شناسایی معیارهای پذیرش فناوری زنجیره بلوکی و ارائه مدل ترکیبی پذیرش فناوری TAM و TOE با استفاده از روش خوشه¬بندی K-means
الموضوعات : ICTعاطفه فرازمند 1 , ابوذر عرب سرخی 2 , سید احمد یزدیان 3 , عباس سقایی 4
1 - پژوهشگاه ارتباطات و فناوری اطلاعات
2 - استادیار، پژوهشکده امنیت، پژوهشگاه ارتباطات و فناوری اطلاعات، تهران، ایران
3 - استادیار، گروه مهندسی صنایع، دانشکده فنی و مهندسی، واحد علوم تحقیقات، دانشگاه آزاد اسلامی، تهران، ایران
4 - گروه مهندسی صنایع، دانشکده فنی و مهندسی، واحد علوم تحقیقات، دانشگاه آزاد اسلامی
الکلمات المفتاحية: پذیرش فناوری, زنجیره بلوکی, خوشه بندی, مدل پذیرش, عوامل پذیرش,
ملخص المقالة :
با توسعه روزافزون فناوری و ادغام آن در زندگی خصوصی و حرفهای کاربران، تصمیم در مورد پذیرش یا رد آن هنوز یک سؤال باز باقیمانده است. نظریههای پذیرش فناوری به بیان علل پذیرش سیستم اطلاعاتی توسط یک فرد اشاره مینماید. در زمینه مدل پذیرش فناوری، تحقیقات متعددی صورتگرفته است که به ارائه مدلهای مختلف میپردازد. در این پژوهش به بررسی مدل پذیرش فناوری زنجیره بلوکی با استفاده از مدل TAM و مدل TOE پرداخته میشود و پس از مرور اجمالی بر معیارها و محدودیتهای آنها به ارائه چارچوب مفهومی–اکتشافی مبتنی بر خوشهبندی معیارها در چارچوب TAM و TOE پرداخته شده است. همچنین در این پژوهش پس از بررسی ادبیاتپژوهش 85 معیار پذیرش فناوری زنجیره بلوکی شناسایی و با بررسی خبرگان 53 معیار بهعنوان مهمترین معیارهای پذیرش فناوری زنجیره بلوکی شناسایی شده و سپس با استفاده از روش خوشهبندی k-means در نرمافزار SPSS به دستهبندی معیارها و ارائه مدل ترکیبی این پژوهش پرداخته شده است. نتایج نشان میدهد که از منظر خبرگان، همجواری مفهومی مستقیم، صرفاً بین عوامل خارجی و دو عامل سودمندی درک شده و درک سهولت استفاده تأثیرگذار مشاهده نگردید، بلکه عواملی که در گروههای فناوری، سازمانی و محیطی مدل TAM قرار دارند نیز در این همجواری قرار میگیرند، همچنین نتایج و بررسی محدودیتهای مدل TAM و TOE نشان میدهند که این دو مدل تکمیلکننده یکدیگر هستند. یافتههای این پژوهش به توسعه بیشتر پذیرش زنجیره بلوکی کمک مینماید و راهنماییهایی برای عملکرد شرکتهای فعال در این حوزه فراهم میآورد.
[Taherdoost, H. Blockchain Innovations, Applications, and Future Prospects. Electronics 2024, 13, 422. https://doi.org/10.3390/electronics13020422
N. Kshetri, "1 Blockchain’s roles in meeting key supply chain management objectives," International Journal of information management, vol. 39, pp. 80-89, 2018.
M. Iansiti and K. R. Lakhani, "The truth about blockchain," Harvard business review, vol. 95, no. 1, pp. 118-127, 2017.
K. R. Lakhani, & McAfee, A. , "What Every CEO Needs to Know About the Cloud," Harvard Business Review, 2011. [Online]. Available: https://www.researchgate.net/publication/293431811_What_every_CEO_needs_to_know_about_the_cloud.
M. C. Lacity, "Addressing key challenges to making enterprise blockchain applications a reality," MIS Q. Executive, vol. 17, no. 3, p. 3, 2018.
S. Gaehtgens, & Allan, A, "Trust and the evolution of digital business ecosystems," Gartner Research, 2017.
F. R. Edwards and F. S. Mishkin, "The decline of traditional banking: Implications for financial stabilityand regulatory policy," ed: National Bureau of Economic Research Cambridge, Mass., USA, 1995.
H. Taherdoost, "A review of technology acceptance and adoption models and theories," Procedia manufacturing, vol. 22, pp. 960-967, 2018.
