{"id":"https://openalex.org/W7081941296","doi":"https://doi.org/10.1080/17517575.2025.2560342","title":"Enhancing digital transformation in construction: strategic leadership, collaboration, and machine learning insights","display_name":"Enhancing digital transformation in construction: strategic leadership, collaboration, and machine learning insights","publication_year":2025,"publication_date":"2025-09-15","ids":{"openalex":"https://openalex.org/W7081941296","doi":"https://doi.org/10.1080/17517575.2025.2560342"},"language":"en","primary_location":{"id":"doi:10.1080/17517575.2025.2560342","is_oa":false,"landing_page_url":"https://doi.org/10.1080/17517575.2025.2560342","pdf_url":null,"source":{"id":"https://openalex.org/S24861202","display_name":"Enterprise Information Systems","issn_l":"1751-7575","issn":["1751-7575","1751-7583"],"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":"Enterprise Information Systems","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":null,"display_name":"Yong-Mei Ding","orcid":null},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong-Mei Ding","raw_affiliation_strings":["Wuhan University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University of Science and Technology","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yu-Tong Yan","orcid":null},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu-Tong Yan","raw_affiliation_strings":["Wuhan University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University of Science and Technology","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Feng Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Liu","raw_affiliation_strings":["Shandong University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong University","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":null,"display_name":"Zhen-Song Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I6469544","display_name":"City University of Macau","ror":"https://ror.org/04gpd4q15","country_code":"MO","type":"education","lineage":["https://openalex.org/I6469544"]}],"countries":["CN","MO"],"is_corresponding":true,"raw_author_name":"Zhen-Song Chen","raw_affiliation_strings":["City University of Macau","Wuhan University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"City University of Macau","institution_ids":["https://openalex.org/I6469544"]},{"raw_affiliation_string":"Wuhan University","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I37461747","https://openalex.org/I6469544"],"apc_list":null,"apc_paid":null,"fwci":2.792,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.92475513,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"19","issue":"12","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.6581000089645386,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.6581000089645386,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13067","display_name":"Geological Modeling and Analysis","score":0.026900000870227814,"subfield":{"id":"https://openalex.org/subfields/1906","display_name":"Geochemistry and Petrology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14311","display_name":"Electrical and Electromagnetic Research","score":0.01979999989271164,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/digital-transformation","display_name":"Digital transformation","score":0.6195999979972839},{"id":"https://openalex.org/keywords/industry-4.0","display_name":"Industry 4.0","score":0.34790000319480896},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.33250001072883606},{"id":"https://openalex.org/keywords/digital-learning","display_name":"Digital learning","score":0.3188999891281128},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.27959999442100525}],"concepts":[{"id":"https://openalex.org/C126082660","wikidata":"https://www.wikidata.org/wiki/Q4252370","display_name":"Digital transformation","level":2,"score":0.6195999979972839},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6060000061988831},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5131999850273132},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.396699994802475},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3582000136375427},{"id":"https://openalex.org/C2777986313","wikidata":"https://www.wikidata.org/wiki/Q1661989","display_name":"Industry 4.0","level":2,"score":0.34790000319480896},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.33250001072883606},{"id":"https://openalex.org/C2780468074","wikidata":"https://www.wikidata.org/wiki/Q16628824","display_name":"Digital learning","level":2,"score":0.3188999891281128},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2874000072479248},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.28519999980926514},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.27959999442100525},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.26409998536109924}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/17517575.2025.2560342","is_oa":false,"landing_page_url":"https://doi.org/10.1080/17517575.2025.2560342","pdf_url":null,"source":{"id":"https://openalex.org/S24861202","display_name":"Enterprise