{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,13]],"date-time":"2026-08-13T11:25:11Z","timestamp":1786620311435,"version":"3.56.0"},"reference-count":92,"publisher":"Informa UK Limited","issue":"2","content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["International Journal of Electronic Commerce"],"published-print":{"date-parts":[[2024,4,2]]},"DOI":"10.1080\/10864415.2024.2332050","type":"journal-article","created":{"date-parts":[[2024,4,4]],"date-time":"2024-04-04T06:27:55Z","timestamp":1712212075000},"page":"247-268","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":4,"title":["Too Much Is Never Enough: An Analysis of Smart Device Purchase Intention"],"prefix":"10.1080","volume":"28","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7197-8183","authenticated-orcid":false,"given":"Stefano","family":"Za","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1558-1157","authenticated-orcid":false,"given":"Alessandra","family":"Lazazzara","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8225-8192","authenticated-orcid":false,"given":"Jessie","family":"Pallud","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"301","published-online":{"date-parts":[[2024,4,3]]},"reference":[{"key":"e_1_3_2_2_1","doi-asserted-by":"publisher","DOI":"10.2307\/25148691"},{"key":"e_1_3_2_3_1","doi-asserted-by":"publisher","DOI":"10.1037\/0022-3514.51.6.1173"},{"key":"e_1_3_2_4_1","doi-asserted-by":"crossref","unstructured":"Ajzen I. The theory of planned behavior. Organizational Behavior and Human Decision Processes 50 2 (1991) 179\u2013211.","DOI":"10.1016\/0749-5978(91)90020-T"},{"key":"e_1_3_2_5_1","first-page":"333","article-title":"Quantifying the activities of self-quantifiers: Management of data, time and health","volume":"216","author":"Almalki M.","year":"2015","unstructured":"Almalki, M.; Sanchez, F.M.; and Gray, K. Quantifying the activities of self-quantifiers: Management of data, time and health. Studies in Health Technology and Informatics, 216, (2015), 333\u2013337.","journal-title":"Studies in Health Technology and Informatics"},{"key":"e_1_3_2_6_1","doi-asserted-by":"publisher","DOI":"10.1080\/10447318.2020.1841404"},{"key":"e_1_3_2_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.techfore.2022.121485"},{"key":"e_1_3_2_8_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2012.07.010"},{"key":"e_1_3_2_9_1","doi-asserted-by":"publisher","DOI":"10.2307\/41409963"},{"key":"e_1_3_2_10_1","doi-asserted-by":"publisher","DOI":"10.17705\/1jais.00367"},{"key":"e_1_3_2_11_1","volume-title":"The Great American Values Test: Influencing Behavior and Belief Through Television","author":"Ball-Rokeach Rokeach, M.","year":"1984","unstructured":"Ball-Rokeach; Rokeach, M.; and Grube, J.W. The Great American Values Test: Influencing Behavior and Belief Through Television. New York: Free Press, 1984."},{"key":"e_1_3_2_12_1","doi-asserted-by":"publisher","DOI":"10.1177\/009365027600300101"},{"key":"e_1_3_2_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbusres.2021.11.038"},{"key":"e_1_3_2_14_1","doi-asserted-by":"publisher","DOI":"10.1080\/0267257X.2014.939217"},{"key":"e_1_3_2_15_1","doi-asserted-by":"publisher","DOI":"10.1086\/209154"},{"key":"e_1_3_2_16_1","doi-asserted-by":"publisher","DOI":"10.1086\/671052"},{"key":"e_1_3_2_17_1","doi-asserted-by":"publisher","DOI":"10.2307\/3250921"},{"key":"e_1_3_2_18_1","doi-asserted-by":"publisher","DOI":"10.1080\/0267257X.2017.1319406"},{"key":"e_1_3_2_19_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.techsoc.2019.101209"},{"key":"e_1_3_2_20_1","first-page":"137","volume-title":"Field Methods in Cross-Cultural Research","author":"Brislin R.W.","year":"1986","unstructured":"Brislin, R.W. The wording and translation of research instruments. In W.L. Lonner, J.W. Berry (eds.), Field Methods in Cross-Cultural Research. Newbury Park, CA: Sage, 1986, pp. 137\u2013164."