H. Taherdoost, "A critical review of blockchain acceptance models—blockchain technology adoption frameworks and applications," Computers, vol. 11, no. 2, p. 24, 2022.
H. Taherdoost and M. Masrom, "An examination of smart card technology acceptance using adoption model," in Proceedings of the ITI 2009 31st international conference on information technology interfaces, 2009: IEEE, pp. 329-334.
F. D. Davis, "Perceived usefulness, perceived ease of use, and user acceptance of information technology," MIS quarterly, pp. 319-340, 1989.
C. Low, Y. Chen, and M. Wu, "Understanding the determinants of cloud computing adoption," Industrial management & data systems, vol. 111, no. 7, pp. 1006-1023, 2011.
J. D. Bryan and T. Zuva, "A review on TAM and TOE framework progression and how these models integrate," Advances in Science, Technology and Engineering Systems Journal, vol. 6, no. 3, pp. 137-145, 2021.
K. Zhu, K. L. Kraemer, V. Gurbaxani, and S. X. Xu, "Migration to open-standard interorganizational systems: Network effects, switching costs, and path dependency," MIS quarterly, pp. 515-539, 2006.
M. Intan Salwani, G. Marthandan, M. Daud Norzaidi, and S. Choy Chong, "E‐commerce usage and business performance in the Malaysian tourism sector: empirical analysis," Information management & computer security, vol. 17, no. 2, pp. 166-185, 2009.
J. Xu, "Research on application of BIM 5D technology in central grand project," Procedia engineering, vol. 174, pp. 600-610, 2017.
H. O. Awa, O. U. Ojiabo, and B. C. Emecheta, "Integrating TAM, TPB and TOE frameworks and expanding their characteristic constructs for e-commerce adoption by SMEs," Journal of Science & Technology Policy Management, vol. 6, no. 1, pp. 76-94, 2015.
C. Carnaghan and K. Klassen, "Exploring the determinants of web-based e-business evolution in Canada," 2007.
S. Almekhlafi and N. Al-Shaibany, "The literature review of blockchain adoption," Asian Journal of Research in Computer Science, vol. 7, no. 2, pp. 29-50, 2021.
S. A. Borhani, J. Babajani, I. Raeesi Vanani, S. Sheri Anaqiz, and M. Jamaliyanpour, "Adopting blockchain technology to improve financial reporting by using the technology acceptance model (TAM)," International Journal Of Finance & Managerial Accounting, vol. 6, no. 22, pp. 155-171, 2021.
J. M. Woodside, F. K. Augustine Jr, and W. Giberson, "Blockchain technology adoption status and strategies," Journal of International Technology and Information Management, vol. 26, no. 2, pp. 65-93, 2017.
T. Clohessy and T. Acton, "Investigating the influence of organizational factors on blockchain adoption: An innovation theory perspective," Industrial Management & Data Systems, vol. 119, no. 7, pp. 1457-1491, 2019.
S. ShafeeN, "E-learning Technology Acceptance Model with cultural factors. Liverpool John Moores University: School of Computing and Mathematical Sciences," MSc Dissertation, April, 2011.
P. A. Pavlou, "Consumer acceptance of electronic commerce: Integrating trust and risk with the technology acceptance model," International journal of electronic commerce, vol. 7, no. 3, pp. 101-134, 2003.
T. Pikkarainen, K. Pikkarainen, H. Karjaluoto, and S. Pahnila, "Consumer acceptance of online banking: an extension of the technology acceptance model," Internet research, vol. 14, no. 3, pp. 224-235, 2004.
M. Ervasti and H. Helaakoski, "Case study of application-based mobile service acceptance and development in Finland," International Journal of Information Technology and Management, vol. 9, no. 3, pp. 243-259, 2010.
G. Müller-Seitz, K. Dautzenberg, U. Creusen, and C. Stromereder, "Customer acceptance of RFID technology: Evidence from the German electronic retail sector," Journal of retailing and consumer services, vol. 16, no. 1, pp. 31-39, 2009.
O. Ukoha, H. O. Awa, C. A. Nwuche, I. F. Asiegbu, and E. Cohen, "Analysis of Explanatory and Predictive Architectures and the Relevance in Explaining the Adoption of IT in SMEs," Interdisciplinary Journal of Information, Knowledge & Management, vol. 6, 2011.
I. Troshani, C. Jerram, and S. Rao Hill, "Exploring the public sector adoption of HRIS," Industrial Management & Data Systems, vol. 111, no. 3, pp. 470-488, 2011.
