{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T02:32:02Z","timestamp":1771468322038,"version":"3.50.1"},"reference-count":65,"publisher":"Emerald","issue":"5","license":[{"start":{"date-parts":[[2023,5,30]],"date-time":"2023-05-30T00:00:00Z","timestamp":1685404800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.emerald.com\/insight\/site-policies"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["AJIM"],"published-print":{"date-parts":[[2024,8,13]]},"abstract":"<jats:sec><jats:title content-type=\"abstract-subheading\">Purpose<\/jats:title><jats:p>This study investigates the pathways for adopting IoTs and BDA technologies to improve healthcare management.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Design\/methodology\/approach<\/jats:title><jats:p>The study relied on 445 healthcare professionals' perspectives to explore different causal pathways to IoTs and BDA adoption and usage for daily healthcare management. The Fussy-set Qualitative Comparative Analysis was adopted to explore the underlying pathways for healthcare management.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Findings<\/jats:title><jats:p>The empirical analysis revealed six different configural paths influencing the acceptance and use of IoTs and BDA for healthcare improvement. Two key user topologies from the six configural paths, digital literacy and ease of use and social influence and behavioural intentions, mostly affect the paths for using digital health technologies by healthcare physicians.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Research limitations\/implications<\/jats:title><jats:p>Despite this study's novel contributions, limitations include the fsQCA methodology, perceptual data and the context of the study. The fsQCA methodology is still evolving with different interpretations, although it reveals new insights and as such further studies are required to explain the configural paths of social phenomena. Additionally, future research should consider other constructs beyond the UTAUT and digital literacy to illustrate configural paths to healthcare technology acceptance and usage. Again, the views of healthcare professionals are perceptual data. Hence future research on operational data will support significant contributions towards pathways to accept and use emerging technologies for healthcare improvement. Lastly, this study is from a developing country perspective where emerging digital healthcare technology is still emerging to support healthcare management. Hence, more investigation from other cross-country analyses of configural paths for digital technology deployment in healthcare will enhance the conversation with IoTs and BDA for healthcare management.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Practical implications<\/jats:title><jats:p>Holistically, the acceptance and use of healthcare technologies and platforms is not solely on their capabilities, but a combination of distinct factors driven by users' perspectives. This offers healthcare administrators and institutions to essentially reflect on the distinct combinations of conditions favourable to health professionals who can use IoTs and BDA for healthcare improvement.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Originality\/value<\/jats:title><jats:p>This study is among the few scholarly works to empirically investigate the configural paths to support healthcare improvement with emerging technologies. Using fsQCA is a unique contribution to existing information system literature for configural paths for healthcare improvement with emerging digital technologies.<\/jats:p><\/jats:sec>","DOI":"10.1108\/ajim-10-2022-0465","type":"journal-article","created":{"date-parts":[[2023,5,28]],"date-time":"2023-05-28T13:06:20Z","timestamp":1685279180000},"page":"800-821","source":"Crossref","is-referenced-by-count":5,"title":["Configural paths for IoTs and big data analytics acceptance for healthcare improvement: a\u00a0fuzzy-set qualitative comparative analysis"],"prefix":"10.1108","volume":"76","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1492-2850","authenticated-orcid":false,"given":"Abeeku Sam","family":"Edu","sequence":"first","affiliation":[]}],"member":"140","published-online":{"date-parts":[[2023,5,30]]},"reference":[{"issue":"January","key":"key2024081303500948200_ref001","first-page":"125","article-title":"The role of information and communication technologies in healthcare: taxonomies, perspectives, and challenges","volume":"107","year":"2018","journal-title":"Journal of Network and Computer Applications"},{"key":"key2024081303500948200_ref002","article-title":"A framework for pandemic prediction using big data analytics","volume":"25","year":"2021","journal-title":"Big Data Research"},{"issue":"2","key":"key2024081303500948200_ref003","first-page":"179","article-title":"The theory of planned behavior