{"id":"https://openalex.org/W4304842675","doi":"https://doi.org/10.1080/09537325.2022.2132927","title":"Predicting an ICT business process innovation as a digital transformation with machine learning techniques","display_name":"Predicting an ICT business process innovation as a digital transformation with machine learning techniques","publication_year":2022,"publication_date":"2022-10-12","ids":{"openalex":"https://openalex.org/W4304842675","doi":"https://doi.org/10.1080/09537325.2022.2132927"},"language":"en","primary_location":{"id":"doi:10.1080/09537325.2022.2132927","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09537325.2022.2132927","pdf_url":null,"source":{"id":"https://openalex.org/S130699561","display_name":"Technology Analysis and Strategic Management","issn_l":"0953-7325","issn":["0953-7325","1465-3990"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology Analysis &amp; Strategic Management","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051732339","display_name":"Taeung Eom","orcid":null},"institutions":[{"id":"https://openalex.org/I8991828","display_name":"Pukyong National University","ror":"https://ror.org/0433kqc49","country_code":"KR","type":"education","lineage":["https://openalex.org/I8991828"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Taeung Eom","raw_affiliation_strings":["Department of Statistics, Pukyong National University, Busan, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Statistics, Pukyong National University, Busan, Republic of Korea","institution_ids":["https://openalex.org/I8991828"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040997048","display_name":"Chungwon Woo","orcid":"https://orcid.org/0000-0002-2806-2639"},"institutions":[{"id":"https://openalex.org/I71007489","display_name":"Kyungnam University","ror":"https://ror.org/037pkxm09","country_code":"KR","type":"education","lineage":["https://openalex.org/I71007489"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Chungwon Woo","raw_affiliation_strings":["Department of Business Administration, Kyungnam University, Changwon-si, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Business Administration, Kyungnam University, Changwon-si, Republic of Korea","institution_ids":["https://openalex.org/I71007489"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007756764","display_name":"Dongphil Chun","orcid":"https://orcid.org/0000-0003-1169-5197"},"institutions":[{"id":"https://openalex.org/I8991828","display_name":"Pukyong National University","ror":"https://ror.org/0433kqc49","country_code":"KR","type":"education","lineage":["https://openalex.org/I8991828"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dongphil Chun","raw_affiliation_strings":["Graduate School of Management of Technology, Pukyong National University, Busan, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Graduate School of Management of Technology, Pukyong National University, Busan, Republic of Korea","institution_ids":["https://openalex.org/I8991828"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5040997048"],"corresponding_institution_ids":["https://openalex.org/I71007489"],"apc_list":null,"apc_paid":null,"fwci":6.7816,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.96355495,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"36","issue":"9","first_page":"2271","last_page":"2283"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10068","display_name":"Technology Adoption and User Behaviour","score":0.9764000177383423,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10068","display_name":"Technology Adoption and User Behaviour","score":0.9764000177383423,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12659","display_name":"Innovation Diffusion and Forecasting","score":0.9746999740600586,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9632999897003174,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/information-and-communications-technology","display_name":"Information and Communications Technology","score":0.8032224774360657},{"id":"https://openalex.org/keywords/digital-transformation","display_name":"Digital transformation","score":0.7048327922821045},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6047434210777283},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.5877624154090881},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5254302024841309},{"id":"https://openalex.org/keywords/core","display_name":"Core (optical fiber)","score":0.47341805696487427},{"id":"https://openalex.org/keywords/information-technology","display_name":"Information technology","score":0.42426198720932007},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.41142192482948303},{"id":"https://openalex.org/keywords/industrial-organization","display_name":"Industrial organization","score":0.3428387939929962},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10893836617469788}],"concepts":[{"id":"https://openalex.org/C67363961","wikidata":"https://www.wikidata.org/wiki/Q5268834","display_name":"Information and Communications Technology","level":2,"score":0.8032224774360657},{"id":"https://openalex.org/C126082660","wikidata":"https://www.wikidata.org/wiki/Q4252370","display_name":"Digital