H.-d. Yang and Y. Yoo, "It's all about attitude: revisiting the technology acceptance model," Decision support systems, vol. 38, no. 1, pp. 19-31, 2004.
K. Zhu, K. L. Kraemer, and S. Xu, "The process of e-business assimilation in organizations: A technology diffusion perspective," Management Science, vol. 52, no. 10, pp. 1557-1576, 2006.
L. Raymond, F. Bergeron, and S. Blili, "The assimilation of E‐business in manufacturing SMEs: Determinants and effects on growth and internationalization," Electronic Markets, vol. 15, no. 2, pp. 106-118, 2005.
N. Schillewaert, M. J. Ahearne, R. T. Frambach, and R. K. Moenaert, "The adoption of information technology in the sales force," Industrial marketing management, vol. 34, no. 4, pp. 323-336, 2005.
W.-W. Wu, "Developing an explorative model for SaaS adoption," Expert systems with applications, vol. 38, no. 12, pp. 15057-15064, 2011.
M. D. Williams, Y. K. Dwivedi, B. Lal, and A. Schwarz, "Contemporary trends and issues in IT adoption and diffusion research," Journal of Information Technology, vol. 24, no. 1, pp. 1-10, 2009.
S. Xu, K. Zhu, and J. Gibbs, "Global technology, local adoption: A Cross‐Country investigation of internet adoption by companies in the united states and china," Electronic markets, vol. 14, no. 1, pp. 13-24, 2004.
T. S. Teo, S. Lin, and K.-h. Lai, "Adopters and non-adopters of e-procurement in Singapore: An empirical study," Omega, vol. 37, no. 5, pp. 972-987, 2009.
I. Arpaci, Y. C. Yardimci, S. Ozkan, and O. Turetken, "Organizational adoption of information technologies: A literature review," International Journal of ebusiness and egovernment Studies, vol. 4, no. 2, pp. 37-50, 2012.
M.-J. Pan and W.-Y. Jang, "Determinants of the adoption of enterprise resource planning within the technology-organization-environment framework: Taiwan's communications industry," Journal of Computer information systems, vol. 48, no. 3, pp. 94-102, 2008.
Y.-M. Wang, Y.-S. Wang, and Y.-F. Yang, "Understanding the determinants of RFID adoption in the manufacturing industry," Technological forecasting and social change, vol. 77, no. 5, pp. 803-815, 2010.
K.-W. Wen and Y. Chen, "E-business value creation in Small and Medium Enterprises: a US study using the TOE framework," International Journal of Electronic Business, vol. 8, no. 1, pp. 80-100, 2010.
T. Oliveira and M. F. Martins, "Literature review of information technology adoption models at firm level," Electronic journal of information systems evaluation, vol. 14, no. 1, pp. pp110‑121-pp110‑121, 2011.
X. Qin, Y. Shi, K. Lyu, and Y. Mo, "Using a TAM-TOE model to explore factors of Building Information Modelling (BIM) adoption in the construction industry," 2020.
L. A. Palinkas, S. M. Horwitz, C. A. Green, J. P. Wisdom, N. Duan, and K. Hoagwood, "Purposeful sampling for qualitative data collection and analysis in mixed method implementation research," Administration and policy in mental health and mental health services research, vol. 42, pp. 533-544, 2015.
H. Kallio, A. M. Pietilä, M. Johnson, and M. Kangasniemi, "Systematic methodological review: developing a framework for a qualitative semi‐structured interview guide," Journal of advanced nursing, vol. 72, no. 12, pp. 2954-2965, 2016.
S. S. Chawathe, "Clustering blockchain data," Clustering Methods for Big Data Analytics: Techniques, Toolboxes and Applications, pp. 43-72, 2019.
E. U. Oti, M. O. Olusola, F. C. Eze, and S. U. Enogwe, "Comprehensive review of K-Means clustering algorithms," criterion, vol. 12, pp. 22-23, 2021.
E. Pantano and L. Di Pietro, "Understanding consumer’s acceptance of technology-based innovations in retailing," Journal of technology management & innovation, vol. 7, no. 4, pp. 1-19, 2012.
M. Yektai, & Ranjbarnoshari, A. , "model for cloud computing adoption in IT outsourcing.," Journal of Future Studies in Management (Management Researches), 2016. [Online]. Available: https://sid.ir/paper/204257/en (Note: Original article in Persian).
C. Lazim, N. D. B. Ismail, and M. Tazilah, "Application of technology acceptance model (TAM) towards online learning during covid-19 pandemic: Accounting students perspective," International Journal of Business, Economics and Law, vol. 24, no. 1, pp. 13-20, 2021.