},{"key":"e_1_3_2_21_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijinfomgt.2019.05.008"},{"key":"e_1_3_2_22_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2018.06.035"},{"key":"e_1_3_2_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2021.106714"},{"key":"e_1_3_2_24_1","first-page":"1","volume-title":"Proceedings of the Twenty Second European Conference on Information Systems (ECIS2014)","author":"Carillo K.","year":"2014","unstructured":"Carillo, K.; Scornavacca, E.; and Za, S. An investigation of the role of dependency in predicting continuance intention to use ubiquitous media systems: Combining a media sytem perspective with expectation-confirmation theories. In Proceedings of the Twenty Second European Conference on Information Systems (ECIS2014), Tel Aviv, Israel, 2014, pp. 1\u201317."},{"key":"e_1_3_2_25_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.im.2016.09.002"},{"key":"e_1_3_2_26_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10796-017-9818-3"},{"key":"e_1_3_2_27_1","first-page":"100191","article-title":"Emergence of the \u2018digitalized self\u2019 in the age of digitalization","author":"Chan K.T.","year":"2021","unstructured":"Chan, K.T. Emergence of the \u2018digitalized self\u2019 in the age of digitalization. Computers in Human Behavior Reports, 6, October 2021 (2022), 100191.","journal-title":"Computers in Human Behavior Reports, 6"},{"key":"e_1_3_2_28_1","doi-asserted-by":"publisher","DOI":"10.1177\/0092070394221002"},{"key":"e_1_3_2_29_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.techsoc.2020.101429"},{"key":"e_1_3_2_30_1","doi-asserted-by":"publisher","DOI":"10.1111\/jcc4.12109"},{"key":"e_1_3_2_31_1","doi-asserted-by":"publisher","DOI":"10.2307\/3172866"},{"key":"e_1_3_2_32_1","first-page":"835","article-title":"A task-technology-identity fit model of smartwatch utilisation and user satisfaction: A hybrid SEM-neural network approach","author":"El-Masri M.","year":"2022","unstructured":"El-Masri, M.; Al-Yafi, K.; and Kamal, M.M. A task-technology-identity fit model of smartwatch utilisation and user satisfaction: A hybrid SEM-neural network approach. Information Systems Frontiers, (2022), 835\u2013852.","journal-title":"Information Systems Frontiers"},{"key":"e_1_3_2_34_1","doi-asserted-by":"publisher","DOI":"10.1108\/IJCHM-11-2018-0910"},{"key":"e_1_3_2_35_1","doi-asserted-by":"publisher","DOI":"10.1177\/002224378101800104"},{"key":"e_1_3_2_36_1","first-page":"0123456789","article-title":"How product complexity affects consumer adoption of new products: The role of feature heterogeneity and interrelatedness","author":"F\u00fcrst A.","year":"2023","unstructured":"F\u00fcrst, A.; Pecornik, N.; and Hoyer, W.D. How product complexity affects consumer adoption of new products: The role of feature heterogeneity and interrelatedness. Journal of the Academy of Marketing Science, (2023), 0123456789.","journal-title":"Journal of the Academy of Marketing Science"},{"key":"e_1_3_2_37_1","article-title":"Customer Interaction of the Future, Part 1","author":"Future Customer","year":"2017","unstructured":"Future Customer. Customer Interaction of the Future, Part 1: Your Personal Digital Ecosystem. (2017).","journal-title":"Your Personal Digital Ecosystem"},{"key":"e_1_3_2_38_1","doi-asserted-by":"publisher","DOI":"10.1177\/0972262920926827"},{"key":"e_1_3_2_39_1","doi-asserted-by":"publisher","DOI":"10.2307\/249720"},{"key":"e_1_3_2_40_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chbr.2023.100300"},{"key":"e_1_3_2_41_1","doi-asserted-by":"publisher","DOI":"10.1177\/009365091018006004"},{"key":"e_1_3_2_42_1","volume-title":"Multivariate Data Analysis","author":"Hair J.F.","year":"2014","unstructured":"Hair, J.F.; Black, W.C.; Babin, B.J.; and Anderson, R.E. Multivariate Data Analysis. Harlow, UK: Pearson Education, 2014."