{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,6]],"date-time":"2026-06-06T22:31:48Z","timestamp":1780785108366,"version":"3.54.1"},"reference-count":78,"publisher":"MDPI AG","issue":"2","license":[{"start":{"date-parts":[[2026,2,5]],"date-time":"2026-02-05T00:00:00Z","timestamp":1770249600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Deanship of Scientific Research, Vice Presidency for Graduate Studies and Scientific Research, King Faisal University, Saudi Arabia","award":["KFU260029"],"award-info":[{"award-number":["KFU260029"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>In the dynamic and service-intensive context of the tourism and hospitality industry, organizational innovation performance (OIP) is a critical determinant of competitiveness. This study investigates the systemic role of knowledge management capability (KMC) in driving OIP, with a focus on the mediating effects of intellectual capital (IC) and knowledge utilization (KU). Drawing on Dynamic Capabilities Theory and the Knowledge-Based View, KMC is conceptualized as a higher-order capability that facilitates the accumulation, coordination, and application of knowledge resources, thereby shaping both organizational knowledge assets and their practical enactment. Data were collected from senior managers across five-star hotels in Greater Cairo, Egypt, and analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM). Results indicate that KMC positively influences OIP directly and indirectly through the development of IC and the effective utilization of knowledge. Both IC and KU are found to mediate the relationship between KMC and innovation performance, highlighting the importance of transforming knowledge resources into actionable and value-creating organizational capabilities. The study advances theoretical understanding by elucidating the systemic mechanisms linking knowledge management, intellectual capital, and knowledge utilization to innovation outcomes, and provides practical insights for hospitality managers seeking to leverage knowledge-driven strategies to enhance competitiveness and service excellence.<\/jats:p>","DOI":"10.3390\/systems14020179","type":"journal-article","created":{"date-parts":[[2026,2,5]],"date-time":"2026-02-05T15:24:19Z","timestamp":1770305059000},"page":"179","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Turning Knowledge into Innovation: The Systemic Role of Knowledge Management Capability, Intellectual Capital, and Knowledge Utilization"],"prefix":"10.3390","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0664-9017","authenticated-orcid":false,"given":"Ahmed Mohamed","family":"Hasanein","sequence":"first","affiliation":[{"name":"Management Department, College of Business Administration, King Faisal University, Al-Ahsaa 380, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7900-5052","authenticated-orcid":false,"given":"Bassam Samir","family":"Al-Romeedy","sequence":"additional","affiliation":[{"name":"Tourism Studies Department, Faculty of Tourism and Hotels, University of Sadat City, Sadat City 32897, Egypt"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2026,2,5]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"404","DOI":"10.1108\/JSM-04-2023-0144","article-title":"Reconfiguration and transformation for resilience: Building service organizations towards sustainability","volume":"38","author":"Nair","year":"2024","journal-title":"J. Serv. Mark."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1177\/19389655221108334","article-title":"Toward holistic experience-oriented service innovation: Co-creating sustainable value with customers and society","volume":"64","author":"Kandampully","year":"2023","journal-title":"Cornell Hosp. Q."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1016\/j.lrp.2017.06.007","article-title":"Business models and dynamic capabilities","volume":"51","author":"Teece","year":"2018","journal-title":"Long Range Plan."},{"key":"ref_4","doi-asserted-by":"crossref","unstructured":"Al-Romeedy, B. (2024). The relationships between leadership styles, entrepreneurial orientation, and knowledge sharing in the tourism and hospitality industry. Shifts in Knowledge Sharing and Creativity for Business Tourism, IGI Global Scientific Publishing.","DOI":"10.4018\/979-8-3693-2619-0.ch012"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"3161","DOI":"10.55214\/25768484.v8i6.2678","article-title":"Ethical leadership and pro-social behavior in the hospitality industry: Does social norms matter?","volume":"8","author":"Hasanein","year":"2024","journal-title":"Edelweiss Appl. Sci. Technol."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"362","DOI":"10.1177\/19389655231214744","article-title":"Disability employment in the hospitality industry: A systematic literature review","volume":"65","author":"Manoharan","year":"2024","journal-title":"Cornell Hosp. Q."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1111\/jpim.12698","article-title":"Artificial intelligence in innovation management: A review of innovation capabilities and a taxonomy of AI applications","volume":"42","author":"Gama","year":"2025","journal-title":"J. Prod. Innov. Manag."