{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,19]],"date-time":"2025-11-19T19:22:33Z","timestamp":1763580153291,"version":"3.45.0"},"publisher-location":"Gdansk, Poland; Belgrade, Serbia","reference-count":36,"publisher":"University of Gdansk, Department of Business Informatics & University of Belgrade, Faculty of Organizational Sciences","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"DOI":"10.62036\/isd.2025.135","type":"proceedings-article","created":{"date-parts":[[2025,11,19]],"date-time":"2025-11-19T00:45:28Z","timestamp":1763513128000},"source":"Crossref","is-referenced-by-count":0,"title":["Bridging Theory and Practice: Introducing the Heterogeneous Technology Acceptance Model (H-TAM) for Practical Market Research and Product Comparison"],"prefix":"10.62036","author":[{"given":"Pawel Robert","family":"Smolinski","sequence":"first","affiliation":[{"name":"University of Gdansk, Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jacek","family":"Winiarski","sequence":"additional","affiliation":[{"name":"University of Gdansk, Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"48375","published-online":{"date-parts":[[2025,11,17]]},"reference":[{"key":"ref0","doi-asserted-by":"publisher","unstructured":"1. Agarwal, R., Prasad, J.: The Role of Innovation Characteristics and Perceived Voluntariness in the Acceptance of Information Technologies. Decis. Sci. 28 (3), 557-582 (1997).","DOI":"10.1111\/j.1540-5915.1997.tb01322.x"},{"key":"ref1","unstructured":"2. Ajzen, I., Fishbein, M.: Understanding Attitudes and Predicting Social Behavior. Prentice-Hall, Englewood Cliffs (1980)"},{"key":"ref2","doi-asserted-by":"publisher","unstructured":"3. Ajzen, I.: The Theory of Planned Behavior. Organ. Behav. Hum. Decis. Process. 50 (2), 179211 (1991).","DOI":"10.1016\/0749-5978(91)90020-T"},{"key":"ref3","doi-asserted-by":"publisher","unstructured":"4. Barki, H., Benbasat, I.: Quo Vadis TAM? J. Assoc. Inf. Syst. 8 (4), 211-218 (2007).","DOI":"10.17705\/1jais.00126"},{"issue":"1","key":"ref4","doi-asserted-by":"publisher","first-page":"3","DOI":"10.2307\/249403","article-title":"Empirical Research in Information Systems: The Practice of Relevance","volume":"23","author":"Benbasat","year":"1999","unstructured":"5. Benbasat, I., Zmud, R.W.: Empirical Research in Information Systems: The Practice of Relevance. MIS Q. 23 (1), 3-16 (1999).","journal-title":"MIS Q"},{"issue":"1","key":"ref5","doi-asserted-by":"publisher","first-page":"13","DOI":"10.17705\/1jais.00719","article-title":"Meta-Analysis of the Unified Theory of Acceptance and Use of Technology (UTAUT): Challenging its Validity and Charting a Research Agenda in the Red Ocean. J. Assoc. Inf","volume":"23","author":"Blut","year":"2022","unstructured":"6. Blut, M., Chong, A., Tsigna, Z., Venkatesh, V.: Meta-Analysis of the Unified Theory of Acceptance and Use of Technology (UTAUT): Challenging its Validity and Charting a Research Agenda in the Red Ocean. J. Assoc. Inf. Syst. 23 (1), 13-95 (2022).","journal-title":"Syst"},{"issue":"1","key":"ref6","doi-asserted-by":"publisher","first-page":"1","DOI":"10.18637\/jss.v080.i01","article-title":"brms: An R Package for Bayesian Multilevel Models Using Stan. J. Stat","volume":"80","author":"B\u00fcrkner","year":"2017","unstructured":"7. B\u00fcrkner, P.-C.: brms: An R Package for Bayesian Multilevel Models Using Stan. J. Stat. Softw. 