Development and Psychometric Evaluation of an Instrument for Assessing Faculty Members’ Attitudes toward Cloud Computing in Medical Universities
Journal of Medical Library and Information Science,
Vol. 7 No. 7 (2026),
6 May 2026
https://doi.org/10.22037/jmlis.v7i7.51223
Abstract
Introduction: As cloud computing expands in higher education and academic research, understanding faculty members’ attitudes toward this technology has become increasingly critical. This research sought to develop and evaluate the psychometric qualities of a valid instrument for assessing faculty members’ attitudes toward cloud computing.
Methods: As a methodological cross-sectional study, it was carried out in two phases: Instrument development and psychometric testing. The population included all faculty members at Hamadan University of Medical Sciences in 2024, and a sample of 217 was determined using the Morgan table and a random sampling method. Data analysis was performed using confirmatory and exploratory factor analysis and SPSS and AMOS version 23 software.
Results: After assessing the face and content validity of the initial 34-item questionnaire, four items were removed. Exploratory factor analysis then organized the remaining 30 items into six factors: “infrastructure,” “software,” “network,” “flexibility,” “costs,” and “security,” which collectively accounted for 74.2% of the overall variance. The reliability of the instrument was assessed using Cronbach’s alpha, yielding a coefficient of 0.935. Additionally, CFA (χ2 [368] = 1079.178, P < 0.001, GFI = 0.901, CMIN / DF = 2.93, NFI = 0.811, RMSEA = 0.078) demonstrated a good model fit, with all factors showing statistical significance.
Conclusion: The findings confirm that the developed questionnaire is a valid and reliable instrument for assessing faculty attitudes and key service dimensions (infrastructure, software, network, flexibility, costs, and security) of cloud computing in academic contexts. By providing a concise and comprehensive evaluation tool, this study makes a meaningful contribution to the systematic assessment of cloud computing in medical universities and supports future research and informed decision-making.
- Validity
- Reliability
- Instrument development
- Questionnaire
- Psychometrics
- Cloud computing
How to Cite
References
1. Saratchandra M, Shrestha A. The role of cloud computing in knowledge management for small and medium enterprises: A systematic literature review. J Knowl Manag. 2022; 26(10):2668-2698. doi:10.1108/JKM-06-2021-0421
2. Najana M, Ranjan P. Compliance and regulatory challenges in cloud computing: A sector-wise analysis. Int J Glob Innov Solut. 2024:1-21. doi: 10.21428/e90189c8.68b5dea5
3. John J, Norman J. Major vulnerabilities and their prevention methods in cloud computing. In: Advances in intelligent systems and computing. springer verlag; 2019. p. 11–26. doi: 10.1007/978-981-13-1882-5_2
4. El Mhouti A, Erradi M, Nasseh A. Using cloud computing services in e-learning process: Benefits and challenges. Educ Inf Technol. 2018;23(2):893–909. doi: 10.1007/s10639-017-9642-x
5. Van Wijk R, Jansen JJ, Lyles MA. Inter‐and intra‐organizational knowledge transfer: A meta‐analytic review and assessment of its antecedents and consequences. J Manage Stud. 2008; 45(4):830-853. doi: 10.1111/j.1467-6486.2008.00771.x
6. Borra P. An overview of cloud computing and leading cloud service providers. Int J Comput Eng Technol. 2024;15(3):122–133. doi: 10.17605/OSF.IO/5HQ4M
7. Dizdarević J, Carpio F, Jukan A, Masip-Bruin X. A survey of communication protocols for Internet of things and related challenges of fog and cloud computing integration. ACM Comp Surv. 2019; 51(6):1-29. doi: 10.1145/3292674
8. Eljak H, Ibrahim AO, Saeed F, Hashem IAT, Abdelmaboud A, Syed HJ, et al. E-learning-based cloud computing environment: A systematic review, challenges, and opportunities. IEEE Access. 2024;12:7329-7355. doi: 10.1109/ACCESS.2023.3339250
9. Dulaimi MF. Case studies on knowledge sharing across cultural boundaries. Eng Constr Archit Manag. 2007; 14(6):550-567. doi: 10.1108/09699980710829012
10. Arpaci I, Masrek M.N, Al-Sharafi, M.A. et al. Evaluating the actual use of cloud computing in higher education through information management factors: A cross-cultural comparison. Educ Inf Technol. 2023; 28:12089–12109. doi: 10.1007/s10639-023-11594-y
11. Gunadham T. Potential of cloud storage application as knowledge management system. Int J Innov Manag Technol. 2015;6(2):153–157. doi: 10.7763/IJIMT.2015.V6.594
12. Erturk E, Iles HR. Case study on cloud based library software as a service: Evaluating EZproxy. arXiv preprint arXiv:1511.07578. 2015. doi: 10.48550/arXiv.1511.07578
13. Sachdeva S, Bhatia S, Al Harrasi A, Shah YA, Anwer K, Philip AK, et al. Unraveling the role of cloud computing in health care system and biomedical sciences. Heliyon. 2024;10(7):e29044. doi: 10.1016/j.heliyon.2024.e29044
14. Ibrahim H, İNAN T. Using cloud computing services in the knowledge sharing process In Iraqi Universities. J Posit Psychol [internet]. 2022 [cited 2026 May 26]; 6(6):5423-5435. Available from: https://journalppw.com/index.php/jpsp/article/view/8431
15. Asadi Z, Abdekhoda M, Nadrian H. Cloud computing services adoption among higher education faculties: Development of a standardized questionnaire. Educ Inf Technol. 2020;25(1):175-191. doi: 10.1007/s10639-019-09932-0
16. Sargolzaei Javan M. Akbari MK. Cloud Computing issues and challenges for ultimate interoperability. In1st CSUT Conference on Computer, Communication and Information Technology, University of Tabriz, November 2011 Nov 16 [conferece proceeding on the Internet]. Iran:Tabriz; 2011. [cited 2026 May 26]. Available from: https://civilica.com/doc/131992/
17. Lawshe CH. A quantitative approach to content validity. Pers Psychol [Internet]. 1975;28(4). [cited 2026 May 29] Avialable from: https://parsmodir.com/wp-content/uploads/2015/03/lawshe.pdf
18. Hyrkäs K, Appelqvist-Schmidlechner K, Oksa L. Validating an instrument for clinical supervision using an expert panel. Int J Nurs Stud. 2003;40(6):619-625. doi: 10.1016/s0020-7489(03)00036-1
19. Ebadi A, Zarshenas L, Rakhshan M, Zarei A, Sharifi H, Mojahedi M. Principles of scale development in health science [book on the Internet]. Tehran: Jame-e-negar; 2017. [cited 2026 May 29]. Avialable from: https://www.researchgate.net/publication/316922464_Principles_of_Scale_Development_in_Health_Science. [In Persian].
