The Assessment of Big Data Adoption Readiness with a Technology–Organization–Environment Framework: A Perspective towards Healthcare Employees
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Big data is rapidly being seen as a new frontier for improving organizational performance. However, it is still in its early phases of implementation in developing countries’ healthcare organizations. As data-driven insights become critical competitive advantages, it is critical to ascertain which elements influence an organization’s decision to adopt big data. The aim of this study is to propose and empirically test a theoretical framework based on technology–organization–environment (TOE) factors to identify the level of readiness of big data adoption in developing countries’ healthcare organizations. The framework empirically tested 302 Malaysian healthcare employees. The structural equation modeling was used to analyze the collected data. The results of the study demonstrated that technology, organization, and environment factors can significantly contribute towards big data adoption in healthcare organizations. However, the complexity of technology factors has shown less support for the notion. For technology practitioners, this study showed how to enhance big data adoption in healthcare organizations through TOE factors.
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The TOE framework was first proposed by [53] and has since been applied extensively as a model for analyzing institutional readiness and adoption of technological innovations.
“This framework was first proposed by [53] and has since been applied extensively as a model for analyzing institutional readiness and adoption of technological innovations [47-49, 54, 55, 56].”
From Toward universal access to information: an analysis of digital accessibility policy readiness in U.S. public universities (2026) · cites this paper as [54]
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1 retracted
Sarkar, A., Lu, Q., & Peau, A. K. (2020) · Environmental Science and Pollution Research · doi:10.1007/s11356-020-09873-z · Cited by 53 · see citing works
RetractedA new criterion for assessing discriminant validity in variance-based structural equation modeling
Henseler, J., Ringle, C. M., & Sarstedt, M. (2015) · Journal of the Academy of Marketing Science · doi:10.1007/s11747-014-0403-8 · Cited by 38,459 · see citing works
Partial least squares structural equation modeling (PLS-SEM): An emerging tool in business research
F. Hair Jr, J., Sarstedt, M., Hopkins, L., & G. Kuppelwieser, V. (2014) · European Business Review · doi:10.1108/ebr-10-2013-0128 · Cited by 11,728 · see citing works
Common Method Bias in PLS-SEM: A Full Collinearity Assessment Approach
Kock, N. (2015) · International Journal of e-Collaboration · doi:10.4018/ijec.2015100101 · Cited by 10,215 · see citing works
Diffusion of Innovations in Service Organizations: Systematic Review and Recommendations
GREENHALGH, T., ROBERT, G., MACFARLANE, F., BATE, P., & KYRIAKIDOU, O. (2004) · The Milbank Quarterly · doi:10.1111/j.0887-378x.2004.00325.x · Cited by 7,448 · see citing works
Chin, W. W., Marcolin, B. L., & Newsted, P. R. (2003) · Information Systems Research · doi:10.1287/isre.14.2.189.16018 · Cited by 6,479 · see citing works
Digital transformation: A multidisciplinary reflection and research agenda
Verhoef, P. C., Broekhuizen, T., Bart, Y., Bhattacharya, A., Qi Dong, J., Fabian, N., & Haenlein, M. (2021) · Journal of Business Research · doi:10.1016/j.jbusres.2019.09.022 · Cited by 5,720 · see citing works
Texas A&M International University, Kock, N., Lynn, G., & Stevens Institute of Technology (2012) · Journal of the Association for Information Systems · doi:10.17705/1jais.00302 · Cited by 3,783 · see citing works
Resilient distributed datasets: a fault-tolerant abstraction for in-memory cluster computing
Zaharia, M., Chowdhury, M., Das, T., Dave, A., Ma, J. H., McCauley, M., Franklin, M. J. M., Shenker, S. J., & Stoica, I. G. (2012) · Cited by 3,622 · see citing works
Parasuraman, A. (2000) · Journal of Service Research · doi:10.1177/109467050024001 · Cited by 3,328 · see citing works
Partial least squares structural equation modeling
Sarstedt, M., Ringle, C. M., & Hair, J. F. (2017) · Handbook of Market Research · doi:10.1007/978-3-319-05542-8_15-1 · Cited by 3,285 · see citing works
Big data analytics and firm performance: Effects of dynamic capabilities
Wamba, S. F., Gunasekaran, A., Akter, S., Ren, S. J.-F., Dubey, R., & Childe, S. J. (2017) · Journal of Business Research · doi:10.1016/j.jbusres.2016.08.009 · Cited by 2,474 · see citing works
Rethinking some of the rethinking of partial least squares
Hair, J. F., Sarstedt, M., & Ringle, C. M. (2019) · European Journal of Marketing · doi:10.1108/ejm-10-2018-0665 · Cited by 1,839 · see citing works
Animal Communication: When I'm Calling You, Will You Answer Too?
Vickers, N. J. (2017) · Current Biology · doi:10.1016/j.cub.2017.05.064 · Cited by 1,793 · see citing works
Gefen (2011) · doi:10.2307/23044042 · Cited by 1,596 · see citing works
An Updated and Streamlined Technology Readiness Index: TRI 2.0
Parasuraman, A., & Colby, C. L. (2015) · Journal of Service Research · doi:10.1177/1094670514539730 · Cited by 1,440 · see citing works
Zhu, K., Kraemer, K. L., & Xu, S. (2006) · Management Science · doi:10.1287/mnsc.1050.0487 · Cited by 1,440 · see citing works
Literature Review of Information Technology Adoption Models at Firm Level
(2011) · Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT) · Cited by 1,341 · see citing works
Oliveira, T., Thomas, M. A., & Espadanal, M. (2014) · Information & Management · doi:10.1016/j.im.2014.03.006 · Cited by 1,340 · see citing works
The Technology–Organization–Environment Framework
Baker, J. (2012) · Integrated Series in Information Systems · doi:10.1007/978-1-4419-6108-2_12 · Cited by 1,275 · see citing works
Understanding the determinants of cloud computing adoption
Low, C., Chen, Y., & Wu, M. (2011) · Industrial Management & Data Systems · doi:10.1108/02635571111161262 · Cited by 1,181 · see citing works
Electronic commerce adoption: an empirical study of small and medium US businesses
Grandón, E. E., & Pearson, J. M. (2004) · Information & Management · doi:10.1016/j.im.2003.12.010 · Cited by 1,142 · see citing works
Understanding determinants of cloud computing adoption using an integrated TAM-TOE model
Gangwar, H., Date, H., & Ramaswamy, R. (2015) · Journal of Enterprise Information Management · doi:10.1108/jeim-08-2013-0065 · Cited by 1,097 · see citing works
Ross, J., Stevenson, F., Lau, R., & Murray, E. (2016) · Implementation Science · doi:10.1186/s13012-016-0510-7 · Cited by 1,011 · see citing works
Research Commentary —The Digital Transformation of Healthcare: Current Status and the Road Ahead
Agarwal, R., Gao, G. G., DesRoches, C. M., & Jha, A. K. (2010) · Information Systems Research · doi:10.1287/isre.1100.0327 · Cited by 1,000 · see citing works
Weill, P. (1992) · Information Systems Research · doi:10.1287/isre.3.4.307 · Cited by 933 · see citing works
Premkumar, G. P., & Ramamurthy, K. (1995) · Decision Sciences · doi:10.1111/j.1540-5915.1995.tb01431.x · Cited by 837 · see citing works