ICEK","volume":"50","year":"1991","journal-title":"The Theory of Planned Behaviour"},{"issue":"6","key":"key2024081303500948200_ref004","doi-asserted-by":"crossref","first-page":"521","DOI":"10.1080\/0965254X.2018.1442364","article-title":"How talent capability can shape service analytics capability in the big data environment?","volume":"27","year":"2019","journal-title":"Journal of Strategic Marketing"},{"issue":"December 2019","key":"key2024081303500948200_ref005","first-page":"644","article-title":"Computer communications","volume":"150","year":"2020","journal-title":"Intelligence in the Internet of Medical Things Era: A Systematic Review of Current and Future Trends"},{"key":"key2024081303500948200_ref006","article-title":"Success indicators for an efficient utilization of cloud computing in healthcare organizations: saudi healthcare as case study","volume":"212","year":"2021","journal-title":"Computer Methods and Programs in Biomedicine"},{"issue":"1","key":"key2024081303500948200_ref007","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1007\/s10586-020-03200-4","article-title":"Blockchain technology in supply chain management: an empirical study of the factors affecting user adoption\/acceptance","volume":"24","year":"2021","journal-title":"Cluster Computing"},{"key":"key2024081303500948200_ref008","first-page":"64","article-title":"Healthcare services innovations based on the state of the art technology trend industry 4.0","year":"2018"},{"issue":"6","key":"key2024081303500948200_ref009","article-title":"UTAUT as a model for understanding intention to adopt AI and related technologies among librarians","volume":"47","year":"2021","journal-title":"Journal of Academic Librarianship"},{"issue":"April 2020","key":"key2024081303500948200_ref010","article-title":"The role of trust in intention to use the IoT in eHealth: application of the modified UTAUT in a consumer context","volume":"167","year":"2021","journal-title":"Technological Forecasting and Social Change"},{"issue":"March","key":"key2024081303500948200_ref011","article-title":"An analysis on the unified theory of acceptance and use of technology theory (UTAUT): acceptance of electronic document management system (EDMS)","volume":"2","year":"2020","journal-title":"Computers in Human Behavior Reports"},{"issue":"4","key":"key2024081303500948200_ref012","doi-asserted-by":"crossref","first-page":"286","DOI":"10.1080\/10580530.2019.1651107","article-title":"Consumer adoption of self-service technologies in the context of the Jordanian banking industry: examining the moderating role of channel types","volume":"36","year":"2019","journal-title":"Information Systems Management"},{"issue":"1","key":"key2024081303500948200_ref013","doi-asserted-by":"publisher","DOI":"10.1108\/JSTPM-03-2021-0040","article-title":"Improving service engagement in healthcare through internet of things based healthcare systems","volume":"14","year":"2021","journal-title":"Journal of Science and Technology Policy Management"},{"issue":"4","key":"key2024081303500948200_ref014","doi-asserted-by":"crossref","first-page":"455","DOI":"10.1108\/ITSE-02-2020-0028","article-title":"Pre-service teachers' intention to use learning management system: an integration of UTAUT and TAM","volume":"17","year":"2020","journal-title":"Interactive Technology and Smart Education"},{"issue":"6","key":"key2024081303500948200_ref015","first-page":"415","article-title":"Factors affecting the adoption of big data\u00a0analytics in companies","volume":"59","year":"2019","journal-title":"RAE Revista de Administracao de Empresas"},{"issue":"3","key":"key2024081303500948200_ref016","first-page":"388","article-title":"Big-data, IoT wearable and mHealth cloud platform integration triads - a logical way to patient-health monitoring","volume":"9","year":"2020","journal-title":"Inetrnational Journal of Engineering and Advanced Technology"},{"issue":"2","key":"key2024081303500948200_ref017","doi-asserted-by":"crossref","first-page":"10","DOI":"10.21512\/tw.v13i2.656","article-title":"UTAUT and UTAUT 2: a review and agenda for future research","volume":"13","year":"2012","journal-title":"The Winners"},{"issue":"4","key":"key2024081303500948200_ref018","doi-asserted-by":"crossref","first-page":"1277","DOI":"10.1016\/j.jbusres.2015.10.092","article-title":"Conjoint analysis of drivers and inhibitors of e-commerce adoption","volume":"69","year":"2016","journal-title":"Journal of Business Research"},{"issue":"September 2018","key":"key2024081303500948200_ref019","article-title":"International journal of information management big data management in healthcare: adoption challenges and implications","volume":"53","year":"2020","journal-title":"International Journal of Information Management"},{"issue":"54","key":"key2024081303500948200_ref020","first-page":"2","article-title":"Big data in healthcare: management, analysis