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"1797","DOI":"10.1108\/JKM-01-2020-0052","article-title":"Knowledge management, intellectual capital and entrepreneurship: A structured literature review","volume":"24","author":"Paoloni","year":"2020","journal-title":"J. Knowl. Manag."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Johannessen, J. (2018). Knowledge Management as a Strategic Asset: An Integrated, Historical Approach, Emerald.","DOI":"10.1108\/9781787696594"},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Li, B., Wang, L., Fu, S., and Wan, J. (2025). How does artificial intelligence empower enterprise technological innovation: From the perspective of knowledge management capability. J. Knowl. Manag., ahead-of-print.","DOI":"10.1108\/JKM-03-2025-0345"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"1644","DOI":"10.1108\/IJOA-10-2020-2440","article-title":"Strategic alliances and development of intellectual capital: A study of technology-based SMEs","volume":"30","author":"Ferreira","year":"2022","journal-title":"Int. J. Organ. Anal."},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Majumder, S., and Dey, N. (2022). AI-Empowered Knowledge Management, Springer.","DOI":"10.1007\/978-981-19-0316-8"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1108\/EMJB-04-2023-0118","article-title":"Digital transformation in tourism and hospitality industry: A literature review of blockchain, financial technology, and knowledge management","volume":"19","author":"Ratna","year":"2024","journal-title":"EuroMed J. Bus."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"261","DOI":"10.1002\/kpm.1777","article-title":"Analyzing the effects of knowledge management on organizational performance through knowledge utilization and sustainability","volume":"31","author":"Mohaghegh","year":"2024","journal-title":"Knowl. Process Manag."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"553","DOI":"10.1108\/JKM-09-2016-0403","article-title":"On the path towards open innovation: Assessing the role of knowledge management capability and environmental dynamism in SMEs","volume":"21","author":"Carayannis","year":"2017","journal-title":"J. Knowl. Manag."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"882","DOI":"10.1002\/jtr.2312","article-title":"Building tourism organizational resilience to crises and disasters: A dynamic capabilities view","volume":"21","author":"Jiang","year":"2019","journal-title":"Int. J. Tour. Res."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"5583","DOI":"10.1002\/bse.3767","article-title":"Evolution of dynamic capabilities for business sustainability performance: Evidence from the Indian manufacturing sector","volume":"33","author":"Bhadra","year":"2024","journal-title":"Bus. Strategy Environ."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"2649","DOI":"10.1080\/13683500.2024.2378970","article-title":"Intellectual capital and organisational resilience in tourism and hotel businesses: Do organisational agility and innovation matter","volume":"28","author":"Alnasser","year":"2025","journal-title":"Curr. Issues Tour."},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Al-Romeedy, B., and Adekoya, O. (2025). Knowledge Workers in Africa: Igniting the Flame of Intellectual Capital for Future Careers. Careers in Africa: Trends, Opportunities and Challenges, Springer Nature Switzerland.","DOI":"10.1007\/978-3-031-68214-8_11"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"182","DOI":"10.1108\/IJPPM-04-2020-0154","article-title":"Knowledge management processes, innovation capability and organizational performance","volume":"71","author":"Migdadi","year":"2022","journal-title":"Int. J. Product. Perform. Manag."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"998","DOI":"10.1108\/JIC-04-2020-0109","article-title":"Intellectual capital and innovative performance: A mediation-moderation perspective","volume":"23","author":"Elrehail","year":"2022","journal-title":"J. Intellect. Cap."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1509\/jimk.17.2.42","article-title":"Product development strategy, product innovation performance, and the mediating role of knowledge utilization: Evidence from subsidiaries in China","volume":"17","author":"Zhang","year":"2009","journal-title":"J. Int. Mark."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"2819","DOI":"10.1108\/K-09-2019-0632","article-title":"Understanding the relationships among knowledge-oriented leadership, knowledge management capacity, innovation performance and organizational performance: A serial mediation analysis","volume":"49","year":"2020","journal-title":"Kybernetes"},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Teece, D. (2025). Dynamic Capabilities: Foundational Concepts, Cambridge University Press.","DOI":"10.1017\/9781009562713"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"104491","DOI":"10.1016\/j.tourman.2022.104491","article-title":"Knowledge management practices of tourism consultants: A project ecology perspective","volume":"91","author":"Liu","year":"2022","journal-title":"Tour. Manag."