How the use of big data analytics affects value creation in supply chain management
Chen, D. Q., Preston, D. S., & Swink, M. (2015) · Journal of Management Information Systems · doi:10.1080/07421222.2015.1138364 · Cited by 829 · see citing works
Zhu, K. X., Dong, S., Xu, S. X., & Kraemer, K. L. (2006) · European Journal of Information Systems · doi:10.1057/palgrave.ejis.3000650 · Cited by 800 · see citing works
Cloud computing adoption by SMEs in the north east of England
Alshamaila, Y., Papagiannidis, S., & Li, F. (2013) · Journal of Enterprise Information Management · doi:10.1108/17410391311325225 · Cited by 794 · see citing works
Bag, S., Wood, L. C., Xu, L., Dhamija, P., & Kayıkçı, Y. (2019) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2019.104559 · Cited by 767 · see citing works
Digital health is a cultural transformation of traditional healthcare
Meskó, B., Drobni, Z. D., Bényei, É., Gergely, B., & Győrffy, Z. (2017) · mHealth · doi:10.21037/mhealth.2017.08.07 · Cited by 734 · see citing works
Trending: The Promises and the Challenges of Big Social Data
Манович, Л. (2012) · University of Minnesota Press eBooks · doi:10.5749/minnesota/9780816677948.003.0047 · Cited by 695 · see citing works
Adoption of e‐commerce applications in SMEs
Ghobakhloo, M., Aranda, D. A., & Benítez-Amado, J. (2011) · Industrial Management & Data Systems · doi:10.1108/02635571111170785 · Cited by 621 · see citing works
Lian, J.-W., Yen, D. C., & Wang, Y. (2013) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2013.09.004 · Cited by 620 · see citing works
Partial Least Squares Structural Equation Modeling
(2018) · International series in management science/operations research/International series in operations research & management science · doi:10.1007/978-3-319-71691-6 · Cited by 543 · see citing works
Big Data Analytics in Healthcare
Belle, A., Thiagarajan, R., Soroushmehr, S. M. R., Navidi, F., Beard, D. A., & Najarian, K. (2015) · BioMed Research International · doi:10.1155/2015/370194 · Cited by 527 · see citing works
Blockchain-Based Medical Records Secure Storage and Medical Service Framework
Chen, Y., Ding, S., Xu, Z., Zheng, H., & Yang, S. (2018) · Journal of Medical Systems · doi:10.1007/s10916-018-1121-4 · Cited by 520 · see citing works
Long, T. B., Blok, V., & Coninx, I. (2015) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2015.06.044 · Cited by 498 · see citing works
Concurrence of big data analytics and healthcare: a systematic review
Mehta, N., & Pandit, A. (2018) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2018.03.013 · Cited by 494 · see citing works
TUNG, F., CHANG, S., & CHOU, C. (2008) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2007.06.006 · Cited by 476 · see citing works
Innovation Adoption: A Review of Theories and Constructs
Wisdom, J. P., Chor, K. H. B., Hoagwood, K. E., & Horwitz, S. M. (2014) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-013-0486-4 · Cited by 451 · see citing works
Big data analytics adoption: Determinants and performances among small to medium-sized enterprises
Maroufkhani, P., Tseng, M., Iranmanesh, M., Ismail, W. K. W., & Khalid, H. B. (2020) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2020.102190 · Cited by 449 · see citing works
A Parallel Random Forest Algorithm for Big Data in a Spark Cloud Computing Environment
Chen, J., Li, K., Tang, Z., Bilal, K., Yu, S., Weng, C., & Li, K. (2016) · IEEE Transactions on Parallel and Distributed Systems · doi:10.1109/tpds.2016.2603511 · Cited by 438 · see citing works
Stratman, J. K., & Roth, A. V. (2002) · Decision Sciences · doi:10.1111/j.1540-5915.2002.tb01658.x · Cited by 418 · see citing works
The adoption of artificial intelligence in employee recruitment: The influence of contextual factors
Pan, Y., Froese, F. J., Liu, N., Hu, Y., & Ye, M. (2021) · The International Journal of Human Resource Management · doi:10.1080/09585192.2021.1879206 · Cited by 416 · see citing works
Information security and privacy in healthcare: current state of research
Appari, A., & Johnson, M. E. (2010) · International Journal of Internet and Enterprise Management · doi:10.1504/ijiem.2010.035624 · Cited by 407 · see citing works
Determinants of EDI adoption in the transportation industry
Premkumar, G. P., Ramamurthy, K., & Crum, M. R. (1997) · European Journal of Information Systems · doi:10.1057/palgrave.ejis.3000260 · Cited by 394 · see citing works
Raguseo, E. (2017) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2017.07.008 · Cited by 385 · see citing works
Choi, S. L., Goh, C. F., Adam, M. B. H., & Kowang, T. O. (2016) · Human Resources for Health · doi:10.1186/s12960-016-0171-2 · Cited by 384 · see citing works
Integrated technology-organization-environment (T-O-E) taxonomies for technology adoption
Awa, H. O., Ojiabo, O. U., & Orokor, L. E. (2017) · Journal of Enterprise Information Management · doi:10.1108/jeim-03-2016-0079 · Cited by 378 · see citing works
Nejati, M., Rabiei, S., & Jabbour, C. J. C. (2017) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2017.08.213 · Cited by 377 · see citing works
Big Data Analytics in Medicine and Healthcare
Ristevski, B., & Chen, M. (2018) · Berichte aus der medizinischen Informatik und Bioinformatik/Journal of integrative bioinformatics · doi:10.1515/jib-2017-0030 · Cited by 376 · see citing works
The Diffusion and Assimilation of Information Technology Innovations
Fichman, R. G., & Carroll, W. E. (2000) · Cited by 362 · see citing works
Gutiérrez, A., Boukrami, E., & Lumsden, R. (2015) · Journal of Enterprise Information Management · doi:10.1108/jeim-01-2015-0001 · Cited by 357 · see citing works
Lai, Y., Huifen, S., & Ren, J. (2018) · The International Journal of Logistics Management · doi:10.1108/ijlm-06-2017-0153 · Cited by 357 · see citing works
Aboelmaged, M. G. S. (2017) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2017.12.053 · Cited by 354 · see citing works
The role of technology readiness in customers' perception and adoption of self‐service technologies
Lin, J. C., & Hsieh, P. (2006) · International Journal of Service Industry Management · doi:10.1108/09564230610689795 · Cited by 343 · see citing works
Modelling quality dynamics, business value and firm performance in a big data analytics environment
Ren, S. J.-F., Wamba, S. F., Akter, S., Dubey, R., & Childe, S. J. (2016) · International Journal of Production Research · doi:10.1080/00207543.2016.1154209 · Cited by 340 · see citing works
Pattern of information technology use: The impact on buyer–suppler coordination and performance
Sanders, N. R. (2007) · Journal of Operations Management · doi:10.1016/j.jom.2007.07.003 · Cited by 320 · see citing works
Internet/e‐business technologies acceptance in Canada's SMEs: an exploratory investigation
Ifinedo, P. (2011) · Internet Research · doi:10.1108/10662241111139309 · Cited by 305 · see citing works
Gupta, H., & Barua, M. K. (2016) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2016.03.028 · Cited by 304 · see citing works
What drives ICT adoption by SMEs? Evidence from a large-scale survey in Greece
Giotopoulos, I., Κοντόλαιμου, Α., Korra, E., & Τσακανίκας, Ά. (2017) · Journal of Business Research · doi:10.1016/j.jbusres.2017.08.007 · Cited by 304 · see citing works
