{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,10]],"date-time":"2026-02-10T13:21:18Z","timestamp":1770729678027,"version":"3.49.0"},"reference-count":53,"publisher":"Informa UK Limited","issue":"9","content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["Technology Analysis &amp; Strategic Management"],"published-print":{"date-parts":[[2024,9]]},"DOI":"10.1080\/09537325.2022.2132927","type":"journal-article","created":{"date-parts":[[2022,10,13]],"date-time":"2022-10-13T06:25:58Z","timestamp":1665642358000},"page":"2271-2283","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":14,"title":["Predicting an ICT business process innovation as a digital transformation with machine learning techniques"],"prefix":"10.1080","volume":"36","author":[{"given":"Taeung","family":"Eom","sequence":"first","affiliation":[{"name":"Department of Statistics, Pukyong National University, Busan, Republic of Korea"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2806-2639","authenticated-orcid":false,"given":"Chungwon","family":"Woo","sequence":"additional","affiliation":[{"name":"Department of Business Administration, Kyungnam University, Changwon-si, Republic of Korea"}]},{"given":"Dongphil","family":"Chun","sequence":"additional","affiliation":[{"name":"Graduate School of Management of Technology, Pukyong National University, Busan, Republic of Korea"}]}],"member":"301","published-online":{"date-parts":[[2022,10,12]]},"reference":[{"key":"e_1_3_2_2_1","doi-asserted-by":"publisher","DOI":"10.1108\/14637150610678104"},{"key":"e_1_3_2_3_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.technovation.2007.01.003"},{"key":"e_1_3_2_4_1","doi-asserted-by":"publisher","DOI":"10.1108\/10878571211209314"},{"key":"e_1_3_2_5_1","article-title":"Digitization, Digitalization, and Digital Transformation: Confuse Them at Your Peril","author":"Bloomberg J.","year":"2018","unstructured":"Bloomberg, J. 2018. \u201cDigitization, Digitalization, and Digital Transformation: Confuse Them at Your Peril.\u201d Forbes. Retrieved on August 28, 2019.","journal-title":"Forbes"},{"key":"e_1_3_2_6_1","unstructured":"Bonina C. M. 2013. \u201cNew Business Models and the Value of Open Data: Definitions Challenges and Opportunities.\u201d NEMODE\u20133K Small Grants Call."},{"key":"e_1_3_2_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0166-4972(01)00046-3"},{"key":"e_1_3_2_8_1","doi-asserted-by":"publisher","DOI":"10.1111\/caim.12202"},{"key":"e_1_3_2_9_1","doi-asserted-by":"publisher","DOI":"10.1080\/09537325.2020.1817366"},{"key":"e_1_3_2_10_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.telpol.2007.08.001"},{"key":"e_1_3_2_11_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.giq.2015.03.005"},{"key":"e_1_3_2_12_1","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-45014-9_1"},{"key":"e_1_3_2_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.respol.2007.03.003"},{"key":"e_1_3_2_14_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbusres.2018.11.013"},{"key":"e_1_3_2_15_1","first-page":"1","article-title":"Embracing Digital Technology: A New Strategic Imperative","volume":"55","author":"Fitzgerald M.","year":"2014","unstructured":"Fitzgerald, M., N. Kruschwitz, D. Bonnet, and M. Welch. 2014. \u201cEmbracing Digital Technology: A New Strategic Imperative.\u201d MIT Sloan Management Review 55: 1.","journal-title":"MIT Sloan Management Review"},{"key":"e_1_3_2_16_1","volume-title":"Flipping the Odds of Digital Transformation Success","author":"Forth P.","year":"2020","unstructured":"Forth, P., T. Reichert, R. De Laubier, and S. Chakraborty. 2020. Flipping the Odds of Digital Transformation Success. Boston Consulting Group."},{"key":"e_1_3_2_17_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbusres.2018.12.014"},{"key":"e_1_3_2_18_1","doi-asserted-by":"publisher","DOI":"10.1007\/s12087-007-0006-5"},{"key":"e_1_3_2_19_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0185755"},{"key":"e_1_3_2_20_1","doi-asserted-by":"publisher","DOI":"10.1080\/00036841003724411"},{"key":"e_1_3_2_21_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2007.11.014"},{"key":"e_1_3_2_22_1","doi-asserted-by":"publisher","DOI":"10.1080\/09537325.2016.1211264"},{"key":"e_1_3_2_23_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-9310.2007.00460.x"},{"key":"e_1_3_2_24_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-8691.2006.00378.x"},{"key":"e_1_3_2_25_1","first-page":"1","article-title":"Digital Business Transformation and Strategy: What Do We Know so Far","volume":"10","author":"Ismail M. H.","year":"2017","unstructured":"Ismail, M. H., M. Khater, and M. Zaki. 2017. \u201cDigital Business Transformation and Strategy: What Do We Know so Far.\u201d Cambridge Service Alliance 10: 1\u201335.","journal-title":"Cambridge Service Alliance"},{"key":"e_1_3_2_26_1","doi-asserted-by":"publisher","DOI":"10.1080\/09537325.2017.1286011"},{"key":"e_1_3_2_27_1","first-page":"1","article-title":"Strategy, Not Technology, Drives Digital Transformation","volume":"14","author":"Kane G. C.","year":"2015","unstructured":"Kane, G. C., D. Palmer, A. N. Phillips, D. Kiron, and N. Buckley. 