and future prospects","volume":"6","year":"2019","journal-title":"Journal of Big Data"},{"key":"key2024081303500948200_ref021","first-page":"43","article-title":"Analysis of the auditor's perspective on the use of big data in financial statements: UTAUT model approach","year":"2021"},{"key":"key2024081303500948200_ref022","doi-asserted-by":"crossref","first-page":"113","DOI":"10.1016\/j.comnet.2019.03.006","article-title":"Internet of Things: a survey of enabling technologies in healthcare and its applications","volume":"153","year":"2019","journal-title":"Computer Networks"},{"issue":"3","key":"key2024081303500948200_ref023","doi-asserted-by":"crossref","first-page":"156","DOI":"10.4258\/hir.2016.22.3.156","article-title":"Medical internet of things and big data in healthcare","volume":"22","year":"2016","journal-title":"Healthcare Informatics Research"},{"issue":"1","key":"key2024081303500948200_ref024","doi-asserted-by":"crossref","first-page":"158","DOI":"10.1037\/fsh0000597","article-title":"Transforming the provision of healthcare through emerging technology: a strategic transformation","volume":"39","year":"2021","journal-title":"Families, Systems and Health"},{"issue":"4","key":"key2024081303500948200_ref025","doi-asserted-by":"crossref","first-page":"37","DOI":"10.4018\/IJIIT.2020100103","article-title":"Integrating digital innovation capabilities towards value creation: a conceptual view","volume":"16","year":"2020","journal-title":"International Journal of Intelligent Technologies"},{"key":"key2024081303500948200_ref026","doi-asserted-by":"crossref","unstructured":"Farahani, B., Firouzi, F. and Chakrabarty, K. (2020), \u201cIntelligent of internet of things: from device to fog and cloud\u201d, in Firouzi, F., Chakrabarty, K. and Nassif, S. (Eds), Intelligent Internet of Things, Springer, pp.\u00a0515-545.","DOI":"10.1007\/978-3-030-30367-9_11"},{"issue":"3","key":"key2024081303500948200_ref027","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-019-0281-5","article-title":"Big data monetization throughout big data value chain: a comprehensive review","volume":"7","year":"2020","journal-title":"Journal of Big Data"},{"issue":"2","key":"key2024081303500948200_ref028","doi-asserted-by":"crossref","first-page":"393","DOI":"10.5465\/amj.2011.60263120","article-title":"Building better causal theories: a fuzzy set approach to typologies in organization research","volume":"54","year":"2011","journal-title":"Academy of Management Journal"},{"key":"key2024081303500948200_ref029","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1016\/j.jbusres.2019.09.062","article-title":"Assessing the impact of big data on firm innovation performance: big data is not always better data","volume":"108","year":"2020","journal-title":"Journal of Business Research"},{"issue":"5","key":"key2024081303500948200_ref030","doi-asserted-by":"crossref","first-page":"618","DOI":"10.1108\/AJIM-01-2021-0015","article-title":"Data literacy and the cognitive challenges of a data-rich business environment: an analysis of perceived data overload, technostress and their relationship to individual performance","volume":"73","year":"2021","journal-title":"Aslib Journal of Information Management"},{"issue":"4","key":"key2024081303500948200_ref031","doi-asserted-by":"crossref","first-page":"482","DOI":"10.1177\/1476127018786487","article-title":"Studying configurations with qualitative comparative analysis: best practices in strategy and organization research","volume":"16","year":"2018","journal-title":"Strategic Organization"},{"issue":"3","key":"key2024081303500948200_ref032","doi-asserted-by":"crossref","first-page":"442","DOI":"10.1108\/IMDS-04-2016-0130","article-title":"An updated and expanded assessment of PLS-SEM in information systems research","volume":"117","year":"2017","journal-title":"Industrial Management and Data Systems"},{"issue":"9","key":"key2024081303500948200_ref033","doi-asserted-by":"crossref","first-page":"1066","DOI":"10.1080\/13683500.2019.1566303","article-title":"Configurational patterns of competitive advantage factors for smart tourism: an equifinality perspective","volume":"23","year":"2020","journal-title":"Current Issues in Tourism"},{"key":"key2024081303500948200_ref034","doi-asserted-by":"crossref","first-page":"434","DOI":"10.1016\/j.future.2018.09.024","article-title":"An approach to develop the smart health using Internet of Things and authentication based on biometric technology","volume":"91","year":"2019","journal-title":"Future Generation Computer Systems"},{"key":"key2024081303500948200_ref035","first-page":"191","article-title":"UTAUT 2 model for entrepreneurship students on adopting technology","year":"2020"},{"issue":"February","key":"key2024081303500948200_ref036","article-title":"Big data and ambient intelligence in IoT-based wireless student health monitoring system","year":"2021","journal-title":"Aggression