transformation","level":2,"score":0.7048327922821045},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6047434210777283},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5877624154090881},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5254302024841309},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.47341805696487427},{"id":"https://openalex.org/C121017731","wikidata":"https://www.wikidata.org/wiki/Q11661","display_name":"Information technology","level":2,"score":0.42426198720932007},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.41142192482948303},{"id":"https://openalex.org/C40700","wikidata":"https://www.wikidata.org/wiki/Q1411783","display_name":"Industrial organization","level":1,"score":0.3428387939929962},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10893836617469788},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/09537325.2022.2132927","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09537325.2022.2132927","pdf_url":null,"source":{"id":"https://openalex.org/S130699561","display_name":"Technology Analysis and Strategic Management","issn_l":"0953-7325","issn":["0953-7325","1465-3990"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology Analysis &amp; Strategic Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6800000071525574,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W244276123","https://openalex.org/W1534477342","https://openalex.org/W1552957971","https://openalex.org/W1963716137","https://openalex.org/W1977686321","https://openalex.org/W1978130322","https://openalex.org/W2020159129","https://openalex.org/W2024530621","https://openalex.org/W2024801300","https://openalex.org/W2032769472","https://openalex.org/W2037847677","https://openalex.org/W2051929429","https://openalex.org/W2052370790","https://openalex.org/W2058340822","https://openalex.org/W2069642731","https://openalex.org/W2078611342","https://openalex.org/W2078986160","https://openalex.org/W2081030415","https://openalex.org/W2089011005","https://openalex.org/W2095649738","https://openalex.org/W2100572012","https://openalex.org/W2140956556","https://openalex.org/W2142971661","https://openalex.org/W2402085416","https://openalex.org/W2497717421","https://openalex.org/W2512365341","https://openalex.org/W2530432988","https://openalex.org/W2551899395","https://openalex.org/W2560223852","https://openalex.org/W2585654202","https://openalex.org/W2606859433","https://openalex.org/W2625779679","https://openalex.org/W2726256409","https://openalex.org/W2727490449","https://openalex.org/W2762717542","https://openalex.org/W2777949297","https://openalex.org/W2888680899","https://openalex.org/W2900716439","https://openalex.org/W2905404608","https://openalex.org/W2912800036","https://openalex.org/W2946790396","https://openalex.org/W2955156490","https://openalex.org/W2982215825","https://openalex.org/W3041693093","https://openalex.org/W3085133219","https://openalex.org/W3122150090","https://openalex.org/W3127139357","https://openalex.org/W6904138427"],"related_works":["https://openalex.org/W2386331345","https://openalex.org/W2362784033","https://openalex.org/W2796008417","https://openalex.org/W2365824682","https://openalex.org/W2896788850","https://openalex.org/W4309586797","https://openalex.org/W924207630","https://openalex.org/W2890208843","https://openalex.org/W1977068542","https://openalex.org/W2134537297"],"abstract_inverted_index":{"As":[0],"digital":[1],"transformation":[2],"accelerates":[3],"worldwide,":[4],"ICT":[5,18,50,86,131,148],"innovation":[6,40,53,89,105,132],"capabilities":[7],"are":[8],"attracting":[9],"attention":[10],"as":[11],"the":[12,69,79,85,92,99,116],"core":[13],"competitiveness":[14],"of":[15,39,118],"companies.":[16],"However,":[17],"technologies":[19],"evolve":[20],"faster":[21],"than":[22],"other":[23],"technologies,":[24],"and":[25,55],"it":[26,113],"is":[27],"difficult":[28],"to":[29,34,48,115,145],"predict":[30,49,130],"their":[31],"performance":[32,54,62],"due":[33],"high":[35],"uncertainty":[36],"in":[37,103,147],"terms":[38],"characteristics.":[41],"This":[42,64,107],"study":[43,65,108,136],"uses":[44],"machine":[45,124],"learning":[46,125],"methods":[47],"business":[51,87],"process":[52,88],"derives":[56],"variables":[57],"that":[58,78,127,138],"most":[59,100],"importantly":[60],"affect":[61],"prediction.":[63],"used":[66],"data":[67],"from":[68],"2020":[70],"Korea":[71],"Innovation":[72],"Survey.":[73],"The":[74],"main":[75],"result":[76],"was":[77],"random":[80],"forest":[81],"model":[82,126],"accurately":[83,129],"predicted":[84],"performance.":[90,106,133],"Among":[91],"four":[93],"explanatory":[94],"variables,":[95],"information":[96,144],"sources":[97],"were":[98],"critical":[101],"factor":[102],"predicting":[104],"provides":[109],"several":[110],"implications.":[111],"First,":[112],"contributed":[114],"research":[117],"technology":[119],"forecasting":[120],"by":[121],"presenting":[122],"a":[123],"can":[128],"Second,":[134],"this":[135],"suggests":[137],"managers":[139],"should":[140],"actively":[141],"utilise":[142],"external":[143],"engage":[146],"innovation.":[149]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
