{"id":"https://openalex.org/W7117751542","doi":"https://doi.org/10.3390/systems14010041","title":"The Spillover of Digital Transformation in Supply Chain Innovation","display_name":"The Spillover of Digital Transformation in Supply Chain Innovation","publication_year":2025,"publication_date":"2025-12-30","ids":{"openalex":"https://openalex.org/W7117751542","doi":"https://doi.org/10.3390/systems14010041"},"language":"en","primary_location":{"id":"doi:10.3390/systems14010041","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems14010041","pdf_url":"https://www.mdpi.com/2079-8954/14/1/41/pdf?version=1767103146","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-8954/14/1/41/pdf?version=1767103146","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017835581","display_name":"Meifeng Zou","orcid":"https://orcid.org/0000-0002-8497-6304"},"institutions":[{"id":"https://openalex.org/I46305995","display_name":"Taiyuan University of Science and Technology","ror":"https://ror.org/01wcbdc92","country_code":"CN","type":"education","lineage":["https://openalex.org/I46305995"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Meifeng Zou","raw_affiliation_strings":["School of Economics and Management, Taiyuan University of Science and Technology, Taiyuan 030026, China"],"raw_orcid":"https://orcid.org/0000-0002-8497-6304","affiliations":[{"raw_affiliation_string":"School of Economics and Management, Taiyuan University of Science and Technology, Taiyuan 030026, China","institution_ids":["https://openalex.org/I46305995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121651795","display_name":"Guorong Hao","orcid":null},"institutions":[{"id":"https://openalex.org/I46305995","display_name":"Taiyuan University of Science and Technology","ror":"https://ror.org/01wcbdc92","country_code":"CN","type":"education","lineage":["https://openalex.org/I46305995"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guorong Hao","raw_affiliation_strings":["School of Economics and Management, Taiyuan University of Science and Technology, Taiyuan 030026, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Taiyuan University of Science and Technology, Taiyuan 030026, China","institution_ids":["https://openalex.org/I46305995"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121612858","display_name":"Xindong Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I181877577","display_name":"Shanxi University","ror":"https://ror.org/03y3e3s17","country_code":"CN","type":"education","lineage":["https://openalex.org/I181877577"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xindong Zhang","raw_affiliation_strings":["School of Economics and Management, Shanxi University, Taiyuan 030031, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Shanxi University, Taiyuan 030031, China","institution_ids":["https://openalex.org/I181877577"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5017835581"],"corresponding_institution_ids":["https://openalex.org/I46305995"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.65828781,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":"1","first_page":"41","last_page":"41"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.6463000178337097,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.6463000178337097,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12659","display_name":"Innovation Diffusion and Forecasting","score":0.023600000888109207,"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/T10003","display_name":"Innovation and Knowledge Management","score":0.022700000554323196,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"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/spillover-effect","display_name":"Spillover effect","score":0.8292999863624573},{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.6984000205993652},{"id":"https://openalex.org/keywords/competition","display_name":"Competition (biology)","score":0.5449000000953674},{"id":"https://openalex.org/keywords/knowledge-spillover","display_name":"Knowledge spillover","score":0.52920001745224},{"id":"https://openalex.org/keywords/supply-chain-management","display_name":"Supply chain management","score":0.49079999327659607},{"id":"https://openalex.org/keywords/digital-transformation","display_name":"Digital transformation","score":0.48260000348091125},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.42739999294281006},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.41359999775886536}],"concepts":[{"id":"https://openalex.org/C55527203","wikidata":"https://www.wikidata.org/wiki/Q334194","display_name":"Spillover effect","level":2,"score":0.8292999863624573},{"id":"https://openalex.org/C40700","wikidata":"https://www.wikidata.org/wiki/Q1411783","display_name":"Industrial organization","level":1,"score":0.7351999878883362},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.6984000205993652},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.6772000193595886},{"id":"https://openalex.org/C91306197","wikidata":"https://www.wikidata.org/wiki/Q45767","display_name":"Competition (biology)","level":2,"score":0.5449000000953674},{"id":"https://openalex.org/C2776936074","wikidata":"https://www.wikidata.org/wiki/Q6423399","display_name":"Knowledge spillover","level":2,"score":0.52920001745224},{"id":"https://openalex.org/C44104985","wikidata":"https://www.wikidata.org/wiki/Q492886","display_name":"Supply chain management","level":3,"score":0.49079999327659607},{"id":"https://openalex.org/C126082660","wikidata":"https://www.wikidata.org/wiki/Q4252370","display_name":"Digital transformation","level":2,"score":0.48260000348091125},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.42739999294281006},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.41359999775886536},{"id":"https://openalex.org/C199185054","wikidata":"https://www.wikidata.org/wiki/Q552299","display_name":"Chain (unit)","level":2,"score":0.35109999775886536},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.3391999900341034},{"id":"https://openalex.org/C2779599953","wikidata":"https://www.wikidata.org/wiki/Q1776117","display_name":"Ripple","level":3,"score":0.33629998564720154},{"id":"https://openalex.org/C58546491","wikidata":"https://www.wikidata.org/wiki/Q1150207","display_name":"Competitive advantage","level":2,"score":0.3319000005722046},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.3061000108718872},{"id":"https://openalex.org/C204983608","wikidata":"https://www.wikidata.org/wiki/Q2111958","display_name":"Productivity","level":2,"score":0.2989000082015991},{"id":"https://openalex.org/C54750564","wikidata":"https://www.wikidata.org/wiki/Q26643","display_name":"Commerce","level":1,"score":0.27239999175071716},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.2669000029563904},{"id":"https://openalex.org/C121087249","wikidata":"https://www.wikidata.org/wiki/Q546395","display_name":"Emerging markets","level":2,"score":0.262800008058548},{"id":"https://openalex.org/C137996800","wikidata":"https://www.wikidata.org/wiki/Q762702","display_name":"Technological change","level":2,"score":0.26190000772476196},{"id":"https://openalex.org/C2780388633","wikidata":"https://www.wikidata.org/wiki/Q7834093","display_name":"Transformation processes","level":2,"score":0.25060001015663147}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/systems14010041","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems14010041","pdf_url":"https://www.mdpi.com/2079-8954/14/1/41/pdf?version=1767103146","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:11f1c6fe22f64d33af8f65a69d815b5e","is_oa":true,"landing_page_url":"https://doaj.org/article/11f1c6fe22f64d33af8f65a69d815b5e","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems, Vol 14, Iss 1, p 41 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/systems14010041","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems14010041","pdf_url":"https://www.mdpi.com/2079-8954/14/1/41/pdf?version=1767103146","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6027336716651917,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G1690626917","display_name":null,"funder_award_id":"72372093","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"},{"id":"https://openalex.org/F4320321106","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7117751542.pdf","grobid_xml":"https://content.openalex.org/works/W7117751542.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Based":[0],"on":[1,31],"a":[2,15,103],"sample":[3],"of":[4,26,106],"Chinese":[5],"listed":[6],"firms":[7],"from":[8],"2010":[9],"to":[10,21,88,101],"2024,":[11],"this":[12],"study":[13,86],"employs":[14],"complex":[16],"adaptive":[17],"systems":[18],"(CAS)":[19],"lens":[20],"investigate":[22],"the":[23,52,75,89],"spillover":[24,53,76],"effects":[25],"core-firm":[27],"digital":[28,107,118],"transformation":[29],"(CDT)":[30],"innovation":[32,43,125],"within":[33],"supply":[34,97],"chain":[35,98],"networks.":[36],"It":[37],"reveals":[38],"that":[39,51,74],"CDT":[40],"fosters":[41],"supplier":[42],"while":[44],"impeding":[45],"customer":[46],"innovation.":[47],"Heterogeneity":[48],"analysis":[49,72],"shows":[50],"effect":[54,77],"is":[55,78],"more":[56,64,68],"pronounced":[57],"when":[58],"suppliers":[59],"(customers)":[60],"are":[61],"non-state-owned,":[62],"larger,":[63],"competitive,":[65],"and":[66,82,121],"have":[67],"able":[69],"managers.":[70],"Mechanism":[71],"suggests":[73],"realized":[79],"through":[80],"resource":[81],"competition":[83],"mechanisms.":[84],"This":[85],"contributes":[87],"literature":[90],"by":[91],"integrating":[92],"CAS":[93],"theory":[94],"with":[95],"established":[96],"management":[99],"perspectives":[100],"provide":[102],"systemic":[104],"understanding":[105],"transformation\u2019s":[108],"ripple":[109],"effects,":[110],"offering":[111],"valuable":[112],"insights":[113],"for":[114],"both":[115],"managers":[116],"navigating":[117],"ecosystem":[119],"evolution":[120],"policymakers":[122],"designing":[123],"industrial":[124],"strategies.":[126]},"counts_by_year":[],"updated_date":"2026-03-10T14:07:55.174380","created_date":"2025-12-31T00:00:00"}