{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,27]],"date-time":"2026-06-27T05:37:40Z","timestamp":1782538660124,"version":"3.54.5"},"reference-count":118,"publisher":"MDPI AG","issue":"3","license":[{"start":{"date-parts":[[2025,2,26]],"date-time":"2025-02-26T00:00:00Z","timestamp":1740528000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100006754","name":"Army Research Laboratory","doi-asserted-by":"publisher","award":["W911NF-19-2-0209"],"award-info":[{"award-number":["W911NF-19-2-0209"]}],"id":[{"id":"10.13039\/100006754","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>Artificial intelligence (AI) technology has become one of the most frequently discussed subjects in the development of technology in recent years. Due to its incredible pattern recognition, it can help humans complete work much faster than before with little to no monetary cost. Despite the widespread impact that AI technologies have on various fields, acceptance and adoption of AI lag behind because of a wide range of factors among users. This paper outlines the results of a large literature review that attempts to tease out some of these factors by examining individual differences that may impact the acceptance and adoption of AI. This goal was achieved through an exploration of individual differences that play a role in the acceptance and adoption of new technologies more broadly, as well as AI technologies, to gain a more holistic understanding of the factors contributing to the lack of acceptance and adoption of AI. The main goal of this literature review was to find the individual differences (IDs) associated with the acceptance and adoption of AI technology and general technology. A secondary goal was to create a model based on the acceptance of general technology that could assist in future AI technology research, development, and implementation. This paper identifies several IDs that were found to play a role in the adoption and acceptance of AI technology, as well as 15 specific IDs that were commonly shown to play a role in the adoption and acceptance of general technology. Because of the rapid development of AI technologies in recent years, there is a lack of research examining the acceptance and adoption of AI technologies; however, there is a great deal of research examining the broader acceptance and adoption of technology, and there is significant overlap between the studies that examined general technology acceptance and adoption and those that examined AI-specific technology acceptance and adoption. Because of this, we believe that the research on general technology acceptance and adoption can be used as a foundation and inspiration for future research on AI technology in this area.<\/jats:p>","DOI":"10.3390\/systems13030156","type":"journal-article","created":{"date-parts":[[2025,2,26]],"date-time":"2025-02-26T04:46:37Z","timestamp":1740545197000},"page":"156","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":14,"title":["Recent Developments in Individual Difference Research to Inform the Adoption of AI Technology"],"prefix":"10.3390","volume":"13","author":[{"given":"Luke","family":"Symasek","sequence":"first","affiliation":[{"name":"Department of Psychology, The University of Alabama in Huntsville, Huntsville, AL 35899, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Taylor","family":"Yeazitzis","sequence":"additional","affiliation":[{"name":"Department of Psychology, The University of Alabama in Huntsville, Huntsville, AL 35899, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7343-8933","authenticated-orcid":false,"given":"Kristin","family":"Weger","sequence":"additional","affiliation":[{"name":"Department of Psychology, The University of Alabama in Huntsville, Huntsville, AL 35899, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bryan","family":"Mesmer","sequence":"additional","affiliation":[{"name":"Department of Industrial & Systems Engineering and Engineering Management, The University of Alabama in Huntsville, Huntsville, AL 35899, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2025,2,26]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"101925","DOI":"10.1016\/j.tele.2022.101925","article-title":"What factors contribute to the acceptance of artificial intelligence? A systematic review","volume":"77","author":"Kelly","year":"2023","journal-title":"Telemat. Inform."},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Weger, K., Easley, T., Branham, N., Tenhundfeld, N., and Mesmer, B. (2022, January 10\u201314). Individual Differences in the Acceptance and Adoption of AI-enabled Autonomous Systems. Proceedings of the Human Factors and Ergonomics Society Annual Meeting, Atlanta, GA, USA.","DOI":"10.1177\/1071181322661154"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"319","DOI":"10.2307\/249008","article-title":"Perceived usefulness, perceived ease of use, and user acceptance of information technology","volume":"13","author":"Davis","year":"1989","journal-title":"MIS Q."