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Kaur, V. (2019). Knowledge-Based Dynamic Capabilities, Springer.","DOI":"10.1007\/978-3-030-21649-8"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"1116","DOI":"10.1108\/JKM-10-2022-0803","article-title":"Collaborative innovation, strategic agility, & absorptive capacity adoption in SMEs: The moderating effects of customer knowledge management capability","volume":"28","author":"Mata","year":"2024","journal-title":"J. Knowl. Manag."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"322","DOI":"10.1108\/MBE-11-2021-0137","article-title":"Impact of knowledge management capabilities on organisational performance in construction firms: The mediating role of innovation","volume":"27","author":"Idrees","year":"2023","journal-title":"Meas. Bus. Excell."},{"key":"ref_29","first-page":"214","article-title":"Building dynamic capabilities around organizational learning challenges","volume":"1","author":"Snell","year":"2014","journal-title":"J. Organ. Eff. People Perform."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"1947","DOI":"10.1108\/JKM-09-2020-0721","article-title":"Knowledge assets, capabilities and performance measurement systems: A resource orchestration theory approach","volume":"25","author":"Asiaei","year":"2021","journal-title":"J. Knowl. Manag."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"86","DOI":"10.1108\/JSTPM-11-2019-0113","article-title":"The effect of knowledge management processes on organizational innovation through intellectual capital development in Iranian industrial organizations","volume":"12","author":"Zahedi","year":"2021","journal-title":"J. Sci. Technol. Policy Manag."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1080\/14778238.2018.1538669","article-title":"Relationship between knowledge management processes and performance: Critical role of knowledge utilization in organizations","volume":"17","author":"Zaim","year":"2019","journal-title":"Knowl. Manag. Res. Pract."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"188","DOI":"10.1504\/IJTM.2018.091285","article-title":"A dynamic capabilities perspective on managing technological change: A review, framework and research agenda","volume":"76","author":"Konlechner","year":"2018","journal-title":"Int. J. Technol. Manag."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1002\/gsj.1399","article-title":"The knowledge based view and global strategy: Past impact and future potential","volume":"12","author":"Grant","year":"2022","journal-title":"Glob. Strategy J."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"370","DOI":"10.1504\/IJKMS.2020.110668","article-title":"Knowledge management and innovation performance in knowledge intensive organisations-the role of HR practices","volume":"11","author":"Soumyaja","year":"2020","journal-title":"Int. J. Knowl. Manag. Stud."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"421","DOI":"10.1177\/0256090915613572","article-title":"Impact of knowledge management capabilities on knowledge management effectiveness in Indian organizations","volume":"40","author":"Bharadwaj","year":"2015","journal-title":"Vikalpa"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"1469","DOI":"10.1007\/s11187-023-00826-7","article-title":"Is digitalization a source of innovation? Exploring the role of digital diffusion in SME innovation performance","volume":"62","author":"Hassan","year":"2024","journal-title":"Small Bus. Econ."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"158","DOI":"10.1108\/JEIM-05-2012-0025","article-title":"The effect of knowledge management capability and dynamic capability on organizational performance","volume":"27","author":"Tseng","year":"2014","journal-title":"J. Enterp. Inf. Manag."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1080\/09537287.2012.655802","article-title":"Linking operations performance to knowledge management capability: The mediating role of innovation performance","volume":"25","author":"Aboelmaged","year":"2014","journal-title":"Prod. Plan. Control"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1057\/s41599-024-03384-9","article-title":"Breaking down barriers: Exploring the impact of social capital on knowledge sharing and transfer in the workplace","volume":"11","author":"Peng","year":"2024","journal-title":"Humanit. Soc. Sci. Commun."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"437","DOI":"10.1108\/EJIM-02-2024-0114","article-title":"Digitally transforming the organization through knowledge management: A socio-technical system (STS) perspective","volume":"27","author":"Thomas","year":"2024","journal-title":"Eur. J. Innov. Manag."},{"key":"ref_42","first-page":"11","article-title":"Intellectual capital stocks and flows: Examining the mediating roles of social capital and knowledge transfer","volume":"53","author":"Dahiyat","year":"2023","journal-title":"VINE J. Inf. Knowl. Manag. Syst."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"1719","DOI":"10.1108\/JKM-12-2019-0703","article-title":"Knowledge management and intellectual capital in knowledge-based organisations: A review and theoretical perspectives","volume":"24","author":"Ghio","year":"2020","journal-title":"J. Knowl. Manag."