Understanding CRM adoption stages: empirical analysis building on the TOE framework
Cruz‐Jesus, F., Pinheiro, A. M. G., & Oliveira, T. (2019) · Computers in Industry · doi:10.1016/j.compind.2019.03.007 · Cited by 292 · see citing works
Understanding SaaS adoption from the perspective of organizational users: A tripod readiness model
Yang, Z., Sun, J., Zhang, Y., & Wang, Y. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2014.12.022 · Cited by 269 · see citing works
A model of adoption determinants of ERP within T-O-E framework
Awa, H. O., & Ojiabo, O. U. (2016) · Information Technology and People · doi:10.1108/itp-03-2015-0068 · Cited by 267 · see citing works
Smartphone usage and increased risk of mobile phone addiction: A concurrent study
Parasuraman, S., Sam, A., Yee, S. K., Chuon, B. C., & Ren, L. (2017) · International Journal of Pharmaceutical Investigation · doi:10.4103/jphi.jphi_56_17 · Cited by 260 · see citing works
A path analytic study of the effect of top management support for information systems performance
Ragu-Nathan, B. S., Apigian, C. H., Ragu‐Nathan, T. S., & Tu, Q. (2004) · Omega · doi:10.1016/j.omega.2004.03.001 · Cited by 243 · see citing works
Consumer acceptance of sports wearable technology: the role of technology readiness
Kim, T., & Chiu, W. (2019) · International Journal of Sports Marketing and Sponsorship · doi:10.1108/ijsms-06-2017-0050 · Cited by 242 · see citing works
Cybersecurity of Hospitals: discussing the challenges and working towards mitigating the risks
Argaw, S. T., Troncoso-Pastoriza, J. R., Lacey, D., Florin, M., Calcavecchia, F., Anderson, D., Burleson, W. P., Vogel, J.-M., O’Leary, C., Eshaya-Chauvin, B., et al. (2020) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-020-01161-7 · Cited by 235 · see citing works
Silow‐Carroll, S., Edwards, J. N., & Rodin, D. (2012) · PubMed · Cited by 211 · see citing works
A Comparative Analysis of Machine Learning Techniques for Cyberbullying Detection on Twitter
Muneer, A., & Fati, S. M. (2020) · Future Internet · doi:10.3390/fi12110187 · Cited by 211 · see citing works
Self-citationShahbaz, M., Gao, C., Zhai, L., Shahzad, F., & Hu, Y. (2019) · Journal Of Big Data · doi:10.1186/s40537-019-0170-y · Cited by 206 · see citing works
Big data in education: a state of the art, limitations, and future research directions
Baig, M. I., Shuib, L. M., & Yadegaridehkordi, E. (2020) · International Journal of Educational Technology in Higher Education · doi:10.1186/s41239-020-00223-0 · Cited by 201 · see citing works
An Empirical Study of Determinants of E-Commerce Adoption in SMEs in Vietnam
Huy, L. V., Rowe, F., Truex, D. P., III, & Huynh, M. Q. (2012) · Journal of Global Information Management · doi:10.4018/jgim.2012070102 · Cited by 198 · see citing works
Visualizing the knowledge structure and evolution of big data research in healthcare informatics
Gu, D., Li, J., Li, X., & Liang, C. (2016) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2016.11.006 · Cited by 198 · see citing works
Health Care Provider Surveys in the United States, 2000–2010
McLeod, C. C., Klabunde, C. N., Willis, G., & Stark, D. S. (2013) · Evaluation & the Health Professions · doi:10.1177/0163278712474001 · Cited by 190 · see citing works
Big data analytics adoption model for small and medium enterprises
Maroufkhani, P., Ismail, W. K. W., & Ghobakhloo, M. (2020) · Journal of Science and Technology Policy Management · doi:10.1108/jstpm-02-2020-0018 · Cited by 189 · see citing works
Revisiting technology-organization-environment (T-O-E) theory for enriched applicability
Awa, H. O., Ukoha, O., & Igwe, S. R. (2017) · The Bottom Line Managing Library Finances · doi:10.1108/bl-12-2016-0044 · Cited by 188 · see citing works
The effect of digital technologies adoption in healthcare industry: a case based analysis
Laurenza, E., Quintano, M., Schiavone, F., & Vrontis, D. (2018) · Business Process Management Journal · doi:10.1108/bpmj-04-2017-0084 · Cited by 181 · see citing works
Benefits and challenges of cloud ERP systems – A systematic literature review
Elmonem, M. A. A., Nasr, E. S., & Geith, M. H. (2016) · Future Computing and Informatics Journal · doi:10.1016/j.fcij.2017.03.003 · Cited by 175 · see citing works
Big Data Analysis: Apache Storm Perspective
SZABIST, Iqbal, M. H., & Soomro, T. R. (2015) · International Journal of Computer Trends and Technology · doi:10.14445/22312803/ijctt-v19p103 · Cited by 173 · see citing works
Chiu, W., & Cho, H. (2020) · Asia Pacific Journal of Marketing and Logistics · doi:10.1108/apjml-09-2019-0534 · Cited by 172 · see citing works
Adoption of computer aided software engineering (CASE) technology
Premkumar, G. P., & Potter, M. W. (1995) · ACM SIGMIS Database the DATABASE for Advances in Information Systems · doi:10.1145/217278.217291 · Cited by 170 · see citing works
Big-Data Business Models: A Critical Literature Review and Multi-Perspective Research Framework
Wiener, M. J., Saunders, C., & Marabelli, M. (2019) · Journal of Information Technology · doi:10.1177/0268396219896811 · Cited by 170 · see citing works
Chang, I., Hwang, H., Hung, M.-C., Ming-hui, L., & Yen, D. C. (2007) · Decision Support Systems · doi:10.1016/j.dss.2007.04.006 · Cited by 162 · see citing works
Bhavnani, S. P., Parakh, K., Atreja, A., Druz, R. S., Graham, G. N., Hayek, S. S., Krumholz, H. M., Maddox, T. M., Majmudar, M. D., Rumsfeld, J. S., et al. (2017) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2017.10.018 · Cited by 162 · see citing works
The impact of big data on firm performance in hotel industry
Yadegaridehkordi, E., Nilashi, M., Shuib, L. M., Nasir, M. H. N. M., Asadi, S., Samad, S., & Awang, N. F. (2019) · Electronic Commerce Research and Applications · doi:10.1016/j.elerap.2019.100921 · Cited by 160 · see citing works
Fast and Interactive Analytics over Hadoop Data with Spark
Franklin, M. J. M., Siebel, T., Zaharia, M., Chowdhury, M., Ta, H., Ma, J. H., McCauley, M., Shenker, S. J., & Stoica, I. G. (2012) · Cited by 159 · see citing works
Vaishnavi, V., Suresh, M., & Dutta, P. (2019) · Benchmarking An International Journal · doi:10.1108/bij-06-2018-0161 · Cited by 153 · see citing works
A multifaceted framework for adoption of cloud computing in Malaysian SMEs
Asiaei, A., & Rahim, N. Z. A. (2019) · Journal of Science and Technology Policy Management · doi:10.1108/jstpm-05-2018-0053 · Cited by 150 · see citing works
Chan, F. T. S., & Chong, A. Y. (2012) · International Journal of Production Research · doi:10.1080/00207543.2012.693961 · Cited by 141 · see citing works
Nkhoma, M. Z., & Dang-Pham, D. (2013) · International Journal of Information Systems and Engineering · doi:10.24924/ijise/2013.04/v1.iss1/30.41 · Cited by 133 · see citing works
Healthcare big data processing mechanisms: The role of cloud computing
Rajabion, L., Shaltooki, A. A., Taghikhah, M., Ghasemi, A., & Badfar, A. (2019) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2019.05.017 · Cited by 127 · see citing works
Mukred, M., Yusof, Z. M., Alotaibi, F. M., Mokhtar, U. A., & Fauzi, F. (2019) · IEEE Access · doi:10.1109/access.2019.2904617 · Cited by 123 · see citing works
Information technology adoption models at firm level: review of literature.