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"425","DOI":"10.2307\/30036540","article-title":"User acceptance of information technology: Toward a unified view","volume":"27","author":"Venkatesh","year":"2003","journal-title":"MIS Q."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1016\/0749-5978(91)90020-T","article-title":"The theory of planned behavior","volume":"50","author":"Ajzen","year":"1991","journal-title":"Organ. Behav. Hum. Decis. Process."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1111\/j.1540-5915.1999.tb01614.x","article-title":"Are individual differences germane to the acceptance of new information technologies?","volume":"30","author":"Agarwal","year":"1999","journal-title":"Decis. Sci."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"825","DOI":"10.1080\/10447318.2021.1970431","article-title":"Individual differences and expectations of automated vehicles","volume":"38","author":"Zhang","year":"2022","journal-title":"Int. J. Hum.-Comput. Interact."},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"K\u00f6rber, M., and Bengler, K. (2014, January 10\u201312). Potential individual differences regarding automation effects in automated driving. Proceedings of the XV International Conference on Human Computer Interaction, Puerto de la Cruz Tenerife, Spain.","DOI":"10.1145\/2662253.2662275"},{"key":"ref_9","first-page":"879","article-title":"A guide to conducting a standalone systematic literature review","volume":"37","author":"Okoli","year":"2015","journal-title":"Commun. Assoc. Inf. Syst."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1006\/obhd.2000.2896","article-title":"A longitudinal field investigation of gender differences in individual technology adoption decision-making processes","volume":"83","author":"Venkatesh","year":"2000","journal-title":"Organ. Behav. Hum. Decis. Process."},{"key":"ref_11","first-page":"155","article-title":"Is it really gender? An empirical investigation into gender effects in technology adoption through the examination of individual differences","volume":"6","author":"Marakas","year":"2010","journal-title":"Hum. Technol. Interdiscip. J. Hum. ICT Environ."},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Fig\u00e0-Talamanca, G., Tanzi, P.M., and D\u2019Urzo, E. (2022). Robo-advisor acceptance: Do gender and generation matter?. PLoS ONE, 17.","DOI":"10.1371\/journal.pone.0269454"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1108\/EL-04-2021-0082","article-title":"Generation Z and intention to use the Digital Library: Does Personality Matter?","volume":"40","author":"Sanjeev","year":"2021","journal-title":"Electron. Libr."},{"key":"ref_14","unstructured":"Burger, J.M. (2019). Personality, Cengage Learning."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"809","DOI":"10.2307\/25148821","article-title":"Dispositional factors in Internet use: Personality versus cognitive style","volume":"31","author":"McElroy","year":"2007","journal-title":"MIS Q."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"18","DOI":"10.4018\/IJTHI.2020010102","article-title":"Can cognitive style predict adoption of an emerging technology?: A study of cognitive style and its influence on the perception of a new technology","volume":"16","author":"Chae","year":"2020","journal-title":"Int. J. Technol. Hum. Interact. (IJTHI)"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"1475","DOI":"10.1016\/j.chb.2013.01.029","article-title":"The dual nature of prior computer experience: More is not necessarily better for technology acceptance","volume":"29","author":"Varma","year":"2013","journal-title":"Comput. Hum. Behav."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"706","DOI":"10.1016\/j.im.2006.03.007","article-title":"The mediation of external variables in the technology acceptance model","volume":"43","author":"Hubona","year":"2006","journal-title":"Inf. Manag."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"1523","DOI":"10.1016\/j.compedu.2008.02.003","article-title":"Identifying discriminating variables between teachers who fully integrate computers and teachers with limited integration","volume":"51","author":"Mueller","year":"2008","journal-title":"Comput. Educ."},{"key":"ref_20","unstructured":"Franke, T., Cocron, P., Schmalfu\u00df, F., Krei\u00dfig, I., and Krems, J. (2012, January 14\u201315). Adapting to the range of an electric vehicle: The relation of experience to subjectively available mobility resources. Proceedings of the European Conference on Human-Centered Design for Intelligent Transport Systems, Valencia, Spain."