80 (1), 1-28 (2017).","journal-title":"Softw"},{"key":"ref7","doi-asserted-by":"publisher","unstructured":"8. Cesario, F., Costa, C.J., Aparicio, M., Aparicio, J.: Blockchain Technology Adoption: Factors Influencing Intention and Usage. In: Proceedings of the International Conference on Information Systems Development (ISD) (2023)","DOI":"10.62036\/ISD.2023.9"},{"key":"ref8","doi-asserted-by":"publisher","unstructured":"9. Chao, C.-M.: Factors Determining the Behavioral Intention to Use Mobile Learning: An Application and Extension of the UTAUT Model. Front. Psychol. 10, Article 1652 (2019).","DOI":"10.3389\/fpsyg.2019.01652"},{"key":"ref9","doi-asserted-by":"publisher","unstructured":"10. Chong, A.Y.L., Blut, M., Zheng, S.: Factors Influencing the Acceptance of Healthcare Information Technologies: A Meta-analysis. Inf. Manag. 59 (3), Article 103604 (2022).","DOI":"10.1016\/j.im.2022.103604"},{"issue":"1","key":"ref10","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1177\/0049124183012001003","article-title":"Comparing Regression Coefficients Across Subsamples: A Study of the Statistical Test. Sociol","volume":"12","author":"Cohen","year":"1983","unstructured":"11. Cohen, A.: Comparing Regression Coefficients Across Subsamples: A Study of the Statistical Test. Sociol. Methods Res. 12 (1), 77-94 (1983).","journal-title":"Methods Res"},{"key":"ref11","doi-asserted-by":"publisher","unstructured":"12. Dandy, G., Dampson, R., Addai-Mununkum, S., Kwakye Apau, S., Bentil, J.: COVID-19 and Online Learning: A SWOT Analysis of Users' Perspectives on Learning Management System. Int. J. Learn. Teach. Educ. Res. 19 (9), 382-401 (2020).","DOI":"10.26803\/ijlter.19.9.20"},{"issue":"3","key":"ref12","doi-asserted-by":"publisher","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","unstructured":"13. Davis, F.D.: Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology. MIS Q. 13 (3), 319-340 (1989).","journal-title":"MIS Q"},{"key":"ref13","doi-asserted-by":"publisher","unstructured":"14. Dishaw, M.T., Strong, D.M.: Extending the Technology Acceptance Model with Task- Technology Fit Constructs. Inf. Manag. 36 (1), 9-21 (1999).","DOI":"10.1016\/S0378-7206(98)00101-3"},{"key":"ref14","doi-asserted-by":"publisher","unstructured":"15. Dwivedi, Y.K., Rana, N.P., Chen, H., Williams, M.D.: A Meta-analysis of the Unified Theory of Acceptance and Use of Technology (UTAUT). In: N\u00fcttgens, M., Gadatsch, A., Kautz, K., Schirmer, I., Blinn, N. (eds.) Governance and Sustainability in Information Systems. Managing the Transfer and Diffusion of IT, pp. 155-170. Springer, Berlin, Heidelberg (2011).","DOI":"10.1007\/978-3-642-24148-2_10"},{"key":"ref15","doi-asserted-by":"publisher","unstructured":"16. Ferguson, C.J.: An Effect Size Primer: A Guide for Clinicians and Researchers. Prof. Psychol. Res. Pract. 40 (5), 532-538 (2009).","DOI":"10.1037\/a0015808"},{"key":"ref16","doi-asserted-by":"publisher","unstructured":"17. Hoque, R., Sorwar, G.: Understanding Factors Influencing the Adoption of mHealth by the Elderly: An Extension of the UTAUT Model. Int. J. Med. Inform. 101, 75-84 (2017).","DOI":"10.1016\/j.ijmedinf.2017.02.002"},{"key":"ref17","doi-asserted-by":"publisher","unstructured":"18. Hornb\u00e6k, K., Hertzum, M.: Technology Acceptance and User Experience: A Review of the Experiential Component in HCI. ACM Trans. Comput.-Hum. Interact. 