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"229","DOI":"10.3233\/HSM-2002-21402","article-title":"Knowledge management and intellectual capital as a paradigm of value creation","volume":"21","author":"Rastogi","year":"2002","journal-title":"Hum. Syst. Manag."},{"key":"ref_45","first-page":"279","article-title":"The role of knowledge management process and intellectual capital as intermediary variables between knowledge management infrastructure and organization performance","volume":"13","author":"Abualoush","year":"2018","journal-title":"Interdiscip. J. Inf. Knowl. Manag."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"621","DOI":"10.1108\/JKM-07-2017-0309","article-title":"How strategic knowledge management drives intellectual capital to superior innovation and market performance","volume":"22","author":"Cabrilo","year":"2018","journal-title":"J. Knowl. Manag."},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Whig, P., Madavarapu, J., Yathiraju, N., and Thatikonda, R. (2024). Managing knowledge in the era of Industry 4.0: Challenges and strategies. Knowledge Management and Industry Revolution 4.0, Scrivener Publishing LLC.","DOI":"10.1002\/9781394242641.ch9"},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1080\/07421222.2019.1705504","article-title":"Managing knowledge distance: IT-enabled inter-firm knowledge capabilities in collaborative innovation","volume":"37","author":"Cui","year":"2020","journal-title":"J. Manag. Inf. Syst."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1108\/03055721011050677","article-title":"Indicators of knowledge management capability for KM effectiveness","volume":"40","author":"Aujirapongpan","year":"2010","journal-title":"Vine"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"310","DOI":"10.1108\/JSTPM-02-2018-0011","article-title":"The effects of knowledge management processes on human resource management: Mediating role of knowledge utilization","volume":"9","author":"Zaim","year":"2018","journal-title":"J. Sci. Technol. Policy Manag."},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Seraj, A., Hasanein, A., Al-Romeedy, B., and Taha, E. (2025). How Talent Management Drives Sustainability in Hospitality Enterprises: The Mediating Role of Green Knowledge Sharing and Employee Voice. Tour. Hosp., 6.","DOI":"10.3390\/tourhosp6040176"},{"key":"ref_52","first-page":"124","article-title":"Intellectual capital in hospitality and tourism: A critical review and future research agenda","volume":"39","author":"Dzenopoljac","year":"2025","journal-title":"Int. Hosp. Rev."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"789","DOI":"10.1108\/JIC-10-2016-0103","article-title":"Enhancing radical innovation performance through intellectual capital components","volume":"18","author":"Agostini","year":"2017","journal-title":"J. Intellect. Cap."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"400","DOI":"10.1108\/JIC-05-2016-0056","article-title":"Does intellectual capital allow improving innovation performance? A quantitative analysis in the SME context","volume":"18","author":"Agostini","year":"2017","journal-title":"J. Intellect. Cap."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"4483","DOI":"10.1108\/K-11-2023-2457","article-title":"How does humble leadership stimulate employees\u2019 service improvisation in hospitality? A social information processing perspective","volume":"54","author":"Elhadidy","year":"2025","journal-title":"Kybernetes"},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"24217","DOI":"10.1038\/s41598-025-04912-6","article-title":"Optimizing sustainability performance through digital dynamic capabilities, green knowledge management, and green technology innovation","volume":"15","author":"Jasim","year":"2025","journal-title":"Sci. Rep."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"100417","DOI":"10.1016\/j.joitmc.2024.100417","article-title":"Reimagining Sustainability: The power of AI and intellectual capital in shaping the future of tourism and hospitality organizations","volume":"10","author":"Alharethi","year":"2024","journal-title":"J. Open Innov. Technol. Mark. Complex."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"662","DOI":"10.1108\/GKMC-05-2022-0104","article-title":"Knowledge management practices on innovation performance in the hotel industry: Mediated by organizational learning and organizational creativity","volume":"73","author":"Patwary","year":"2024","journal-title":"Glob. Knowl. Mem. Commun."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"158","DOI":"10.1177\/1467358415600208","article-title":"Organizational knowledge, dynamic capabilities and innovation in the hotel industry","volume":"16","author":"Nieves","year":"2016","journal-title":"Tour. Hosp. Res."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"765","DOI":"10.1108\/JIC-07-2020-0240","article-title":"The impact of knowledge management strategies on the relationship between intellectual capital and innovation: Evidence from SMEs","volume":"23","author":"Hayaeian","year":"2022","journal-title":"J. Intellect. Cap."