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1007\/s10209-010-0212-x","article-title":"The effect of Previous Exposure to Technology (PET) on acceptance and its importance in usability engineering","volume":"10","author":"Holzinger","year":"2011","journal-title":"Univers. Access Inf. Soc."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"364","DOI":"10.1108\/10662240310501649","article-title":"Modeling the effect of experience on student acceptance of Web-based courseware","volume":"13","author":"Stoel","year":"2003","journal-title":"Internet Res."},{"key":"ref_23","first-page":"173","article-title":"Implementing computer technologies: Teachers\u2019 perceptions and practices","volume":"14","author":"Wozney","year":"2006","journal-title":"J. Technol. Teach. Educ. (JTATE)"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"713","DOI":"10.1111\/j.1467-8535.2008.00853.x","article-title":"\u2018Mind the gap\u2019: An empirical study of the gap between intention and actual usage of corporate e-learning programmes in the financial industry","volume":"40","author":"Luor","year":"2009","journal-title":"Br. J. Educ. Technol."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1016\/S0167-9236(03)00062-9","article-title":"It\u2019s all about attitude: Revisiting the technology acceptance model","volume":"38","author":"Yang","year":"2004","journal-title":"Decis. Support Syst."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1287\/isre.2.3.173","article-title":"Predicting user intentions: Comparing the Technology Acceptance Model with the Theory of Planned Behavior","volume":"2","author":"Mathieson","year":"1991","journal-title":"Inf. Syst. Res."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"319","DOI":"10.1016\/S0747-5632(02)00059-6","article-title":"Computer-related attitudes and actions of teacher candidates","volume":"19","author":"Shapka","year":"2003","journal-title":"Comput. Hum. Behav."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1287\/isre.1050.0042","article-title":"A theoretical integration of user satisfaction and technology acceptance","volume":"16","author":"Wixom","year":"2005","journal-title":"Inf. Syst. Res."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"1866","DOI":"10.1177\/1460458219892162","article-title":"Predictive factors of physicians\u2019 satisfaction with telemedicine services acceptance","volume":"26","author":"Kissi","year":"2020","journal-title":"Health Inform. J."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"368","DOI":"10.1111\/j.1464-0597.2011.00474.x","article-title":"Experiencing range in an electric vehicle: Understanding psychological barriers","volume":"61","author":"Franke","year":"2012","journal-title":"Appl. Psychol."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"101324","DOI":"10.1016\/j.tele.2019.101324","article-title":"Technology acceptance theories and factors influencing artificial Intelligence-based intelligent products","volume":"47","author":"Sohn","year":"2020","journal-title":"Telemat. Inform."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"102623","DOI":"10.1016\/j.ijinfomgt.2023.102623","article-title":"Customers\u2019 acceptance of artificially intelligent service robots: The influence of trust and culture","volume":"70","author":"Chi","year":"2023","journal-title":"Int. J. Inf. Manag."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"553","DOI":"10.1016\/j.jbusres.2003.08.002","article-title":"Explaining consumer acceptance of handheld Internet devices","volume":"58","author":"Bruner","year":"2005","journal-title":"J. Bus. Res."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"114","DOI":"10.1016\/j.compedu.2015.12.004","article-title":"The effects of secondary teachers\u2019 technostress on the intention to use technology in South Korea","volume":"95","author":"Joo","year":"2016","journal-title":"Comput. Educ."},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Shah, M., Hassan, R., and Embi, R. (2012, January 21\u201322). Technology acceptance and computer anxiety. Proceedings of the ICIMTR 2012\u20142012 International Conference on Innovation, Management and Technology Research, Malacca, Malaysia.","DOI":"10.1109\/ICIMTR.2012.6236408"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"381","DOI":"10.2307\/4132314","article-title":"An empirical examination of individual traits as antecedents to computer anxiety and computer self-efficacy","volume":"26","author":"Thatcher","year":"2002","journal-title":"MIS Q."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"572","DOI":"10.1016\/j.ijinfomgt.2011.03.004","article-title":"A meta-analysis of the impact of trust on technology acceptance model: Investigation of moderating influence of subject and context type","volume":"31","author":"Wu","year":"2011","journal-title":"Int. J. Inf. Manag."