and Violent Behavior"},{"key":"key2024081303500948200_ref037","doi-asserted-by":"crossref","first-page":"354","DOI":"10.1016\/j.jbusres.2021.04.052","article-title":"A meta-analysis of the UTAUT model in the mobile banking literature: the moderating role of sample size and culture","volume":"132","year":"2021","journal-title":"Journal of Business Research"},{"issue":"April","key":"key2024081303500948200_ref038","article-title":"The mediating effects of digital literacy and self-efficacy on the relationship between learning attitudes and Ehealth literacy in nursing students: a cross-sectional study","volume":"113","year":"2022","journal-title":"Nurse Education Today"},{"key":"key2024081303500948200_ref039","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1016\/j.future.2019.01.019","article-title":"Predictive analysis in outpatients assisted by the internet of medical things","volume":"98","year":"2019","journal-title":"Future Generation Computer Systems"},{"issue":"March","key":"key2024081303500948200_ref040","first-page":"18","article-title":"Survey on the demand for adoption of Internet of Things (IoT) -based services in hospitals: investigation of nurses \u2019 perception in a tertiary university hospital","volume":"47","year":"2019","journal-title":"Applied Nursing Research"},{"issue":"1","key":"key2024081303500948200_ref041","doi-asserted-by":"crossref","first-page":"64","DOI":"10.1108\/VJIKMS-05-2019-0064","article-title":"The adoption of cloud computing in small and medium enterprises: a developing country perspective","volume":"51","year":"2021","journal-title":"VINE Journal of Information and Knowledge Management Systems"},{"issue":"4","key":"key2024081303500948200_ref042","doi-asserted-by":"crossref","first-page":"262","DOI":"10.26415\/2572-004X-vol2iss4p262-276","article-title":"Health 4.0: applications, management, technologies and review","volume":"2","year":"2019","journal-title":"Medical Technologies Journal"},{"issue":"3","key":"key2024081303500948200_ref043","article-title":"The role of the Internet of Things in Healthcare in supporting clinicians and patients: a narrative review","volume":"10","year":"2021","journal-title":"Health Policy and Technology"},{"issue":"11","key":"key2024081303500948200_ref044","first-page":"1","article-title":"Is connected health contributing to a healthier population?","volume":"19","year":"2019","journal-title":"Journal of Medical Internet Research"},{"issue":"6","key":"key2024081303500948200_ref045","doi-asserted-by":"crossref","first-page":"814","DOI":"10.1108\/AJIM-12-2020-0396","article-title":"Factors affecting adoption of digital payments by semi-rural Indian women: extension of UTAUT-2 with self-determination theory and perceived credibility","volume":"73","year":"2021","journal-title":"Aslib Journal of Information Management"},{"issue":"1","key":"key2024081303500948200_ref046","first-page":"107","article-title":"A lightweight and secure authentication scheme for IoT based E-health application","volume":"19","year":"2019","journal-title":"International Journal of Computer Science and Network Security"},{"key":"key2024081303500948200_ref047","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1016\/j.compedu.2014.10.025","article-title":"Computers and education understanding the effect of e-learning on individual performance: the role of digital literacy","volume":"82","year":"2015","journal-title":"Computers and Education"},{"issue":"1","key":"key2024081303500948200_ref048","doi-asserted-by":"crossref","first-page":"507","DOI":"10.32614\/RJ-2018-031","article-title":"SetMethods: an add-on R package for advanced QCA","volume":"10","year":"2018","journal-title":"R Journal"},{"key":"key2024081303500948200_ref049","doi-asserted-by":"crossref","first-page":"395","DOI":"10.2147\/IJGM.S223882","article-title":"Identifying key challenges facing healthcare systems in Africa and potential solutions","volume":"12","year":"2019","journal-title":"International Journal of General Medicine"},{"issue":"February","key":"key2024081303500948200_ref050","article-title":"Fuzzy-set qualitative comparative analysis (fsQCA): guidelines for research practice in information systems and marketing","volume":"58","year":"2021","journal-title":"International Journal of Information Management"},{"issue":"3","key":"key2024081303500948200_ref051","first-page":"1107","article-title":"Application of big data and IOT on personalized healthcare services","volume":"9","year":"2020","journal-title":"International Journal of Scientific and Technology Research"},{"issue":"5","key":"key2024081303500948200_ref052","doi-asserted-by":"crossref","first-page":"889","DOI":"10.1108\/JOSM-11-2019-0332","article-title":"Leveraging service design for healthcare transformation: toward people-centered, integrated, and technology-enabled healthcare systems","volume":"31","year":"2020","journal-title":"Journal of Service Management"},{"key":"key2024081303500948200_ref053","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","year":"2008","journal-title":"European Journal of Information Systems"},{"key":"key2024081303500948200_ref054","doi-asserted-by":"crossref","unstructured":"Ragin, C.C. (2009), \u201cQualitative comparative analysis using fuzzy sets (fsQCA)\u201d, in Rihoux, B. and Ragin, C.C. (Eds), Configurational Comparative Methods: Qualitative Comparative Analysis (QCA) and Related Techniques, SAGE Publications, Inc., 2455 Teller Road, Thousand Oaks California 91320\u00a0United States, pp.