},{"key":"e_1_3_2_43_1","doi-asserted-by":"publisher","DOI":"10.1080\/09571264.2022.2081539"},{"issue":"1762","key":"e_1_3_2_44_1","article-title":"Customer repurchase intention","volume":"37","author":"Hellier P.K.","year":"2003","unstructured":"Hellier, P.K.; Geursen, G.M.; Carr, R.A.; and Rickard, J.A. Customer repurchase intention. European Journal of Marketing, 37, 11\/12 (2003), 1762\u20131800.","journal-title":"European Journal of Marketing"},{"key":"e_1_3_2_45_1","doi-asserted-by":"publisher","DOI":"10.13140\/RG.2.1.3966.1282"},{"key":"e_1_3_2_46_1","doi-asserted-by":"publisher","DOI":"10.2139\/ssrn.2840976"},{"key":"e_1_3_2_47_1","doi-asserted-by":"publisher","DOI":"10.1093\/jcr\/ucx105"},{"key":"e_1_3_2_48_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbusres.2021.12.043"},{"key":"e_1_3_2_49_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.techsoc.2022.101952"},{"key":"e_1_3_2_50_1","doi-asserted-by":"publisher","DOI":"10.1145\/2395123.2395129"},{"key":"e_1_3_2_51_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.intmar.2017.02.001"},{"key":"e_1_3_2_52_1","volume-title":"Philosophy and Simulation: The Emergence of Synthetic Reason","author":"De Landa M.","year":"2011","unstructured":"De Landa, M. Philosophy and Simulation: The Emergence of Synthetic Reason. London: Continuum, Bloomsbury Publishing, 2011."},{"key":"e_1_3_2_53_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2013.10.047"},{"key":"e_1_3_2_54_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbusres.2021.06.039"},{"key":"e_1_3_2_55_1","doi-asserted-by":"publisher","DOI":"10.1177\/009365094021001002"},{"key":"e_1_3_2_56_1","volume-title":"Marketing Research an Applied Orientation","author":"Malhotra N.K.","year":"2011","unstructured":"Malhotra, N.K.; and Dash, S. Marketing Research an Applied Orientation. London: Pearson Publishing, 2011."},{"key":"e_1_3_2_57_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.techfore.2018.08.015"},{"key":"e_1_3_2_58_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10796-020-10042-3"},{"key":"e_1_3_2_59_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2992727"},{"key":"e_1_3_2_60_1","doi-asserted-by":"publisher","DOI":"10.1007\/s12525-019-00348-9"},{"key":"e_1_3_2_61_1","doi-asserted-by":"publisher","DOI":"10.4018\/JGIM.20211101.oa10"},{"key":"e_1_3_2_62_1","doi-asserted-by":"publisher","DOI":"10.1080\/0144929X.2022.2146534"},{"key":"e_1_3_2_63_1","volume-title":"AMCIS 2012 Proceedings","author":"Negahban A.","year":"2012","unstructured":"Negahban, A. Factors affecting individual\u2019s intention to purchase smartphones from technology adoption and technology dependence perspectives. In AMCIS 2012 Proceedings, (2012). https:\/\/aisel.aisnet.org\/amcis2012\/proceedings\/AdoptionDiffusionIT\/5\/"},{"key":"e_1_3_2_64_1","doi-asserted-by":"publisher","DOI":"10.1111\/ijcs.12961"},{"key":"e_1_3_2_65_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41562-018-0506-1"},{"key":"e_1_3_2_66_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2018.03.037"},{"key":"e_1_3_2_67_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10796-023-10406-5"},{"key":"e_1_3_2_68_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijinfomgt.2021.102310"},{"key":"e_1_3_2_69_1","doi-asserted-by":"publisher","DOI":"10.4018\/JGIM.294123"},{"key":"e_1_3_2_70_1","doi-asserted-by":"publisher","DOI":"10.1108\/17505930810863608"},{"issue":"1","key":"e_1_3_2_71_1","first-page":"381","article-title":"Personal ICT ensembles and ubiquitous information systems environments: Key issues and research implications","volume":"33","author":"Scheepers R.","year":"2013","unstructured":"Scheepers, R.; and Middleton, C. Personal ICT ensembles and ubiquitous information systems environments: Key issues and research implications. Communications of the Association for Information Systems, 33, 1 (2013), 381\u2013392.","journal-title":"Communications of the Association for Information Systems"},{"key":"e_1_3_2_72_1","doi-asserted-by":"publisher","DOI":"10.2753\/MTP1069-6679220207"},{"key":"e_1_3_2_73_1","unstructured":"Security.org. Smart Home Consumer Trends and Shopping Insights: 2021. 