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Faqih, K.M.S. (2011, January 23\u201324). Integrating perceived risk and trust with technology acceptance model: An empirical assessment of customers\u2019 acceptance of online shopping in Jordan. Proceedings of the 2011 International Conference on Research and Innovation in Information Systems, Kuala Lumpur, Malaysia.","DOI":"10.1109\/ICRIIS.2011.6125686"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"344","DOI":"10.1016\/j.joep.2009.02.004","article-title":"An exploration of consumer resistance to innovation and its antecedents","volume":"30","author":"Kleijnen","year":"2009","journal-title":"J. Econ. Psychol."},{"key":"ref_40","first-page":"339","article-title":"Early investigation of new information technology acceptance: A perceived risk\u2014Motivation model","volume":"25","author":"Cocosila","year":"2009","journal-title":"Commun. Assoc. Inf. Syst."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"85","DOI":"10.2224\/sbp.2015.43.1.85","article-title":"An online shopping behavior model integrating personality traits, perceived risk, and technology acceptance","volume":"43","author":"Wu","year":"2015","journal-title":"Soc. Behav. Personal. Int. J."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"194","DOI":"10.1080\/17538157.2016.1200053","article-title":"User acceptance of mobile health services from users\u2019 perspectives: The role of self-efficacy and response-efficacy in technology acceptance","volume":"42","author":"Zhang","year":"2017","journal-title":"Inform. Health Soc. Care"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"221","DOI":"10.1016\/j.im.2008.10.003","article-title":"Cognitive engagement with a multimedia ERP training tool: Assessing computer self-efficacy and technology acceptance","volume":"46","author":"Scott","year":"2009","journal-title":"Inf. Manag."},{"key":"ref_44","first-page":"241","article-title":"Comparison of Web 2.0 technology acceptance level based on cultural differences","volume":"14","author":"Yoo","year":"2011","journal-title":"Educ. Technol. Soc."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/S0378-7206(97)00026-8","article-title":"Testing the Technology Acceptance Model across cultures: A three country study","volume":"31","author":"Straub","year":"1997","journal-title":"Inf. Manag."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"68","DOI":"10.1509\/jim.14.0065","article-title":"The application of the Technology Acceptance Model under different cultural contexts: The case of online shopping adoption","volume":"22","author":"Ashraf","year":"2014","journal-title":"J. Int. Mark."},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Howard, S., Hammond, J., and Lindgaard, G. (1997). The Role of Culture in Interface Acceptance. Human-Computer Interaction INTERACT \u201997, Springer. IFIP\u2014The International Federation for Information Processing.","DOI":"10.1007\/978-0-387-35175-9"},{"key":"ref_48","first-page":"23","article-title":"Re-visualizing the digital divide as a digital spectrum","volume":"1","author":"Lenhart","year":"2003","journal-title":"IT Soc."},{"key":"ref_49","first-page":"1","article-title":"Work and personal determinants of mobile-technology adoption and use among community-dwelling older adults: A mixed-methods approach","volume":"3","author":"Burch","year":"2022","journal-title":"Technol. Mind Behav."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1353\/hsj.2007.0013","article-title":"Redefining the digital divide: Beyond access to computers and the Internet","volume":"90","author":"Valadez","year":"2007","journal-title":"High Sch. J."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"1067","DOI":"10.1044\/2021_AJA-21-00050","article-title":"Factors affecting hearing aid adoption by adults with high-frequency hearing loss: The Beaver Dam Offspring Study","volume":"30","author":"Weycker","year":"2021","journal-title":"Am. J. Audiol."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"419","DOI":"10.2307\/20650298","article-title":"A Meta-Analysis of the Role of Environment-Based Voluntariness in Information Technology Acceptance","volume":"33","author":"Wu","year":"2009","journal-title":"MIS Q."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"557","DOI":"10.1111\/j.1540-5915.1997.tb01322.x","article-title":"The role of innovation characteristics and perceived voluntariness in the acceptance of information technologies","volume":"28","author":"Agarwal","year":"1997","journal-title":"Decis. Sci."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"475","DOI":"10.1177\/1461444807085382","article-title":"Voluntary adopters versus forced adopters: Integrating the diffusion of innovation theory and the technology acceptance model to study intra-organizational adoption","volume":"10","author":"Zhou","year":"2008","journal-title":"New Med. Soc."