw."},{"key":"ref_251","doi-asserted-by":"crossref","first-page":"731","DOI":"10.1142\/S0219622011004543","article-title":"An empirical analysis of factors influencing Internet\/e-business technologies adoption by SMEs in Canada","volume":"10","author":"Ifinedo","year":"2011","journal-title":"Int. J. Inf. Technol. Decis. Mak."},{"key":"ref_252","doi-asserted-by":"crossref","unstructured":"Talib, A.M., Atan, R., Abdullah, R., and Murad, M.A.A. (2012, January 13\u201315). Security framework of cloud data storage based on multi agent system architecture\u2014A pilot study. Proceedings of the 2012 International Conference on Information Retrieval and Knowledge Management, CAMP\u201912, Kuala Lumpur, Malaysia.","DOI":"10.1109\/InfRKM.2012.6205035"},{"key":"ref_253","doi-asserted-by":"crossref","unstructured":"Adrian, C., Abdullah, R., Atan, R., and Jusoh, Y.Y. (2017, January 16\u201317). Factors influencing to the implementation success of big data analytics: A systematic literature review. Proceedings of the International Conference on Research and Innovation in Information Systems, ICRIIS, Langkawi, Malaysia.","DOI":"10.1109\/ICRIIS.2017.8002536"}],"container-title":["Applied Sciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2076-3417\/10\/19\/6628\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T10:12:37Z","timestamp":1760177557000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2076-3417\/10\/19\/6628"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,9,23]]},"references-count":253,"journal-issue":{"issue":"19","published-online":{"date-parts":[[2020,10]]}},"alternative-id":["app10196628"],"URL":"https:\/\/doi.org\/10.3390\/app10196628","relation":{},"ISSN":["2076-3417"],"issn-type":[{"value":"2076-3417","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,9,23]]}}}