Martins, M. D. R. O., & Oliveira, T. (2010) · Cited by 120 · see citing works
Ali, R. F., Dominic, P. D. D., Ali, S. E. A., Rehman, M., & Sohail, A. (2021) · Applied Sciences · doi:10.3390/app11083383 · Cited by 120 · see citing works
Self-citationModelling the readiness factors for agility in healthcare organization: a TISM approach
Vaishnavi, V., Suresh, M., & Dutta, P. (2019) · Benchmarking An International Journal · doi:10.1108/bij-06-2018-0172 · Cited by 115 · see citing works
Li, Y.-H. (2008) · 2008 International Conference on Management Science and Engineering 15th Annual Conference Proceedings · doi:10.1109/icmse.2008.4668890 · Cited by 112 · see citing works
Telemedicine technologies for confronting COVID-19 pandemic: a review
Bahl, S., Singh, R. P., Javaid, M., Khan, I. H., Vaishya, R., & Suman, R. (2020) · Journal of Industrial Integration and Management · doi:10.1142/s2424862220300057 · Cited by 112 · see citing works
Understanding the Determinants of Big Data Adoption in India
Gangwar, H. (2018) · Information Resources Management Journal · doi:10.4018/irmj.2018100101 · Cited by 111 · see citing works
Kumari, A., Tanwar, S., Tyagi, S., & Kumar, N. (2019) · IET Networks · doi:10.1049/iet-net.2018.5187 · Cited by 109 · see citing works
Health care delivery in Malaysia: changes, challenges and champions
Thomas, S., Beh, L., & Nordin, R. B. (2011) · Journal of Public Health in Africa · doi:10.4081/jphia.2011.e23 · Cited by 98 · see citing works
Electronic health record innovations: Helping physicians – One less click at a time
Guo, U. S., Chen, L., & Mehta, P. H. (2017) · Health Information Management Journal · doi:10.1177/1833358316689481 · Cited by 96 · see citing works
Antecedents of ERP assimilation and its impact on ERP value: A TOE-based model and empirical test
Xu, W., Ou, P., & Fan, W. (2015) · Information Systems Frontiers · doi:10.1007/s10796-015-9583-0 · Cited by 95 · see citing works
Kessler, S. R., Pindek, S., Kleinman, G., Andel, S. A., & Spector, P. E. (2019) · Health Informatics Journal · doi:10.1177/1460458219832048 · Cited by 93 · see citing works
Stagewise Overview of Issues Influencing Organizational Technology Adoption and Use
Saghafian, M., Laumann, K., & Skogstad, M. R. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.630145 · Cited by 92 · see citing works
Sustainability in SMEs: Top Management Teams Behavioral Integration as Source of Innovativeness
Jahanshahi, A. A., & Brem, A. (2017) · Sustainability · doi:10.3390/su9101899 · Cited by 90 · see citing works
Al-Mousa, M. R., Alazzam, M. B., Alsmadi, M. K., Almarashdeh, I., Alkhasawneh, R. A., & Alsmadi, S. (2018) · International Journal of Healthcare Management · doi:10.1080/20479700.2017.1420609 · Cited by 87 · see citing works
Use of big data in drug development for precision medicine: an update
Qian, T., Zhu, S., & Hoshida, Y. (2019) · Expert Review of Precision Medicine and Drug Development · doi:10.1080/23808993.2019.1617632 · Cited by 85 · see citing works
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Sarkar, B. K. (2017) · Complex & Intelligent Systems · doi:10.1007/s40747-017-0040-1 · Cited by 79 · see citing works
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Jamoom, E. W., Patel, V., Furukawa, M. F., & King, J. (2014) · Healthcare · doi:10.1016/j.hjdsi.2013.12.004 · Cited by 75 · see citing works
Effects of Technology Readiness Towards Acceptance of Mandatory Web-Based Attendance System
Nugroho, M. A., & Fajar, M. A. (2017) · Procedia Computer Science · doi:10.1016/j.procs.2017.12.161 · Cited by 75 · see citing works
Raghavan, A., Demircioğlu, M. A., & Taeihagh, A. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18010334 · Cited by 73 · see citing works
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Tashkandi, A., & Al‐Jabri, I. M. (2015) · International Conference on Cloud Computing · doi:10.1109/cloudcomp.2015.7149634 · Cited by 71 · see citing works
Nugroho, M. A. (2015) · Procedia Computer Science · doi:10.1016/j.procs.2015.12.110 · Cited by 71 · see citing works
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Weill, P., & Woerner, S. L. (2019) · The MIT Press eBooks · doi:10.7551/mitpress/11859.003.0005 · Cited by 71 · see citing works
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Koo, J., Kang, G., & Kim, Y. (2020) · Sustainability · doi:10.3390/su122410571 · Cited by 69 · see citing works
An Empirical Study of Factors Influencing E-Commerce Adoption/Non-Adoption in Slovakian SMEs
Walker, J. H., Saffu, K., & Mazurek, M. (2016) · Journal of Internet Commerce · doi:10.1080/15332861.2016.1191049 · Cited by 66 · see citing works
Adoption of Big Data analytics in construction: development of a conceptual model
Ram, J., Afridi, N. K., & Khan, K. A. (2019) · Built Environment Project and Asset Management · doi:10.1108/bepam-05-2018-0077 · Cited by 66 · see citing works
Analysing the adoption of cloud computing service: a systematic literature review
Sharma, M., Gupta, R., & Acharya, P. (2020) · Global Knowledge, Memory and Communication · doi:10.1108/gkmc-10-2019-0126 · Cited by 65 · see citing works
Gu, V. C., Cao, Q., & Duan, W. (2012) · Decision Support Systems · doi:10.1016/j.dss.2012.05.034 · Cited by 59 · see citing works
Factors influencing business intelligence and analytics usage extent in South African organisations
Lautenbach, P., Johnston, K. A., & Adeniran, T. V. (2017) · South African Journal of Business Management · doi:10.4102/sajbm.v48i3.33 · Cited by 59 · see citing works
Monitoring information security risks within health care
van Deursen, N., Buchanan, W. J., & Duff, A. S. (2013) · Computers & Security · doi:10.1016/j.cose.2013.04.005 · Cited by 58 · see citing works
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Muneer, A., Fati, S. M., & Fuddah, S. (2020) · TELKOMNIKA (Telecommunication Computing Electronics and Control) · doi:10.12928/telkomnika.v18i1.12434 · Cited by 58 · see citing works
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Ruivo, P., Johansson, B., Sarker, S., & Oliveira, T. (2020) · Computers in Industry · doi:10.1016/j.compind.2020.103209 · Cited by 58 · see citing works
Chen, S., Li, S.-H., Liu, S.-C., Yen, D. C., & Ruangkanjanases, A. (2021) · Symmetry · doi:10.3390/sym13030467 · Cited by 57 · see citing works
Chen, J., Li, K., Tang, Z., Bilal, K., & Li, K. (2016) · IEEE Access · doi:10.1109/access.2016.2558199 · Cited by 54 · see citing works
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Oliveira, T., & Martins, M. F. O. (2008) · International Conference on e-Business · doi:10.5220/0001907603700377 · Cited by 53 · see citing works
Devadass, L., Sekaran, S. S., & Thinakaran, R. (2017) · International Journal of Students Research in Technology & Management · doi:10.18510/ijsrtm.2017.516 · Cited by 51 · see citing works
Shim, H.-S., Han, S.-L., & Ha, J. (2020) · Sustainability · doi:10.3390/su13010095 · Cited by 51 · see citing works
Cloud enterprise resource planning adoption
Saeed, I., Juell-Skielse, G., & Uppström, E. (2012) · CRC Press eBooks · doi:10.1201/b12295-45 · Cited by 49 · see citing works
Continuance Use of Cloud Computing in Higher Education Institutions: A Conceptual Model
Qasem, Y. A. M., Abdullah, R., Yaha, Y., & Atana, R. (2020) · Applied Sciences · doi:10.3390/app10196628 · Cited by 49 · see citing works
Kapoor, K. K., Dwivedi, Y. K., & Williams, M. D. (2015) · Information Systems Management · doi:10.1080/10580530.2015.1018776 · Cited by 45 · see citing works
ICT in Small Firms: Factors Affecting the Adoption and Use of ICT in Southeast England SMEs
Harindranath, G., Dyerson, R., & Barnes, D. (2008) · Journal of the Association for Information Systems · Cited by 44 · see citing works
Jarrar, Y., Awobamise, A. O., & Sellos, P. S. (2020) · International Journal of Data and Network Science · doi:10.5267/j.ijdns.2020.6.003 · Cited by 44 · see citing works
Mukred, M., Yusof, Z. M., Ahmed, W. A., Mokhtar, U. A., & Hawash, B. (2021) · Information Development · doi:10.1177/0266666920980829 · Cited by 44 · see citing works
Analysis of Influencing Factors of Big Data Adoption in Chinese Enterprises Using DANP Technique