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1016\/j.trf.2018.09.005","article-title":"Car sharing as a means to raise acceptance of electric vehicles: An empirical study on regime change in automobility","volume":"60","author":"Weyer","year":"2019","journal-title":"Transp. Res. Part F Traffic Psychol. Behav."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"198","DOI":"10.1016\/j.erss.2015.06.001","article-title":"Does range matter? Exploring perceptions of electric vehicles with and without a range extender among potential early adopters in Germany","volume":"8","author":"Schneidereit","year":"2015","journal-title":"Energy Res. Soc. Sci."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"102633","DOI":"10.1016\/j.ijhm.2020.102633","article-title":"An investigation of the moderating effects of current job position level and hotel work experience between technology readiness and technology acceptance","volume":"90","author":"Sun","year":"2020","journal-title":"Int. J. Hosp. Manag."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"100315","DOI":"10.1016\/j.chbr.2023.100315","article-title":"The propensity to trust in (automated) technology mediates the links between technology self-efficacy and fear and acceptance of artificial intelligence","volume":"11","author":"Montag","year":"2023","journal-title":"Comput. Hum. Behav. Rep."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"101535","DOI":"10.1016\/j.techsoc.2021.101535","article-title":"A new acceptance model for artificial intelligence with extensions to UTAUT2: An empirical study in three segments of application","volume":"65","author":"Gansser","year":"2021","journal-title":"Technol. Soc."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"8","DOI":"10.1007\/s44202-022-00020-y","article-title":"Acceptance and fear of Artificial Intelligence: Associations with personality in a German and a Chinese sample","volume":"2","author":"Sindermann","year":"2022","journal-title":"Discov. Psychol."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"1068","DOI":"10.1080\/0144929X.2019.1566499","article-title":"On the perceptions and acceptance of artificially intelligent robotics and the psychology of the future elderly","volume":"38","author":"Gessl","year":"2019","journal-title":"Behav. Inf. Technol."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"272","DOI":"10.1016\/j.chb.2015.03.022","article-title":"Modeling the acceptance of e-learning in mandatory environments of higher education: The influence of previous education and gender","volume":"49","year":"2015","journal-title":"Comput. Hum. Behav."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"306","DOI":"10.1016\/j.compedu.2012.12.014","article-title":"Perceived playfulness, gender differences and technology acceptance model in a blended learning scenario","volume":"63","year":"2013","journal-title":"Comput. Educ."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"522","DOI":"10.1016\/j.chb.2016.09.009","article-title":"Exploring students\u2019 awareness and perceptions: Influencing factors and individual differences driving m-learning adoption","volume":"65","author":"Sabah","year":"2016","journal-title":"Comput. Hum. Behav."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"115","DOI":"10.2307\/3250981","article-title":"Why don\u2019t men ever stop to ask for directions? Gender, social influence, and their role in technology acceptance and usage behavior","volume":"24","author":"Venkatesh","year":"2000","journal-title":"MIS Q."},{"key":"ref_66","first-page":"23","article-title":"The effect of culture on user acceptance of information technology","volume":"23","author":"Bandyopadhyay","year":"2007","journal-title":"Commun. Assoc. Inf. Syst."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"394","DOI":"10.1177\/0042085905276389","article-title":"The legacy of the digital divide: Gender, socioeconomic status, and early exposure as predictors of full-spectrum technology use among young adults","volume":"40","author":"Ching","year":"2005","journal-title":"Urban Educ."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"717","DOI":"10.1016\/j.enpol.2012.06.009","article-title":"Barriers to widespread adoption of electric vehicles: An analysis of consumer attitudes and perceptions","volume":"48","author":"Egbue","year":"2012","journal-title":"Energy Policy"},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"389","DOI":"10.2307\/249720","article-title":"Gender differences in the perception and use of e-mail: An extension to the technology acceptance model","volume":"21","author":"Gefen","year":"1997","journal-title":"MIS Q."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"101026","DOI":"10.1016\/j.jfi.2023.101026","article-title":"The fintech gender gap","volume":"54","author":"Chen","year":"2021","journal-title":"J. Financ. Intermediat."