2015. \u201cStrategy, Not Technology, Drives Digital Transformation.\u201d MIT Sloan Management Review and Deloitte University Press 14: 1\u201325.","journal-title":"MIT Sloan Management Review and Deloitte University Press"},{"key":"e_1_3_2_28_1","first-page":"63","article-title":"Digital Transformation: Leveraging Digital Technology with Core Values to Achieve Sustainable Business Goals","author":"Kaufman I.","year":"2015","unstructured":"Kaufman, I., and C. Horton. 2015. \u201cDigital Transformation: Leveraging Digital Technology with Core Values to Achieve Sustainable Business Goals.\u201d The European Financial Review, 63\u201367.","journal-title":"The European Financial Review"},{"key":"e_1_3_2_29_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11187-011-9382-z"},{"key":"e_1_3_2_30_1","doi-asserted-by":"publisher","DOI":"10.5465\/ame.2003.10025180"},{"key":"e_1_3_2_31_1","doi-asserted-by":"publisher","DOI":"10.1007\/s12599-017-0484-2"},{"key":"e_1_3_2_32_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11227-018-2542-z"},{"key":"e_1_3_2_33_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jsis.2015.08.002"},{"key":"e_1_3_2_34_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.giq.2019.06.002"},{"key":"e_1_3_2_35_1","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-10-213"},{"key":"e_1_3_2_36_1","first-page":"428","article-title":"Conceptualizing Digital Transformation in Business Organizations: A Systematic Review of Literature","volume":"21","author":"Morakanyane R.","year":"2017","unstructured":"Morakanyane, R., A. A. Grace, and P. O'Reilly. 2017. \u201cConceptualizing Digital Transformation in Business Organizations: A Systematic Review of Literature.\u201d Bled EConference 21: 428\u2013444.","journal-title":"Bled EConference"},{"key":"e_1_3_2_37_1","doi-asserted-by":"publisher","DOI":"10.1111\/etap.12254"},{"key":"e_1_3_2_38_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.giq.2013.07.006"},{"key":"e_1_3_2_39_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10799-019-00298-w"},{"key":"e_1_3_2_40_1","doi-asserted-by":"publisher","DOI":"10.17485\/ijst\/2016\/v9i40\/103255"},{"key":"e_1_3_2_41_1","doi-asserted-by":"publisher","DOI":"10.1108\/EJIM-12-2016-0119"},{"key":"e_1_3_2_42_1","doi-asserted-by":"publisher","DOI":"10.1109\/TEM.2020.3004237"},{"key":"e_1_3_2_43_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.technovation.2017.06.003"},{"key":"e_1_3_2_44_1","doi-asserted-by":"publisher","DOI":"10.3991\/ijac.v8i1.4440"},{"key":"e_1_3_2_45_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.techfore.2017.03.014"},{"issue":"5","key":"e_1_3_2_46_1","first-page":"9","article-title":"Digital Transformation of Business Models: A Systematic Review of Impact on Revenue and Supply Chain","volume":"11","author":"Sundaram R.","year":"2020","unstructured":"Sundaram, R., D. Sharma, and D. Shakya. 2020. \u201cDigital Transformation of Business Models: A Systematic Review of Impact on Revenue and Supply Chain.\u201d International Journal of Management 11 (5): 9\u201321.","journal-title":"International Journal of Management"},{"key":"e_1_3_2_47_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2019.09.101"},{"key":"e_1_3_2_48_1","doi-asserted-by":"publisher","DOI":"10.1111\/jpim.12096"},{"key":"e_1_3_2_49_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.technovation.2011.02.004"},{"key":"e_1_3_2_50_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jsis.2019.01.003"},{"key":"e_1_3_2_51_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.technovation.2004.11.001"},{"key":"e_1_3_2_52_1","doi-asserted-by":"publisher","DOI":"10.1108\/CMS-01-2015-0018"},{"key":"e_1_3_2_53_1","doi-asserted-by":"publisher","DOI":"10.1002\/smj.4250050207"},{"key":"e_1_3_2_54_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.technovation.2009.08.003"}],"container-title":["Technology Analysis &amp; Strategic Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/09537325.2022.2132927","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,7,31]],"date-time":"2024-07-31T23:03:40Z","timestamp":1722467020000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/09537325.2022.2132927"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,10,12]]},"references-count":53,"journal-issue":{"issue":"9","published-print":{"date-parts":[[2024,9]]}},"alternative-id":["10.1080\/09537325.2022.2132927"],"URL":"https:\/\/doi.org\/10.1080\/09537325.2022.2132927","relation":{},"ISSN":["0953-7325","1465-3990"],"issn-type":[{"value":"0953-7325","type":"print"},{"value":"1465-3990","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,10,12]]},"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=ctas20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=ctas20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2022-01-26","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-09-02","order":1,"name":"revised","label":"Revised","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-09-29","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-10-12","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}