Wang, L., Yang, M., Pathan, Z. H., Salam, S., Shahzad, K., & Zeng, J. (2018) · Sustainability · doi:10.3390/su10113956 · Cited by 43 · see citing works
The Usefulness and Challenges of Big Data in Healthcare
Fatt, Q. K., & Ramadas, A. (2018) · Journal of Healthcare Communications · doi:10.4172/2472-1654.100131 · Cited by 42 · see citing works
Dong, K., Ali, R. F., Dominic, P. D. D., & Ali, S. E. A. (2021) · Sustainability · doi:10.3390/su13052800 · Cited by 41 · see citing works
Self-citationCloud computing capability: its technological root and business impact
Luo, X., Zhang, W., Li, H., Bose, R., & Chung, Q. B. (2018) · Journal of Organizational Computing and Electronic Commerce · doi:10.1080/10919392.2018.1480926 · Cited by 40 · see citing works
Sullivan, C. M., & Staib, A. N. (2017) · Australian Health Review · doi:10.1071/ah16294 · Cited by 39 · see citing works
User acceptance of E-Government Services Based on TRAM model
Adiyarta, K., Napitupulu, D. B., Nurdiyanto, H., Rahim, R., & Ahmar, A. S. (2018) · IOP Conference Series Materials Science and Engineering · doi:10.1088/1757-899x/352/1/012057 · Cited by 37 · see citing works
Impact of Smartphones on Young Generation
Rather, M. K., & RAther, S. A. (2019) · Lincoln (University of Nebraska) · Cited by 37 · see citing works
FACTORS AFFECTING THE ADOPTION OF BIG DATA ANALYTICS IN COMPANIES
Cabrera-Sánchez, J.-P., & Villarejo-Ramos, Á. (2019) · Revista de Administração de Empresas · doi:10.1590/s0034-759020190607 · Cited by 37 · see citing works
Big data in healthcare: a discussion on the big challenges
Stylianou, A., & Talias, Μ. A. (2016) · Health and Technology · doi:10.1007/s12553-016-0152-4 · Cited by 36 · see citing works
Ijab, M. T., Wahab, S. M. A., Salleh, M. A. M., & Bakar, A. A. (2019) · International Conference on Research and Innovation in Information Systems · doi:10.1109/icriis48246.2019.9073631 · Cited by 36 · see citing works
A Continuous Cuffless Blood Pressure Estimation Using Tree-Based Pipeline Optimization Tool
Fati, S. M., Muneer, A., Akbar, N. A., & Taib, S. M. (2021) · Symmetry · doi:10.3390/sym13040686 · Cited by 36 · see citing works
Self-citationPhilosophical Aspects of Dual Use Technologies
Pustovit, S. V., & Williams, E. (2008) · Science and Engineering Ethics · doi:10.1007/s11948-008-9086-1 · Cited by 34 · see citing works
Ali, R. F., Dominic, P. D. D., & Ali, K. (2020) · Sustainability · doi:10.3390/su12208576 · Cited by 34 · see citing works
Self-citationA Bibliometric Analysis of Articles Citing the Unified Theory of Acceptance and Use of Technology
Williams, M. D., Rana, N. P., & Dwivedi, Y. K. (2011) · Integrated series on information systems/Integrated series in information systems · doi:10.1007/978-1-4419-6108-2_3 · Cited by 33 · see citing works
(2019) · Advanced sciences and technologies for security applications · doi:10.1007/978-3-030-11289-9 · Cited by 32 · see citing works
Determinants of e-Commerce Adoption by Small Firms in Portugal
Martins, M. D. R. O., & Oliveira, T. (2009) · Cited by 30 · see citing works
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Amron, M. T., Ibrahim, R., Bakar, N. A. A., & Chuprat, S. (2019) · International Journal of Engineering Business Management · doi:10.1177/1847979019880709 · Cited by 28 · see citing works
Naseer, S., Ali, R. F., Fati, S. M., & Muneer, A. (2021) · IEEE Access · doi:10.1109/access.2021.3080041 · Cited by 27 · see citing works
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Iljashenko, O., Bagaeva, I., & Левина, А. В. (2019) · IOP Conference Series Materials Science and Engineering · doi:10.1088/1757-899x/497/1/012029 · Cited by 26 · see citing works
Naseer, S., Ali, R. F., Muneer, A., & Fati, S. M. (2021) · Symmetry · doi:10.3390/sym13040560 · Cited by 26 · see citing works
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Understanding Adoption of Big Data Analytics in China: From Organizational Users Perspective
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Adopting innovation management software in university innovation commercialization
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Nabhani, I., Daryanto, A., Machfud, M., & Rifin, A. (2016) · Agris on-line Papers in Economics and Informatics · doi:10.7160/aol.2016.080209 · Cited by 22 · see citing works
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Investigating the determinants of Big Data Analytics (BDA) adoption in Asian emerging economies.
Agrawal, K. P. (2015) · Journal of the Association for Information Systems · Cited by 21 · see citing works
Critical Factors Affecting the Intention to Adopt Big Data Analytics in Apparel Sector, Sri Lanka
Bolonne, H., & Wijewardene, P. (2020) · International Journal of Advanced Computer Science and Applications · doi:10.14569/ijacsa.2020.0110620 · Cited by 19 · see citing works
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Ratnam, K. A., & Dominic, P. D. D. (2014) · International Journal of Business Information Systems · doi:10.1504/ijbis.2014.063932 · Cited by 16 · see citing works
Self-citationAlshagathrh, F. M., Khan, S., Alothmany, N., Al-Rawashdeh, N., & Househ, M. S. (2018) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2018.08.005 · Cited by 16 · see citing works
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Muneer, A., & Fati, S. M. (2019) · Journal of Information Technology Research · doi:10.4018/jitr.2019070107 · Cited by 14 · see citing works
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Rice, S. C., & Winter, S. R. (2020) · International Journal of Aviation Aeronautics and Aerospace · doi:10.15394/ijaaa.2020.1457 · Cited by 13 · see citing works
Tarofder, A. K., Jawabri, A., Haque, A., & Sherief, S. R. (2019) · Industrial Engineering & Management Systems · doi:10.7232/iems.2019.18.3.482 · Cited by 12 · see citing works
Anjum, N., & Islam, M. A. (2020) · International Journal of Academic Research in Accounting Finance and Management Sciences · doi:10.6007/ijarafms/v10-i3/8140 · Cited by 12 · see citing works
Sharing of Medical Information on Cloud Platform-A Review
Dept of CSE, R., Gupta, A., & Mann, K. S. (2014) · IOSR Journal of Computer Engineering · doi:10.9790/0661-16270811 · Cited by 11 · see citing works
A Process Model Collection and Gold Standard Correspondences for Process Model Matching
Shahzad, K., Nawab, R. M. A., Abid, A., Sharif, K., Ali, R. F., Aslam, F., & Mazhar, A. (2019) · IEEE Access · doi:10.1109/access.2019.2900174 · Cited by 11 · see citing works
Self-citationGui, Z., Yu, M., Yang, C. P., Jiang, Y., Chen, S., Xia, J., Huang, Q., Liu, K., Li, Z., Hassan, M. A., et al. (2016) · PLoS ONE · doi:10.1371/journal.pone.0152250 · Cited by 10 · see citing works
Impact of emerging technology innovations on healthcare transformation in developing countries
Ghaleb, E. A. B., Dominic, P. D. D., & Sarlan, A. B. (2020) · International Sustainability and Resilience Conference · doi:10.1109/ieeeconf51154.2020.9319955 · Cited by 7 · see citing works
Self-citationA state-of-the-art analysis of innovation models and innovation software tools
Amini, A. (2015) · BCU Open Access Repository (Birmingham City University) · Cited by 6 · see citing works
Duration of Competitive Advantage due to Emerging Technology Adoption
Stratopoulos, T. C. (2016) · Academy of Management Proceedings · doi:10.5465/ambpp.2016.17671abstract · Cited by 4 · see citing works
Information Security Policy And Compliance In Oil And Gas Organizations-A Pilot Study
Ali, R. F., Dominic, P. D. D., & Karunakaran, P. K. (2020) · Solid State Technology · Cited by 4 · see citing works
Self-citationA Debate on the Ethics of Body Enhancement Technologies and Regeneration
Frize, M. (2013) · World Congress on Medical Physics and Biomedical Engineering, September 7 - 12, 2009, Munich, Germany · doi:10.1007/978-3-642-29305-4_544 · Cited by 3 · see citing works
Implementing digital learning for health
Antoniou, P. E. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-813144-2.00007-6 · Cited by 3 · see citing works
Benzmann, S. P. J. (2021) · Utrecht University Repository (Utrecht University) · Cited by 1 · see citing works
Flagged first, then by citations
9 of the 192 references couldn’t be matched to a known paper.