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"71","DOI":"10.2307\/3250959","article-title":"A longitudinal investigation of personal computers in homes: Adoption determinants and emerging challenges","volume":"25","author":"Venkatesh","year":"2001","journal-title":"MIS Q."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1016\/j.im.2007.11.001","article-title":"Acceptance of blog usage: The roles of technology acceptance, social influence and knowledge sharing motivation","volume":"45","author":"Hsu","year":"2008","journal-title":"Inf. Manag."},{"key":"ref_73","first-page":"301","article-title":"Determinants of intention to use eLearning based on the Technology Acceptance Model","volume":"11","author":"Punnoose","year":"2012","journal-title":"J. Inf. Technol. Educ. Res."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"882","DOI":"10.1080\/10447318.2017.1403220","article-title":"Expanding the Technology Acceptance Model with the inclusion of trust, social influence, and health valuation to determine the predictors of German users\u2019 willingness to continue using a fitness app: A structural equation modeling approach","volume":"34","author":"Beldad","year":"2018","journal-title":"Int. J. Hum.-Comput. Interact."},{"key":"ref_75","unstructured":"Yang, H.D., and Choi, I.Y. (2001, January 20\u201322). Revisiting Technology Acceptance Model with Social Influence Factors. Proceedings of the Pacific Asia Conference on Information Systems, Seoul, South Korea."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1007\/s10796-006-8782-0","article-title":"Social influence process in the acceptance of a virtual community service","volume":"8","author":"Song","year":"2006","journal-title":"Inf. Syst. Front."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1108\/17410391111097410","article-title":"Social influence, voluntariness, experience, and internet acceptance: An extension of the technology acceptance model within a South-Asian country context","volume":"24","author":"Abbasi","year":"2011","journal-title":"J. Enterp. Inf. Manag."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"254","DOI":"10.1016\/j.chb.2009.04.011","article-title":"An empirical study of the factors affecting social network service use","volume":"26","author":"Kwon","year":"2010","journal-title":"Comput. Hum. Behav."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1145\/1161345.1161355","article-title":"Social Influence on Technology Acceptance Behavior: Self-Identity Theory Perspective","volume":"37","author":"Lee","year":"2006","journal-title":"SIGMIS Database"},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"90","DOI":"10.1016\/j.im.2006.10.007","article-title":"A meta-analysis of the technology acceptance model: Investigating subjective norm and moderation effects","volume":"44","author":"Schepers","year":"2007","journal-title":"Inf. Manag."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"64","DOI":"10.1016\/j.trf.2015.11.011","article-title":"Still underdetected\u2014Social norms and collective efficacy predict the acceptance of electric vehicles in Germany","volume":"37","author":"Barth","year":"2016","journal-title":"Transp. Res. Part F Traffic Psychol. Behav."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1007\/s11747-009-0157-x","article-title":"Social influence on salespeople\u2019s adoption of sales technology: A multilevel analysis","volume":"38","author":"Homburg","year":"2010","journal-title":"J. Acad. Mark. Sci."},{"key":"ref_83","unstructured":"Malhotra, Y., and Galletta, D.F. (1999, January 5\u20138). Extending the technology acceptance model to account for social influence: Theoretical bases and empirical validation. Proceedings of the 32nd Annual Hawaii International Conference on Systems Sciences, Maui, HI, USA."},{"key":"ref_84","unstructured":"McLeod, A., Pippin, S., and Catania, V. (2009, January 6\u20139). Using Technology Acceptance Theory to model individual differences in tax software use. Proceedings of the 15th Americas Conference on Information Systems, San Francisco, CA, USA."},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"103591","DOI":"10.1016\/j.compedu.2019.05.017","article-title":"Digital textbooks are useful but not everyone wants them: The role of technostress","volume":"140","author":"Verkijika","year":"2019","journal-title":"Comput. Educ."},{"key":"ref_86","first-page":"8300","article-title":"The effects of technostress on information technology acceptance","volume":"96","author":"Kim","year":"2018","journal-title":"J. Theor. Appl. Inf. Technol."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"2914","DOI":"10.1108\/IJCHM-04-2018-0307","article-title":"Are restaurant customers ready for tablet-based menus?","volume":"31","author":"Suarez","year":"2019","journal-title":"Int. J. Contemp. Hosp. Manag."