24 (5), Article 33 (2017).","DOI":"10.1145\/3127358"},{"key":"ref18","unstructured":"19. Ilham, S., Mat, N.: Examining a Theory of Planned Behavior (TPB) and Technology Acceptance Model (TAM) in Internet Purchasing Using Structural Equation Modeling. J. Arts Sci. Commer. 3 (2), 62-77 (2012)"},{"key":"ref19","unstructured":"20. Januszewicz, J., Smolinski, P.R., Winiarski, J.: Scaling Product Acceptance Analysis Using Annotation Systems Based on Large Language Models. In: Marcinkowski, B., Przyby\u0142ek, A., Jarz\u0119bowicz, A., Iivari, N., Insfran, E., Lang, M., Linger, H., Schneider, C. (eds.) Advances in Information Systems Development: Exploring New Horizons and Opportunities, pp. 1-21. Springer Nature Switzerland, Cham (2025)"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-0716-1282-8","author":"Jiang","year":"2021","unstructured":"21. Jiang, J., Nguyen, T.: Linear and Generalized Linear Mixed Models and Their Applications. 2nd edn. Springer, New York, NY (2021).","journal-title":"Linear and Generalized Linear Mixed Models and Their Applications 2nd edn Springer"},{"key":"ref21","doi-asserted-by":"publisher","unstructured":"22. King, W.R., He, J.: A Meta-analysis of the Technology Acceptance Model. Inf. Manag. 43 (6), 740-755 (2006).","DOI":"10.1016\/j.im.2006.05.003"},{"key":"ref22","doi-asserted-by":"publisher","unstructured":"23. Kwon, S.J., Park, E., Kim, K.J.: What Drives Successful Social Networking Services? A Comparative Analysis of User Acceptance of Facebook and Twitter. Soc. Sci. J. 51 (4), 534-544 (2014).","DOI":"10.1016\/j.soscij.2014.04.005"},{"key":"ref23","doi-asserted-by":"publisher","unstructured":"24. Malatji, W., van Eck, R., Zuva, T.: Understanding the Usage, Modifications, Limitations and Criticisms of Technology Acceptance Model (TAM). Adv. Sci. Technol. Eng. Syst. J. 5 (6), 113-117 (2020).","DOI":"10.25046\/aj050612"},{"key":"ref24","doi-asserted-by":"publisher","unstructured":"25. Maranguni\u0107, N., Grani\u0107, A.: Technology Acceptance Model: A Literature Review from 1986 to 2013. Univers. Access Inf. Soc. 14 (1), 81-95 (2015).","DOI":"10.1007\/s10209-014-0348-1"},{"key":"ref25","doi-asserted-by":"publisher","unstructured":"26. Millsap, R.E.: Statistical Approaches to Measurement Invariance. Routledge, New York (2012).","DOI":"10.4324\/9780203821961"},{"key":"ref26","unstructured":"27. Salovaara, A., \u00d6\u00f6rni, A., Sokura, B.: Heterogeneous Use for Multiple Purposes: A Point of Concern to IS Use Models' Validity. In: ICIS 2013 Proceedings (2013)"},{"key":"ref27","doi-asserted-by":"publisher","unstructured":"28. Salovaara, A., Tamminen, S.: Acceptance or Appropriation? A Design-Oriented Critique of Technology Acceptance Models. In: Isom\u00e4ki, H., Saariluoma, P. (eds.) Future Interaction Design II, pp. 157-173. Springer, London (2009).","DOI":"10.1007\/978-1-84800-385-9_8"},{"key":"ref28","doi-asserted-by":"publisher","unstructured":"29. Santini, F.D.O., Ladeira, W.J., Sampaio, C.H., Perin, M.G., Dolci, P.C.: A Meta-analytical Study of Technological Acceptance in Banking Contexts. Int. J. Bank Mark. 37 (3), 755-774 (2019).","DOI":"10.1108\/IJBM-04-2018-0110"},{"key":"ref29","doi-asserted-by":"publisher","unstructured":"30. Shore, L., de Eyto, A., O'Sullivan, L.: Technology Acceptance and Perceptions of Robotic Assistive Devices by Older Adults - Implications for Exoskeleton Design. Disabil. Rehabil. Assist. Technol. 