Research works printed but not linked: 16
- [5]5. Ghaleb, E.A.; Dominic, P.; Mohamed, I.; Almaghthawi, A.; AL-Ashmori, A. Factors Affecting the Quality on the Health Information System users among the Yemeni Hospitals. Solid State Technol. 2020 , 63 , 9202-9209.
- [11]11. Ali, R.F.; Dominic, P.; Ali, S.E.A.; Naseer, S. Information Security Behavior of IT Professionals (Role of Polices and Compliance). Solid State Technol. 2020 , 63 , 21601-21608.
- [18]18. Gahleb, E.; Mohamed, I. Health information system success framework based on user requirements perspective. J. Theor. Appl. Inf. Technol. 2018 , 96 , 3740-3746.
- [30]30. Jeremiah, P.; Samy, G.N.; Ponkoodalingam, K.; Shanmugam, B.; Maarop, N. Unravelling the Ubiquitous Information Security Compliance Conundrum Among Practitioners in Private Healthcare Organisations Within Malaysia. Psychol. Educ. J. 2020 , 57 , 3585-3600.
- [44]44. Bahl, S.; Singh, R.P.; Javaid, M.; Khan, I.H.; Vaishya, R.; Suman, R. Telemedicine technologies for confronting COVID-19 pandemic: Areview. J. Ind. Integr. Manag. 2020 , 5 . [CrossRef]
- [56]56. Christodoulakis, A.; Karanikas, H.; Billiris, A.; Thireos, E.; Pelekis, N. 'Big data' in health care. Arch. Hell. Med. Arheia Ellenikes Iatr. 2016 , 33 , 490-496.
- [63]63. Piai, S.; Claps, M. Bigger data for better healthcare. IDC Health Insights 2013 , 8 , 1-24.
- [70]70. Lee, S.W. Research on Determinants for Big Data System Adoption in Organization. Ph.D. Thesis, Graduate School of Sungkyunkwan University Seoul, Seoul, Korea, August 2016.
- [75]75. Dedrick, J.; West, J. Why firms adopt open source platforms: A grounded theory of innovation and standards adoption. In Standard Making: A Critical Research Frontier for Information Systems ; Management Information Systems Research Center, University of Minnesota: Minneapolis, MN, USA; Saint Paul, MN, USA, 2003; pp. 236-257.
- [79]79. Kim, J.K. A Study on the Usage Intention of Category Types in the Mobile Application Based on the Technology Readiness and Acceptance Model. Ph.D. Thesis, Kongju National University, Gongju, Korea, 2013.
- [93]93. Rogers, E. The Diffusion of Innovations , 4th ed.; The Free Press, Simon and Schuster: New York, NY, USA, 1995.
- [121]121. Rogers, E.M.; Singhal, A.; Quinlan, M.M. Diffusion of Innovations ; Routledge: London, UK, 2014.
- [126]126. Kandil, A.M.N.A.; Ragheb, M.A.; Ragab, A.A.; Farouk, M. Examining the effect of TOE model on cloud computing adoption in Egypt. Bus. Manag. Rev. 2018 , 9 , 113-123.
- [159]159. Amini, M.; Sadat Safavi, N.; Mirzaeyan Bahnamiri, R.; Mirzaei Omran, M.; Amini, M. Development of an instrument for assessing the impact of environmental context on adoption of cloud computing for small and medium enterprises. Aust. J. Basic Appl. Sci. AJBAS 2014 , 8 , 129-135.
- [165]165. Hair, J.F., Jr.; Hult, G.T.M.; Ringle, C.; Sarstedt, M. A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) ; Sage Publications: Thousand Oaks, CA, USA, 2016.
- [177]177. Hair, J.F., Jr.; Sarstedt, M.; Hopkins, L.; Kuppelwieser, V.G. Partial least squares structural equation modeling (PLS-SEM). Eur. Bus. Rev. 2014 , 26 , 106-121. [CrossRef]
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Hassan, M. F. A., Ngah, A. H., & Tio, M. B. Y. (2023) · OPSEARCH · doi:10.1007/s12597-023-00683-8 · Cited by 16 · see citing works
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Bazel, M. A., Mohammed, F., Ahmad, M. B., Baarimah, A. O., & Maskari, T. A. (2025) · Scientific Reports · doi:10.1038/s41598-025-95253-x · Cited by 21 · see citing works
Alwakid, W., & Dahri, N. A. (2025) · Education and Information Technologies : Official Journal of the IFIP technical committee on Education · doi:10.1007/s10639-025-13777-1 · Cited by 10 · see citing works
Taganoviq, B., Kurutkan, M. N., Bağış, M., Hoxha, A., Kryeziu, B., Hysenaj, A., Haxhijakupi, E., Bimbashi, A., Shabani, A. D., Hyseni, B., et al. (2023) · Human Systems Management · doi:10.3233/hsm-220202 · Cited by 12 · see citing works
Merchant adoption intention of mobile payment platforms in Malaysia
Ojo, A. O., Fawehinmi, O. O., Tan, C. N.-L., & Ojo, O. T. (2023) · Journal of Systems and Information Technology · doi:10.1108/jsit-08-2022-0200 · Cited by 18 · see citing works
Kumar, R., Singh, A. K., Kassar, A. S. A., Humaida, M. I., Joshi, S., & Sharma, M. (2025) · Frontiers in Public Health · doi:10.3389/fpubh.2025.1558644 · Cited by 16 · see citing works
Meri, A., Hasan, M. K., Dauwed, M., Jarrar, M., Aldujaili, A. A., Al‐Bsheish, M., Shehab, S., & Kareem, H. M. (2023) · PLoS ONE · doi:10.1371/journal.pone.0290654 · Cited by 11 · see citing works
Assaye, B. T., Endalew, B., Tadele, M. M., Teferie, G. H., Teym, A., Hune, Y., Senishaw, A. F., Wubante, S. M., Ngusie, H. S., & Haimanot, A. B. (2024) · Heliyon · doi:10.1016/j.heliyon.2024.e38570 · Cited by 11 · see citing works
Han, X., & Gooi, L.-M. (2025) · Sustainability · doi:10.3390/su17062621 · Cited by 10 · see citing works
Determinants of adoption of IS-based service innovations in government to create public value
Duhamel, F. B., Gutierrez-Martinez, I. O., Cordova-Díaz, H., & Cue-Funes, S. R. (2022) · Transforming Government People Process and Policy · doi:10.1108/tg-10-2021-0159 · Cited by 11 · see citing works
Madaki, A. S., Ahmad, K., Singh, D., & Abdullah, A. A. R. A. (2023) · doi:10.1109/iceei59426.2023.10346696 · Cited by 9 · see citing works
Hospital Information Systems in Malaysia: Current Issues and Blockchain Technology as a Solution
Bazel, M. A., Ahmad, M. B., & Mohammed, F. (2022) · International Conference on Emerging Smart Technologies and Applications (eSmarTA) · doi:10.1109/esmarta56775.2022.9935387 · Cited by 10 · see citing works
Watts, S., & Munir, T. (2025) · International Journal of Productivity and Performance Management · doi:10.1108/ijppm-01-2025-0001 · Cited by 10 · see citing works
Readiness of SMEs for Adopt Big Data: An Empirical Study in Vietnam
Nguyen, G. T., Liaw, S., & Duong, X.-L. (2022) · International Journal of Computing and Digital Systems · doi:10.12785/ijcds/120141 · Cited by 9 · see citing works
Diversifying configurational paths for athlete data protection
Guo, X., Li, X., & Guo, M. (2024) · Scientific Reports · doi:10.1038/s41598-024-83792-8 · Cited by 7 · see citing works