},{"key":"ref_88","doi-asserted-by":"crossref","unstructured":"dos Santos, T.D., and Santana, V.F.d. (2017). Computer anxiety and interaction: A systematic review. Proceedings of the 15th International Web for All Conference, Association for Computing Machinery.","DOI":"10.1145\/3192714.3192825"},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/0747-5632(94)00021-9","article-title":"Computer anxiety: A cross-cultural comparison of university students in ten countries","volume":"11","author":"Rosen","year":"1995","journal-title":"Comput. Hum. Behav."},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1016\/0747-5632(94)00018-D","article-title":"Computer availability, computer experience and technophobia among public school teachers","volume":"11","author":"Rosen","year":"1995","journal-title":"Comput. Hum. Behav."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1108\/02652321311298690","article-title":"The effect of motivation on trust in the acceptance of internet banking in a low-income country","volume":"31","author":"Akhlaq","year":"2013","journal-title":"Int. J. Bank Mark."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"1223","DOI":"10.1007\/s12369-022-00952-4","article-title":"On the role of beliefs and trust for the intention to use service robots: An integrated trustworthiness beliefs model for robot acceptance","volume":"16","author":"Kraus","year":"2023","journal-title":"Int. J. Soc. Robot."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1016\/j.chb.2017.11.010","article-title":"Risk, trust, and the interaction of perceived ease of use and behavioral control in predicting consumers\u2019 use of social media for transactions","volume":"80","author":"Hansen","year":"2017","journal-title":"Comput. Hum. Behav."},{"key":"ref_94","doi-asserted-by":"crossref","unstructured":"AlHogail, A. (2018). Improving IoT technology adoption through improving consumer trust. Technologies, 6.","DOI":"10.3390\/technologies6030064"},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"307","DOI":"10.1111\/1467-8535.00164","article-title":"Teachers and ICT: Current use and future needs","volume":"31","author":"Williams","year":"2002","journal-title":"Br. J. Educ. Technol."},{"key":"ref_96","doi-asserted-by":"crossref","first-page":"190","DOI":"10.1108\/JCM-10-2013-0727","article-title":"Self-efficacy as an antecedent of cognition and affect in technology acceptance","volume":"31","author":"Kulviwat","year":"2014","journal-title":"J. Consum. Mark."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1080\/08832323.2015.1019818","article-title":"Student reactions to classroom management technology: Learning styles and attitudes toward Moodle","volume":"90","author":"Chung","year":"2015","journal-title":"J. Educ. Bus."},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"448","DOI":"10.1016\/j.sbspro.2012.09.1210","article-title":"The effects of computer self-efficacy and the Technology Acceptance Model on behavioral intention in Internet banking systems","volume":"57","author":"Yeow","year":"2012","journal-title":"Procedia-Soc. Behav. Sci."},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"565","DOI":"10.1016\/j.im.2005.11.005","article-title":"Delineating the effects of general and system-specific computer self-efficacy beliefs on IS acceptance","volume":"43","author":"Hasan","year":"2006","journal-title":"Inf. Manag."},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"1165","DOI":"10.1177\/0033294121997784","article-title":"Direct and indirect associations of personality with audiovisual technology acceptance through general self-efficacy","volume":"125","author":"Manolika","year":"2022","journal-title":"Psychol. Rep."},{"key":"ref_101","first-page":"137","article-title":"Impact of motivation on intentions in online learning: Canada vs China","volume":"5","author":"Tan","year":"2008","journal-title":"Issues Informing Sci. Inf. Technol."},{"key":"ref_102","doi-asserted-by":"crossref","first-page":"75","DOI":"10.1016\/j.ijmedinf.2017.02.002","article-title":"Understanding factors influencing the adoption of mHealth by the elderly: An extension of the UTAUT model","volume":"101","author":"Hoque","year":"2017","journal-title":"Int. J. Med. Inform."},{"key":"ref_103","doi-asserted-by":"crossref","first-page":"999","DOI":"10.1016\/j.jbusres.2006.06.003","article-title":"Using the technology acceptance model to explain how attitudes determine Internet usage: The role of perceived access barriers and demographics","volume":"59","author":"Porter","year":"2006","journal-title":"J. Bus. Res."