20. Askari A, Oreyzi HR, Nouri A. The relationship between personal (instrumental and terminal) and professional values among nurses in hospitals affiliated to Isfahan University of Medical Sciences, Iran. Health Inf Manag [Internet]. 2012 [cited 2026 May 29]; 8(8):1039-1050. Avialable from: https://him.mui.ac.ir/article_26134.html?lang=en
21. Najafi M, Keshmiri F, Najafi M, Shirazi M. Assessment of validity and reliability of team stepps teamwork attitudes questionnaire (T-TAQ) in Iran. payavard [Internet]. 2014 [cited 2026 May 29]; 7(5):389-398. Available from: http://payavard.tums.ac.ir/article-1-5156-en.html. [In Persian].
22. Samouei R, Shooshtari S, Bahrami M, Abedi MR, Maracy MR. Psychometric evaluation of a questionnaire for measuring factors related to mental health of women in an earthquake. Women Health. 2021;61(1):66-72. doi: 10.1080/03630242.2020.1835790
23. Jahangiri P, Saberi MK, Vakilimofrad H. Development and psychometric evaluation of the cloud computing acceptance questionnaire for academic libraries. J Acad Librariansh. 2021; 47(5):102395. doi: 10.1016/j.acalib.2021.102395
24. Mâță L, Clipa O, Tzafilkou K. The Development and validation of a scale to measure university teachers’ attitude towards ethical use of information technology for a sustainable education. Sustainability. 2020; 12(15):6268. doi: 10.3390/su12156268
25. Elgelany A, Alghabban WG. Cloud computing: Empirical studies in higher education. Int J Adv Comput Sci Appl. 2017;8(10):1-12. doi:10.14569/IJACSA.2017.081017
26. Ip WY, Chan D, Chien WT. Chinese version of the Childbirth Self-efficacy Inventory. J Adv Nurs. 2005 Sep;51(6):625-33. doi: 10.1111/j.1365-2648.2005.03548.x
27. Ait-Idir M, Agoulmine M, Tolosana Calasanz R, Baliosian J. QoS instrumentation to support cloud computing SLA assurance. 6th International Workshop on ADVANCEs in ICT Infrastructures and Services (ADVANCE 2018) [Internet], 2018 [cited 2026 May 29], Santiago, Chile. pp.1-12. Available from: https://hal.science/hal-01777360v1
28. Vakilimofrad H, Zarghani M, Ansari P, Kharabati-Neshin M, Moamer S. Developing and psychometrics of the service quality measurement tool of libraries and medical information centers in universities of medical sciences. Horiz Med Educ Dev. 2024;15(1):59-68. doi: 10.22038/hmed.2023.75792.1298. [In Persian].
29. Rafieemehr H, Mohammadpour A, Imeni B, Vakilimofrad H, Asadi A, Judge Khanlu K, et al. Design and psychometric of a questionnaire to identify the challenges of virtual education in the epidemic of Covid-19. Horiz Med Educ Dev. 2022;13(3):32-43. doi: 10.22038/hmed.2021.57334.1149. [In Persian].
30. Loghmani Khozani M, Behzadi H, Nowkarizi M. Feasibility study of cloud computing in academic libraries: A case study of Mashhad universities. Lib Infor Sci Res. 2021;11(2):171-186. doi: 10.22067/infosci.2021.24177.0. [In Persian].
31. Talmizie Amron M, Ibrahim R, Azaliah Abu Bakar N, Chuprat S, Teknologi Malaysia U, Lumpur K. Development and validation of a questionnaire to measure the acceptance of cloud computing in public sectors. Open Int J Informatics [Internet]. 2019 Dec 30 [cited 2026 Jun 28]; 7 (Special Issue 2):85-95. Available from: https://scispace.com/papers/development-and-validation-of-a-questionnaire-to-measure-the-frwne9xq6t
32. Yazici S, Zan BU, Yazici A, Demirarslan PC. Development and validation of the library ethics scale. Libr Inf Sci Res. 2023;45(1):101220. doi: 10.1016/j.lisr.2022.101220
33. Rolim CO, Koch FL, Westphall CB, Werner J, Fracalossi A, Salvador GS. A cloud computing solution for patient's data collection in health care institutions. Second International Conference on eHealth, Telemedicine, and Social Medicine [Conferece proceeding on the Internet]. Saint Maarten, Netherlands Antilles: IEEE Publisher; 2010. doi: 10.1109/eTELEMED.2010.19
34. Kuo AM. Opportunities and challenges of cloud computing to improve health care services. J Med Internet Res. 2011; 13(3):e67. doi: 10.2196/jmir.1867
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