Aina, A. T. (2025) · FUDMA Journal of Accounting and Finance Research [FUJAFR] · doi:10.33003/fujafr-2025.v3i2.157.1-15 · Cited by 6 · see citing works
Lu, J., Deng, Q., Chen, Y., & Liu, W. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1174334 · Cited by 6 · see citing works
Real Life Monitoring of Conveyor Line Speed Using IoT and Raspberry Pi
Al-Shahethi, M. G., Muneer, A., Ghaleb, E. A. A., Darshi, S., & Almohammedi, A. A. (2021) · International Conference on Intelligent Technology, System and Service for Internet of Everything (ITSS-IoE) · doi:10.1109/itss-ioe53029.2021.9615298 · Cited by 6 · see citing works
Self-citationAldossari, S., Mokhtar, U. A., & Ghani, A. T. A. (2025) · SAGE Open · doi:10.1177/21582440251369162 · Cited by 8 · see citing works
Sustainable halal supply chain management: a multi-theory perspective
Talib, M. S. A., Zulfakar, M. H., & Kurniawati, D. A. (2025) · Journal of Islamic marketing · doi:10.1108/jima-04-2024-0157 · Cited by 10 · see citing works
Chong, L. Y. Q., Lim, T. S., & Nipo, D. T. (2026) · Journal of Modelling in Management · doi:10.1108/jm2-06-2025-0307 · Cited by 5 · see citing works
Challenges in big data adoption for Malaysian organizations: a review
Zian, L. Q., Zulkarnain, N. Z., & Kumar, Y. J. (2024) · Indonesian Journal of Electrical Engineering and Computer Science · doi:10.11591/ijeecs.v33.i1.pp507-517 · Cited by 5 · see citing works
Determining Decision-Making Factors for Technology Adoption in the Construction Industry
Hatoum, M. B., & Nassereddine, H. (2024) · Artificial intelligence · doi:10.5772/intechopen.1004365 · Cited by 5 · see citing works
Navigating the Data-Driven Future of Virtual and Hybrid Events
Semwal, R. L., Tyagi, P. K., Tripathi, N., & Pandey, U. K. (2024) · Advances in hospitality, tourism and the services industry (AHTSI) book series · doi:10.4018/979-8-3693-2272-7.ch019 · Cited by 5 · see citing works
Jose, A., Cawley, A. F. M., Gaete, L. E., Tortorella, G. L., Vassolo, R. S., Kumar, M., Rich, N., & Kumar, M. (2025) · IEEE Access · doi:10.1109/access.2025.3536089 · Cited by 4 · see citing works
Drought risk assessment for agriculture in Afghanistan
Jamalzi, A. R., Ikram, Q. D., Akhtar, F., de Boer, T., & Jaramillo, F. (2026) · Stochastic Environmental Research and Risk Assessment · doi:10.1007/s00477-025-03134-6 · Cited by 4 · see citing works
Babaee, A., Shank, D. B., Canfield, C., Hall, J. G., Lentine, K. L., Randall, H. B., & Schnitzler, M. A. (2026) · Digital Health · doi:10.1177/20552076261425344 · Cited by 4 · see citing works
Ali, M., Lyu, C., Tian, X., Jiang, C., & Li, Q. (2025) · Acta Psychologica · doi:10.1016/j.actpsy.2025.105495 · Cited by 4 · see citing works
Mbwambo, E., & Mandari, H. E. (2023) · Journal of international technology and information management · doi:10.58729/1941-6679.1574 · Cited by 5 · see citing works
Bojnordi, A. J. J., Nezhad, M. Z., Bagheri, R., Bazrafshan, M., & Sohrabi, B. (2025) · Discover Health Systems · doi:10.1007/s44250-025-00204-y · Cited by 4 · see citing works
Big Data in Healthcare Transformation: A Short Review
Ghaleb, E. A. A., Dominic, P. D. D., Muneer, A., & Almohammedi, A. A. (2022) · International Conference on Decision Aid Sciences and Applications (DASA) · doi:10.1109/dasa54658.2022.9764966 · Cited by 4 · see citing works
Self-citationFAKTOR TEKNOLOGI TERHADAP ADOPSI BIG DATA PADA ERA TRANSFORMASI DIGITAL
Ratnasari, M. A., & Hasnawati (2023) · JURNAL INFORMASI PERPAJAKAN AKUNTANSI DAN KEUANGAN PUBLIK · doi:10.25105/jipak.v18i2.17243 · Cited by 7 · see citing works
Executive Compensation - Ethical Issues in Human Resource
Naji, G. M. A., Isha, A. S. N., Alzoraik, M. I., Sharafaddin, O., Ghaleb, E. A. A., & AL-Ashmori, A. M. (2022) · International Journal of Intellectual Human Resource Management (IJIHRM) · doi:10.46988/ijihrm.03.01.2022.003 · Cited by 4 · see citing works
Self-citationHarnessing holographic technology in science education: an integrated GETAMEL-TOE model analysis
Özdemir, A. M., & Ateş, H. (2025) · Interactive Learning Environments · doi:10.1080/10494820.2025.2564738 · Cited by 3 · see citing works
Ristandi, D. K., Maarif, M. S., Affandi, J., & Sukmawati, A. (2026) · Cogent Business & Management · doi:10.1080/23311975.2026.2642549 · Cited by 3 · see citing works
Barakabitze, A. A., Aloyce, M., Rashidi, F., & Shao, D. D. (2023) · Journal of ICT Systems · doi:10.56279/jicts.v1i2.47 · Cited by 3 · see citing works
Zibarzani, M., Abumalloh, R. A., & Nilashi, M. (2024) · Environment Development and Sustainability · doi:10.1007/s10668-024-05768-y · Cited by 4 · see citing works
Adoption of telemedicine by French public health professionals during the covid-19 pandemic
Sebai, J., & Manzani, Y. E. (2024) · Management & Prospective · doi:10.3917/g2000.402.0013 · Cited by 3 · see citing works
Fin-Tech Application in Saudi Arabia
Rabhan, B. S., & Almezeini, N. (2025) · Journal of Electronic Commerce in Organizations · doi:10.4018/jeco.383602 · Cited by 2 · see citing works
Enhancing internal audit efficiency in Saudi Arabian SMEs: the impact of cloud adoption determinants
Hakami, T. A. (2025) · SN Business & Economics · doi:10.1007/s43546-025-00992-8 · Cited by 3 · see citing works
Pathways to Sustainability in SMEs : The Role of Green Behavioral Intention and Technology Adoption
Gokmen, E., Özdenizci, B., & Huseynov, F. (2026) · Sustainable Development · doi:10.1002/sd.70687 · Cited by 2 · see citing works
Mehraeen, M., Mahmoudi, L., & Sharifi, M. H. (2023) · International Conference on Computer and Knowledge Engineering · doi:10.1109/iccke60553.2023.10326258 · Cited by 2 · see citing works
Exploring the potential of adopting geofence mobile technology in the South African retail sector
Cheruiyot, K., & Moenyane, K. (2024) · Cogent Business & Management · doi:10.1080/23311975.2024.2327126 · Cited by 5 · see citing works
Adopción de Big Data Analitycs en las PyMEs
Pérez, L. M. H., & Pérez, J. M. (2024) · Investigación Administrativa · doi:10.35426/iav53n134.01 · Cited by 3 · see citing works
Abujraiban, A., Assaf, G., & Hmoud, A. Y. R. (2025) · Journal of Management Analytics · doi:10.1080/23270012.2025.2455550 · Cited by 2 · see citing works
A framework for assessing cloud-computing readiness in Limpopo provincial hospitals