17 (7), 782-790 (2022).","DOI":"10.1080\/17483107.2020.1817988"},{"key":"ref30","doi-asserted-by":"publisher","unstructured":"31. Smolinski, P.R., Januszewicz, J., Winiarski, J.: From Information Systems Theory to Market Intelligence: Heterogeneous Technology Acceptance Models as a Tool for Product Analysis. In: Proceedings of the International Conference on Information Systems Development (ISD) (2024).","DOI":"10.62036\/ISD.2024.58"},{"key":"ref31","doi-asserted-by":"publisher","unstructured":"32. Smolinski, P.R., Sz\u00f3stakowski, M., Winiarski, J.: Technology Acceptance of MS Teams Among University Teachers During COVID-19. In: Themistocleous, M., Papadaki, M. (eds.) Information Systems, pp. 346-361. Springer International Publishing, Cham (2022).","DOI":"10.1007\/978-3-030-95947-0_24"},{"key":"ref32","doi-asserted-by":"publisher","unstructured":"33. Straub, D., Burton-Jones, A.: Veni, Vidi, Vici: Breaking the TAM Logjam. J. Assoc. Inf. Syst. 8 (4), 223-229 (2007).","DOI":"10.17705\/1jais.00124"},{"issue":"6","key":"ref33","doi-asserted-by":"publisher","first-page":"2067","DOI":"10.1016\/j.chb.2011.08.005","article-title":"A Meta-analysis of E-learning Technology Acceptance: The Role of User Types and E-learning Technology Types. Comput. Hum","volume":"27","author":"\u0160umak","year":"2011","unstructured":"34. \u0160umak, B., Heri\u010dko, M., Pu\u0161nik, M.: A Meta-analysis of E-learning Technology Acceptance: The Role of User Types and E-learning Technology Types. Comput. Hum. Behav. 27 (6), 2067-2077 (2011).","journal-title":"Behav"},{"issue":"2","key":"ref34","doi-asserted-by":"publisher","first-page":"144","DOI":"10.1287\/isre.6.2.144","article-title":"Understanding Information Technology Usage: A Test of Competing Models. Inf. Syst","volume":"6","author":"Taylor","year":"1995","unstructured":"35. Taylor, S., Todd, P.A.: Understanding Information Technology Usage: A Test of Competing Models. Inf. Syst. Res. 6 (2), 144-176 (1995).","journal-title":"Res"},{"issue":"3","key":"ref35","doi-asserted-by":"publisher","first-page":"425","DOI":"10.2307\/30036540","article-title":"User Acceptance of Information Technology: Toward a Unified View","volume":"27","author":"Venkatesh","year":"2003","unstructured":"36. Venkatesh, V., Morris, M.G., Davis, G.B., Davis, F.D.: User Acceptance of Information Technology: Toward a Unified View. MIS Q. 27 (3), 425-478 (2003).","journal-title":"MIS Q"}],"event":{"name":"33rd International Conference on Information Systems Development","start":{"date-parts":[[2025,9,3]]},"location":"Belgrade, Serbia","end":{"date-parts":[[2025,9,5]]},"acronym":"ISD 2025"},"container-title":["International Conference on Information Systems Development","Proceedings of the 33rd International Conference on Information Systems Development"],"original-title":[],"link":[{"URL":"https:\/\/aisel.aisnet.org\/cgi\/viewcontent.cgi?article=1765&context=isd2014&unstamped=1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,19]],"date-time":"2025-11-19T19:00:05Z","timestamp":1763578805000},"score":1,"resource":{"primary":{"URL":"https:\/\/aisel.aisnet.org\/isd2014\/proceedings2025\/newtopics\/2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,17]]},"references-count":36,"URL":"https:\/\/doi.org\/10.62036\/isd.2025.135","relation":{},"ISSN":["2938-5202"],"issn-type":[{"type":"print","value":"2938-5202"}],"subject":[],"published":{"date-parts":[[2025,11,17]]}}}