},{"key":"ref_104","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1177\/0894439310396186","article-title":"Age and trust in the internet: The centrality of experience and attitudes toward technology in Britain","volume":"30","author":"Blank","year":"2012","journal-title":"Soc. Sci. Comput. Rev."},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"66481","DOI":"10.1109\/ACCESS.2018.2877760","article-title":"Continued intention to use UCOM: Four factors for integrating with a Technology Acceptance Model to moderate the satisfaction of learning","volume":"6","author":"Tawafak","year":"2018","journal-title":"IEEE Access"},{"key":"ref_106","doi-asserted-by":"crossref","first-page":"271","DOI":"10.1108\/09574091011071951","article-title":"Technology acceptance and satisfaction with logistics services","volume":"21","author":"Bienstock","year":"2010","journal-title":"Int. J. Logist. Manag."},{"key":"ref_107","doi-asserted-by":"crossref","first-page":"1985","DOI":"10.1016\/j.chb.2012.05.019","article-title":"How student\u2019s personality traits affect Computer Based Assessment Acceptance: Integrating BFI with CBAAM","volume":"28","author":"Terzis","year":"2012","journal-title":"Comput. Hum. Behav."},{"key":"ref_108","doi-asserted-by":"crossref","first-page":"323","DOI":"10.1080\/0144929X.2011.553740","article-title":"Personality and technology acceptance: The influence of personality factors on the core constructs of the Technology Acceptance Model","volume":"32","author":"Svendsen","year":"2013","journal-title":"Behav. Inf. Technol."},{"key":"ref_109","first-page":"197","article-title":"Perceived technostress while learning a new mobile technology: Do individual differences and the way technology is presented matter?","volume":"17","author":"Olech","year":"2021","journal-title":"Hum. Technol."},{"key":"ref_110","doi-asserted-by":"crossref","first-page":"58","DOI":"10.1145\/1066149.1066155","article-title":"Individual differences and usage behavior: Revisiting a technology acceptance model assumption","volume":"36","author":"Hubona","year":"2005","journal-title":"Data Base Adv. Inf. Syst."},{"key":"ref_111","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1518\/001872000779656444","article-title":"A survey of World Wide Web use in middle-aged and older adults","volume":"42","author":"Morrell","year":"2000","journal-title":"Hum. Factors"},{"key":"ref_112","unstructured":"Zhou, J., and Salvendy, G. (2017). Age Differences in Acceptance of Self-driving Cars: A Survey of Perceptions and Attitudes. Human Aspects of IT for the Aged Population. Aging, Design and User Experience. ITAP, Springer."},{"key":"ref_113","doi-asserted-by":"crossref","first-page":"561","DOI":"10.1017\/S0144686X03001302","article-title":"Older adults\u2019 use of information and communications technology in everyday life","volume":"23","author":"Selwyn","year":"2003","journal-title":"Ageing Soc."},{"key":"ref_114","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1080\/17538157.2021.1923500","article-title":"Ethics and acceptance of smart homes for older adults","volume":"47","author":"Pirzada","year":"2022","journal-title":"Inform. Health Soc. Care"},{"key":"ref_115","doi-asserted-by":"crossref","first-page":"769","DOI":"10.1016\/j.chb.2016.06.014","article-title":"Do learners\u2019 characteristics matter? An exploration of mobile-learning adoption in self-directed learning","volume":"63","author":"Karimi","year":"2016","journal-title":"Comput. Hum. Behav."},{"key":"ref_116","doi-asserted-by":"crossref","first-page":"228","DOI":"10.1016\/j.dss.2007.02.003","article-title":"Examining the effects of cognitive style in individuals\u2019 technology use decision making","volume":"45","author":"Chakraborty","year":"2008","journal-title":"Decis. Support Syst."},{"key":"ref_117","doi-asserted-by":"crossref","unstructured":"Hidalgo, M., Yanine, F., Paredes, R., Frez, J., and Solar, M. (2024). What Is the Process? A Metamodel of the Requirements Elicitation Process Derived from a Systematic Literature Review. Processes, 13.","DOI":"10.3390\/pr13010020"},{"key":"ref_118","doi-asserted-by":"crossref","unstructured":"Yeazitzis, T., Weger, K., Mesmer, B., Clerkin, J., and Van Bossuyt, D. (2023). Biases in Stakeholder Elicitation as a Precursor to the Systems Architecting Process. Systems, 11.","DOI":"10.3390\/systems11100499"}],"container-title":["Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/3\/156\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T16:42:39Z","timestamp":1760028159000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/3\/156"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,2,26]]},"references-count":118,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2025,3]]}},"alternative-id":["systems13030156"],"URL":"https:\/\/doi.org\/10.3390\/systems13030156","relation":{},"ISSN":["2079-8954"],"issn-type":[{"value":"2079-8954","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,2,26]]}}}