Mmako, M. J., & Kgopa, A. T. (2025) · South African journal of information management · doi:10.4102/sajim.v27i1.1916 · Cited by 2 · see citing works
Motwani, J., & Kataria, A. (2022) · Advances in logistics, operations, and management science book series · doi:10.4018/978-1-6684-5864-8.ch013 · Cited by 2 · see citing works
Al-Shaibany, S., Almohammedi, A. A., Shepelev, V., Darshi, S., Al-Hemyari, A., Alsharaby, A. A. A., Abdullah, A. M. M., Alhadry, A. S. M., & Alomary, E. A. D. (2021) · International Conference on Intelligent Technology, System and Service for Internet of Everything (ITSS-IoE) · doi:10.1109/itss-ioe53029.2021.9615304 · Cited by 1 · see citing works
Ahmed, S. M., Mohamed, I., & Ghaleb, E. A. A. (2024) · Journal of Ecohumanism · doi:10.62754/joe.v3i8.5309 · Cited by 1 · see citing works
Self-citationLema, H. V., Lisovych, T. Y., Oleksiv, I. B., Kharchuk, V., Shulyar, R., & Lema, O. I. (2025) · Lecture notes on data engineering and communications technologies · doi:10.1007/978-3-031-84228-3_37 · Cited by 1 · see citing works
Factors fostering cloud-based services adoption in Chinese academic libraries
Yuan, X. (2025) · The Electronic Library · doi:10.1108/el-12-2024-0377 · Cited by 1 · see citing works
Optimization of University Library Services through Big Data and Multi-source Data Fusion
Zhu, D. (2025) · Annals of Emerging Technologies in Computing · doi:10.33166/aetic.2025.04.001 · Cited by 1 · see citing works
Chenchu, M. K., Ruikar, K. D., & Jha, K. N. (2026) · International Journal of Construction Management · doi:10.1080/15623599.2026.2627303 · Cited by 1 · see citing works
Ali, M., Lyu, C., Tian, X., Jiang, C., & Li, Q. (2026) · SAGE Open · doi:10.1177/21582440261420896 · Cited by 1 · see citing works
Desu, V. D. S. R., & Raj, S. N. V. (2026) · Frontiers in Artificial Intelligence · doi:10.3389/frai.2026.1761352 · Cited by 1 · see citing works
Aboushouk, M. A., & Tamamm, M. (2023) · International Journal for Tourism, Archaeology and Hospitality · doi:10.21608/ijtah.2023.178344.1020 · Cited by 1 · see citing works
Ahmed, I. N. I., Marziana, L., & Nor, R. M. (2023) · International Journal Of Management and Applied Research · doi:10.18646/2056.101.23-004 · Cited by 1 · see citing works
Towards a Sustainable Digital Ecosystem: Exploring New Frontiers in Information Systems
Sohaib, O. (2024) · Sustainability · doi:10.3390/su16093511 · Cited by 1 · see citing works
Mavutha, W. (2024) · International Journal of Research in Business and Social Science (2147-4478) · doi:10.20525/ijrbs.v13i5.3314 · Cited by 1 · see citing works
Factors influencing the adoption of business analytics in Zimbabwe
Tichavavamwe, C., & Rachmawati, R. (2024) · Jurnal Manajemen dan Pemasaran Jasa · doi:10.25105/v17i2.19932 · Cited by 1 · see citing works
Arora, S., & Singh, D. K. K. (2024) · International Conference on Contemporary Computing · doi:10.1145/3675888.3676048 · Cited by 1 · see citing works
Syaifullah, S., Ariffin, S. A., & Nordin, N. M. (2024) · Journal of Applied Engineering and Technological Science (JAETS) · doi:10.37385/jaets.v6i1.4970 · Cited by 1 · see citing works
Big Data Analytics Adoption in Malaysia Digital Status Companies: The Moderating Role of Training
Muhammad, N. K., Osman, N. H., & Salleh, N. A. (2025) · Journal of Information and Knowledge Management · doi:10.24191/jikm.v15i1.4418 · Cited by 1 · see citing works
Mayndarto, E. C. (2025) · BAILEO JURNAL SOSIAL HUMANIORA · doi:10.30598/baileofisipvol2iss3pp382-399 · Cited by 7 · see citing works
Mwogosi, A., & Mambile, C. (2023) · Research Square · doi:10.21203/rs.3.rs-3073666/v1 · Cited by 1 · see citing works
Cudjoe, E. K., & Asilevi, P. A. (2026) · Universal Access in the Information Society · doi:10.1007/s10209-026-01379-8
Determinants of Data Science Adoption in Organizations
Daradkeh, M. K. (2022) · Advances in web technologies and engineering book series · doi:10.4018/978-1-7998-9426-1.ch003
A Proposed Framework to Analyze the Current Digital Health Status in Egypt
Abdella, A. K., Elnady, M. A., Aladel, L., & Sabry, H. M. (2022) · Smart innovation, systems and technologies · doi:10.1007/978-981-19-5403-0_13
The Impact of Integration of 4.0 Technologies in the Traditional Manufacturing Industry
Puche, A. M., Jiménez‐Zarco, A. I., & Izquierdo‐Yusta, A. (2023) · Advances in logistics, operations, and management science book series · doi:10.4018/978-1-6684-9261-1.ch017
ELECTRONIC BANKING AND PERFORMANCE OF COMMERCIAL BANKS IN MOMBASA COUNTY, KENYA
UMUGWANEZA, J. P., & KISING’U, T. M. (2023) · Strategic Journal of Business & Change Management · doi:10.61426/sjbcm.v10i2.2635
Research on the reform of English teaching based on big data technology
Zheng, J. (2023) · Applied Mathematics and Nonlinear Sciences · doi:10.2478/amns.2023.2.00311
Mziray, E. J., & Mshana, J. A. (2023) · European Journal of Theoretical and Applied Sciences · doi:10.59324/ejtas.2023.1(5).100
- Authors
- Ghaleb, E. A. A., Dominic, P. D. D., Fati, S. M., Muneer, A., & Ali, R. F.
- Affiliations
- Universiti Teknologi Petronas (MY)
- Prince Sultan University (SA)
- Corresponding author
- Ghaleb, Ebrahim A. A.
- Ali, Rao Faizan
- Venue
- Sustainability
- Publisher
- MDPI AG
- Published
- 2021-07-27
- Volume
- 13
- Issue
- 15
- Pages
- 8379
- ISSN
- 2071-1050 (ISSN-L)
- OpenAlex
- W3187019838
- Cited by
- 134
- References
- 192
- Citations by year
- 2026: 23 · 2025: 34 · 2024: 32 · 2023: 27 · 2022: 15 · 2021: 3
- FWCI
- 19.02
- Type
- journal article
- Language
- en
- Update notices
- correction (2021-07-27)
- Open access
- gold
- doi.org
- Licence
- Locations
- Sustainability (publishedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Prince Sultan University (Funding Agency PSU-Funding number 0000)
- Topics
- Social Sciences › Business, Management and Accounting › Management Information Systems › Big Data and Business Intelligence
- Social Sciences › Decision Sciences › Information Systems and Management › Big Data Technologies and Applications
- Social Sciences › Business, Management and Accounting › Management Information Systems › Information Technology Governance and Strategy
- Keywords
- big data adoption, technology-organization-environment framework, healthcare organizations, healthcare workers, adoption readiness, technological complexity, developing countries
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