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"116","DOI":"10.1108\/K-04-2019-0301","article-title":"The role of knowledge-based networks in the intellectual capital and organizational performance of small and medium-sized enterprises","volume":"49","author":"Novas","year":"2020","journal-title":"Kybernetes"},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"427","DOI":"10.1504\/IJKL.2024.140823","article-title":"The orientation of knowledge sources and knowledge transfer towards innovation capabilities are moderated by absorptive capacity: An empirical study in perspective of manufacturing industries","volume":"17","author":"Tufail","year":"2024","journal-title":"Int. J. Knowl. Learn."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"405","DOI":"10.1108\/SCM-05-2021-0256","article-title":"Knowledge management in offshoring innovation by SMEs: Role of internal knowledge creation capability, absorptive capacity and formal knowledge-sharing routines","volume":"28","author":"Khraishi","year":"2023","journal-title":"Supply Chain Manag. Int. J."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"227","DOI":"10.1108\/JMTM-03-2024-0125","article-title":"Exploring the effect of transformational leadership and knowledge management in enhancing innovative performance: A mediating role of innovation capability","volume":"36","author":"Harsono","year":"2025","journal-title":"J. Manuf. Technol. Manag."},{"key":"ref_65","doi-asserted-by":"crossref","unstructured":"Peytcheva, E., and Yan, T. (2025). A Practical Guide to Survey Questionnaire Design and Evaluation, Taylor & Francis.","DOI":"10.4324\/9781003367826"},{"key":"ref_66","unstructured":"Creswell, J.W., and Creswell, J.D. (2017). Research Design: Qualitative, Quantitative, and Mixed Methods Approaches, Sage Publications."},{"key":"ref_67","first-page":"1007","article-title":"Common method bias in PLS-SEM: A full collinearity assessment approach","volume":"11","author":"Kock","year":"2015","journal-title":"Int. J. E-Collab. (IJeC)"},{"key":"ref_68","first-page":"1062","article-title":"Information technology resource, knowledge management capability, and competitive advantage: The moderating role of resource commitment","volume":"36","author":"Mao","year":"2016","journal-title":"Int. J. Inf. Manag."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"650","DOI":"10.1016\/j.im.2013.07.002","article-title":"Investigating the effects of business process orientation on organizational innovation performance","volume":"50","author":"Tang","year":"2013","journal-title":"Inf. Manag."},{"key":"ref_70","unstructured":"Nunnally, J., and Bernstein, I. (1994). Psychometric Theory, McGraw-Hill. [3rd ed.]. Psychology."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"220","DOI":"10.1080\/1743727X.2015.1005806","article-title":"A primer on partial least squares structural equation modeling (PLS-SEM)","volume":"38","author":"Leguina","year":"2015","journal-title":"Int. J. Res. Method Educ."},{"key":"ref_72","doi-asserted-by":"crossref","unstructured":"Hasanein, A.M. (2025). Responses to the AI Revolution in Hospitality and Tourism Higher Education: The Perception of Students Towards Accepting and Using Microsoft Copilot. Eur. J. Investig. Health Psychol. Educ., 15.","DOI":"10.3390\/ejihpe15030035"},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"107","DOI":"10.1504\/IJMDA.2017.087624","article-title":"PLS-SEM or CB-SEM: Updated guidelines on which method to use","volume":"1","author":"Hair","year":"2017","journal-title":"Int. J. Multivar. Data Anal."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"695","DOI":"10.1177\/0047287515569779","article-title":"Using Partial Least Squares Structural Equation Modeling in Tourism Research: A Review of Past Research and Recommendations for Future Applications","volume":"55","author":"Assaker","year":"2016","journal-title":"J. Travel Res."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"879","DOI":"10.1037\/0021-9010.88.5.879","article-title":"Common method biases in behavioral research: A critical review of the literature and recommended remedies","volume":"88","author":"Podsakoff","year":"2003","journal-title":"J. Appl. Psychol."},{"key":"ref_76","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_77","first-page":"vii","article-title":"Commentary: Issues and opinion on structural equation modeling","volume":"22","author":"Chin","year":"1998","journal-title":"MIS Q."},{"key":"ref_78","doi-asserted-by":"crossref","unstructured":"Hasanein, A.M., and Elrayah, M. (2025). Beyond the Workplace: How Psychological Empowerment Influences Employee Creativity in the Saudi Hotel Sector\u2014The Mediating Role of Affective Commitment and the Moderating Role of Psychological Safety. Eur. J. Investig. Health Psychol. Educ., 15.","DOI":"10.3390\/ejihpe15050076"}],"container-title":["Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-8954\/14\/2\/179\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,5]],"date-time":"2026-02-05T15:49:23Z","timestamp":1770306563000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-8954\/14\/2\/179"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2,5]]},"references-count":78,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2026,2]]}},"alternative-id":["systems14020179"],"URL":"https:\/\/doi.org\/10.3390\/systems14020179","relation":{},"ISSN":["2079-8954"],"issn-type":[{"value":"2079-8954","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,2,5]]}}}