\u00a087-122.","DOI":"10.4135\/9781452226569.n5"},{"key":"key2024081303500948200_ref055","doi-asserted-by":"publisher","volume-title":"Redesigning Social Inquiry: Fuzzy Sets and beyond","year":"2021","DOI":"10.7208\/9780226702797"},{"issue":"April","key":"key2024081303500948200_ref056","first-page":"271","article-title":"Healthcare big data processing mechanisms: the role of cloud computing","volume":"49","year":"2019","journal-title":"International Journal of Information Management"},{"issue":"5","key":"key2024081303500948200_ref057","doi-asserted-by":"crossref","first-page":"1571","DOI":"10.1108\/IJCHM-10-2020-1164","article-title":"The combined use of symmetric and asymmetric approaches: partial least squares-structural equation modeling and fuzzy-set qualitative comparative analysis","volume":"33","year":"2021","journal-title":"International Journal of Contemporary Hospitality Management"},{"issue":"7","key":"key2024081303500948200_ref058","doi-asserted-by":"crossref","first-page":"1997","DOI":"10.1108\/ITP-06-2020-0418","article-title":"Pathways to improving financial inclusion through mobile money: a fuzzy set qualitative comparative analysis","volume":"34","year":"2021","journal-title":"Information Technology and People"},{"issue":"4","key":"key2024081303500948200_ref059","doi-asserted-by":"crossref","first-page":"830","DOI":"10.1108\/ITP-02-2014-0034","article-title":"Extending the UTAUT model to understand the customers' acceptance and use of internet banking in Lebanon a structural equation modeling approach","volume":"29","year":"2016","journal-title":"Information Technology and People"},{"issue":"2","key":"key2024081303500948200_ref060","doi-asserted-by":"crossref","first-page":"356","DOI":"10.1177\/0049124117729700","article-title":"Designing research with qualitative comparative analysis (QCA): approaches, challenges, and tools","volume":"49","year":"2020","journal-title":"Sociological Methods and Research"},{"issue":"15","key":"key2024081303500948200_ref061","doi-asserted-by":"crossref","first-page":"1245","DOI":"10.1080\/09537287.2019.1702226","article-title":"Healthcare 4.0: trends, challenges and research directions","volume":"31","year":"2020","journal-title":"Production Planning and Control"},{"issue":"3","key":"key2024081303500948200_ref062","doi-asserted-by":"crossref","first-page":"425","DOI":"10.2307\/30036540","article-title":"User acceptance of infromation technology: towards a unified view","volume":"27","year":"2003","journal-title":"MIS Quartelry"},{"issue":"1","key":"key2024081303500948200_ref063","first-page":"10","article-title":"Consumer acceptance and use of information technology: extending the unified theory of acceptance and use of technology","volume":"36","year":"2012","journal-title":"MIS Quartelry"},{"issue":"3","key":"key2024081303500948200_ref064","doi-asserted-by":"crossref","first-page":"338","DOI":"10.1016\/S0019-9958(65)90241-X","article-title":"Fuzzy sets","volume":"8","year":"1965","journal-title":"Information and Control"},{"issue":"2","key":"key2024081303500948200_ref065","first-page":"93","article-title":"Smart healthcare: challenges and potential solutions using internet of things (IoT) and big data analytics","volume":"4","year":"2019","journal-title":"PSU Research Review"}],"container-title":["Aslib Journal of Information Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.emerald.com\/insight\/content\/doi\/10.1108\/AJIM-10-2022-0465\/full\/xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.emerald.com\/insight\/content\/doi\/10.1108\/AJIM-10-2022-0465\/full\/html","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,24]],"date-time":"2025-07-24T23:01:22Z","timestamp":1753398082000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.emerald.com\/ajim\/article\/76\/5\/800-821\/1236350"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,5,30]]},"references-count":65,"journal-issue":{"issue":"5","published-online":{"date-parts":[[2023,5,30]]},"published-print":{"date-parts":[[2024,8,13]]}},"alternative-id":["10.1108\/AJIM-10-2022-0465"],"URL":"https:\/\/doi.org\/10.1108\/ajim-10-2022-0465","relation":{},"ISSN":["2050-3806"],"issn-type":[{"value":"2050-3806","type":"print"}],"subject":[],"published":{"date-parts":[[2023,5,30]]}}}