Information Systems","issn_l":"1751-7575","issn":["1751-7575","1751-7583"],"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":"Enterprise Information Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5019969009","display_name":null,"funder_award_id":"and 72031009","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5891731149","display_name":null,"funder_award_id":"72571203","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7937250233","display_name":null,"funder_award_id":"72171182","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":75,"referenced_works":["https://openalex.org/W1965328698","https://openalex.org/W1968123847","https://openalex.org/W1998827535","https://openalex.org/W2021664689","https://openalex.org/W2023078839","https://openalex.org/W2031657468","https://openalex.org/W2079504537","https://openalex.org/W2085563972","https://openalex.org/W2097091349","https://openalex.org/W2100805904","https://openalex.org/W2142827986","https://openalex.org/W2148060162","https://openalex.org/W2150790720","https://openalex.org/W2155806188","https://openalex.org/W2226012003","https://openalex.org/W2232640268","https://openalex.org/W2490033382","https://openalex.org/W2561126379","https://openalex.org/W2575815097","https://openalex.org/W2762539313","https://openalex.org/W2911964244","https://openalex.org/W2938060259","https://openalex.org/W2976106338","https://openalex.org/W2998186396","https://openalex.org/W2999658243","https://openalex.org/W3000228309","https://openalex.org/W3007403820","https://openalex.org/W3013922990","https://openalex.org/W3095317921","https://openalex.org/W3107615761","https://openalex.org/W3111586337","https://openalex.org/W3112683500","https://openalex.org/W3112808112","https://openalex.org/W3113181732","https://openalex.org/W3121736426","https://openalex.org/W3122568579","https://openalex.org/W3124536214","https://openalex.org/W3129929703","https://openalex.org/W3159209581","https://openalex.org/W3207885496","https://openalex.org/W3211347424","https://openalex.org/W3214448974","https://openalex.org/W4200219656","https://openalex.org/W4200622119","https://openalex.org/W4210342290","https://openalex.org/W4228997215","https://openalex.org/W4288066374","https://openalex.org/W4313419909","https://openalex.org/W4315498239","https://openalex.org/W4361280766","https://openalex.org/W4361851307","https://openalex.org/W4362703701","https://openalex.org/W4366770809","https://openalex.org/W4376866848","https://openalex.org/W4378070293","https://openalex.org/W4384938311","https://openalex.org/W4387013868","https://openalex.org/W4387571174","https://openalex.org/W4388266160","https://openalex.org/W4390122861","https://openalex.org/W4392543941","https://openalex.org/W4392881272","https://openalex.org/W4392955777","https://openalex.org/W4393182877","https://openalex.org/W4394806966","https://openalex.org/W4396605264","https://openalex.org/W4399119443","https://openalex.org/W4399567619","https://openalex.org/W4402589129","https://openalex.org/W4404904887","https://openalex.org/W4405155699","https://openalex.org/W4407133910","https://openalex.org/W4407913903","https://openalex.org/W4408605572","https://openalex.org/W4411068301"],"related_works":[],"abstract_inverted_index":{"Digital":[0],"transformation":[1],"(DT)":[2],"is":[3],"reshaping":[4],"construction,":[5],"yet":[6],"firms":[7,39],"struggle":[8],"to":[9,26,47],"implement":[10],"it.":[11],"Drawing":[12],"on":[13],"the":[14],"resource\u2011based":[15],"view":[16],"and":[17,51,66,71,79,86,92],"upper":[18],"echelons":[19],"theory,":[20],"we":[21],"employ":[22],"machine":[23],"learning":[24],"techniques":[25],"analyse":[27],"an":[28],"panel":[29],"dataset":[30],"comprising":[31],"861":[32],"annual":[33],"observations":[34],"from":[35,45],"Chinese":[36],"listed":[37],"construction":[38],"over":[40],"a":[41,55],"12":[42],"year":[43],"period":[44],"2011":[46],"2022.":[48],"We":[49,76],"identify":[50],"rank":[52],"DT":[53,85],"drivers:":[54],"digital\u2011innovation":[56],"mindset":[57],"among":[58],"top":[59],"managers":[60],"dominates,":[61],"followed":[62],"by":[63],"inter\u2011organizational":[64],"collaboration":[65],"boundary":[67],"spanning;":[68],"technology":[69],"inputs":[70],"environmental":[72],"support":[73],"are":[74],"secondary.":[75],"prioritize":[77],"leadership":[78],"partnerships":[80],"as":[81],"levers":[82],"for":[83,90],"effective":[84],"offer":[87],"practical":[88],"guidance":[89],"governance":[91],"operations,":[93],"aligned":[94],"with":[95],"UN":[96],"Sustainable":[97],"Development":[98],"Goals.":[99]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-14T06:11:07.267592","created_date":"2025-10-10T00:00:00"}