2021. https:\/\/www.security.org\/smart-home\/consumer-shopping-insights"},{"key":"e_1_3_2_74_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10796-021-10118-8"},{"issue":"1","key":"e_1_3_2_75_1","first-page":"129","article-title":"The transformative effect of the Internet of Things on business and society","volume":"44","author":"Shim J.P.","year":"2019","unstructured":"Shim, J.P.; Avital, M.; Dennis, A.R.; Rossi, M.; S\u00f8rensen, C.; and French, A. The transformative effect of the Internet of Things on business and society. Communications of the Association for Information Systems, 44, 1 (2019), 129\u2013140.","journal-title":"Communications of the Association for Information Systems"},{"key":"e_1_3_2_76_1","doi-asserted-by":"publisher","DOI":"10.31887\/DCNS.2020.22.2\/gsmall"},{"key":"e_1_3_2_77_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.techfore.2018.06.029"},{"key":"e_1_3_2_78_1","doi-asserted-by":"publisher","DOI":"10.2307\/20650306"},{"key":"e_1_3_2_79_1","doi-asserted-by":"publisher","DOI":"10.1186\/s40327-018-0063-8"},{"key":"e_1_3_2_80_1","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2018-023191"},{"key":"e_1_3_2_81_1","doi-asserted-by":"publisher","DOI":"10.17705\/1jais.00511"},{"key":"e_1_3_2_82_1","doi-asserted-by":"publisher","DOI":"10.1111\/isj.12169"},{"key":"e_1_3_2_83_1","doi-asserted-by":"publisher","DOI":"10.1111\/isj.12042"},{"key":"e_1_3_2_84_1","doi-asserted-by":"publisher","DOI":"10.1145\/3392664"},{"key":"e_1_3_2_85_1","doi-asserted-by":"publisher","DOI":"10.1108\/INTR-04-2019-541"},{"key":"e_1_3_2_86_1","doi-asserted-by":"publisher","DOI":"10.2307\/41409972"},{"key":"e_1_3_2_87_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.techsoc.2021.101762"},{"key":"e_1_3_2_88_1","first-page":"1","volume-title":"37th International Conference on Information Systems","author":"Um S.Y.","year":"2016","unstructured":"Um, S.Y.; and Yoo, Y. The co-evolution of digital ecosystems. 37th International Conference on Information Systems, 2016, pp. 1\u201315."},{"key":"e_1_3_2_89_1","first-page":"1","volume-title":"36th International Conference on Information Systems","author":"Um S.Y.","year":"2015","unstructured":"Um, S.Y.; Yoo, Y.; and Wattal, S. The evolution of digital ecosystems: A case of WordPress from 2004 to 2014. In 36th International Conference on Information Systems, 2015, pp. 1\u201316."},{"key":"e_1_3_2_90_1","doi-asserted-by":"publisher","DOI":"10.1111\/isj.12098"},{"key":"e_1_3_2_91_1","doi-asserted-by":"publisher","DOI":"10.2307\/3250981"},{"key":"e_1_3_2_92_1","doi-asserted-by":"publisher","DOI":"10.1057\/ejis.2011.56"},{"key":"e_1_3_2_93_1","doi-asserted-by":"publisher","DOI":"10.1111\/ppc.12318"},{"key":"e_1_3_2_94_1","doi-asserted-by":"publisher","DOI":"10.1287\/isre.1100.0322"}],"container-title":["International Journal of Electronic Commerce"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/10864415.2024.2332050","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,24]],"date-time":"2024-09-24T16:21:42Z","timestamp":1727194902000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/10864415.2024.2332050"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,4,2]]},"references-count":92,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2024,4,2]]}},"alternative-id":["10.1080\/10864415.2024.2332050"],"URL":"https:\/\/doi.org\/10.1080\/10864415.2024.2332050","relation":{},"ISSN":["1086-4415","1557-9301"],"issn-type":[{"value":"1086-4415","type":"print"},{"value":"1557-9301","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,4,2]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=mjec20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=mjec20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2024-04-03","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}