{"id":"https://openalex.org/W7165357316","doi":"https://doi.org/10.3390/systems14060706","title":"Unpacking the Spillover Effects of Customers\u2019 AI Adoption: How It Curbs Suppliers\u2019 Cost Stickiness","display_name":"Unpacking the Spillover Effects of Customers\u2019 AI Adoption: How It Curbs Suppliers\u2019 Cost Stickiness","publication_year":2026,"publication_date":"2026-06-19","ids":{"openalex":"https://openalex.org/W7165357316","doi":"https://doi.org/10.3390/systems14060706"},"language":"en","primary_location":{"id":"doi:10.3390/systems14060706","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems14060706","pdf_url":null,"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://doi.org/10.3390/systems14060706","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020733419","display_name":"Jieying Gao","orcid":"https://orcid.org/0000-0003-4291-9632"},"institutions":[{"id":"https://openalex.org/I90259746","display_name":"Capital University of Economics and Business","ror":"https://ror.org/01r5sf951","country_code":"CN","type":"education","lineage":["https://openalex.org/I90259746"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jieying Gao","raw_affiliation_strings":["School of Finance, Capital University of Economics and Business, Beijing 100070, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Finance, Capital University of Economics and Business, Beijing 100070, China","institution_ids":["https://openalex.org/I90259746"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123993563","display_name":"Duyang Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I90259746","display_name":"Capital University of Economics and Business","ror":"https://ror.org/01r5sf951","country_code":"CN","type":"education","lineage":["https://openalex.org/I90259746"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Duyang Zhou","raw_affiliation_strings":["School of Finance, Capital University of Economics and Business, Beijing 100070, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Finance, Capital University of Economics and Business, Beijing 100070, China","institution_ids":["https://openalex.org/I90259746"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5138991560","display_name":"Shengjie Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I90259746","display_name":"Capital University of Economics and Business","ror":"https://ror.org/01r5sf951","country_code":"CN","type":"education","lineage":["https://openalex.org/I90259746"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengjie Zhou","raw_affiliation_strings":["School of Finance, Capital University of Economics and Business, Beijing 100070, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Finance, Capital University of Economics and Business, Beijing 100070, China","institution_ids":["https://openalex.org/I90259746"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5123993563"],"corresponding_institution_ids":["https://openalex.org/I90259746"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1782},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1782},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.76492585,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":"6","first_page":"706","last_page":"706"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10328","display_name":"Supply Chain and Inventory Management","score":0.535099983215332,"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"}},"topics":[{"id":"https://openalex.org/T10328","display_name":"Supply Chain and Inventory Management","score":0.535099983215332,"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"}},{"id":"https://openalex.org/T11864","display_name":"Supply Chain Resilience and Risk Management","score":0.3285999894142151,"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"}},{"id":"https://openalex.org/T10164","display_name":"Quality and Supply Management","score":0.03420000150799751,"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/supply-chain","display_name":"Supply chain","score":0.7479000091552734},{"id":"https://openalex.org/keywords/spillover-effect","display_name":"Spillover effect","score":0.7325999736785889},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.6589999794960022},{"id":"https://openalex.org/keywords/unpacking","display_name":"Unpacking","score":0.6173999905586243},{"id":"https://openalex.org/keywords/restructuring","display_name":"Restructuring","score":0.5153999924659729},{"id":"https://openalex.org/keywords/panel-data","display_name":"Panel data","score":0.41920000314712524},{"id":"https://openalex.org/keywords/production-cost","display_name":"Production cost","score":0.39329999685287476},{"id":"https://openalex.org/keywords/raising","display_name":"Raising (metalworking)","score":0.3490000069141388}],"concepts":[{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.7479000091552734},{"id":"https://openalex.org/C55527203","wikidata":"https://www.wikidata.org/wiki/Q334194","display_name":"Spillover effect","level":2,"score":0.7325999736785889},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.6589999794960022},{"id":"https://openalex.org/C40700","wikidata":"https://www.wikidata.org/wiki/Q1411783","display_name":"Industrial organization","level":1,"score":0.6225000023841858},{"id":"https://openalex.org/C2777256151","wikidata":"https://www.wikidata.org/wiki/Q7897273","display_name":"Unpacking","level":2,"score":0.6173999905586243},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.5242999792098999},{"id":"https://openalex.org/C45237549","wikidata":"https://www.wikidata.org/wiki/Q1376796","display_name":"Restructuring","level":2,"score":0.5153999924659729},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.46709999442100525},{"id":"https://openalex.org/C6422946","wikidata":"https://www.wikidata.org/wiki/Q857354","display_name":"Panel data","level":2,"score":0.41920000314712524},{"id":"https://openalex.org/C2985847231","wikidata":"https://www.wikidata.org/wiki/Q12154181","display_name":"Production cost","level":2,"score":0.39329999685287476},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.367900013923645},{"id":"https://openalex.org/C2780589192","wikidata":"https://www.wikidata.org/wiki/Q7285140","display_name":"Raising (metalworking)","level":2,"score":0.3490000069141388},{"id":"https://openalex.org/C204983608","wikidata":"https://www.wikidata.org/wiki/Q2111958","display_name":"Productivity","level":2,"score":0.33180001378059387},{"id":"https://openalex.org/C2776936074","wikidata":"https://www.wikidata.org/wiki/Q6423399","display_name":"Knowledge spillover","level":2,"score":0.32420000433921814},{"id":"https://openalex.org/C145236788","wikidata":"https://www.wikidata.org/wiki/Q28161","display_name":"Labour economics","level":1,"score":0.31360000371932983},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.2994000017642975},{"id":"https://openalex.org/C58546491","wikidata":"https://www.wikidata.org/wiki/Q1150207","display_name":"Competitive advantage","level":2,"score":0.2989000082015991},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.29339998960494995},{"id":"https://openalex.org/C44104985","wikidata":"https://www.wikidata.org/wiki/Q492886","display_name":"Supply chain management","level":3,"score":0.2806999981403351},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.2791000008583069},{"id":"https://openalex.org/C3017468152","wikidata":"https://www.wikidata.org/wiki/Q830170","display_name":"Knowledge production","level":2,"score":0.271699994802475},{"id":"https://openalex.org/C121017731","wikidata":"https://www.wikidata.org/wiki/Q11661","display_name":"Information technology","level":2,"score":0.2694999873638153},{"id":"https://openalex.org/C95821633","wikidata":"https://www.wikidata.org/wiki/Q973302","display_name":"Cost driver","level":2,"score":0.267300009727478},{"id":"https://openalex.org/C2778813691","wikidata":"https://www.wikidata.org/wiki/Q1369832","display_name":"Purchasing","level":2,"score":0.25519999861717224},{"id":"https://openalex.org/C3020572553","wikidata":"https://www.wikidata.org/wiki/Q5280351","display_name":"Labor cost","level":2,"score":0.25429999828338623}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/systems14060706","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems14060706","pdf_url":null,"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:0bde9def14484b8595ec297c168644c6","is_oa":false,"landing_page_url":"https://doaj.org/article/0bde9def14484b8595ec297c168644c6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems, Vol 14, Iss 6, p 706 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/systems14060706","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems14060706","pdf_url":null,"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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"In":[0,122],"the":[1,30,39,127],"digital":[2],"era,":[3],"intelligent":[4,131],"applications":[5,132],"play":[6],"an":[7],"increasingly":[8],"pivotal":[9],"role":[10],"in":[11,73,133],"restructuring":[12],"supply":[13,119,134,146],"chain":[14,120,135,147],"cost":[15,40,54,83,107],"management.":[16],"Using":[17],"panel":[18],"data":[19],"from":[20],"Chinese-listed":[21],"firms":[22],"between":[23],"2010":[24],"and":[25,71,94,142],"2024,":[26],"this":[27,104,124],"study":[28],"examines":[29],"impact":[31],"of":[32,42,106,130],"customers\u2019":[33,49,78],"Artificial":[34],"Intelligence":[35],"(AI)":[36],"adoption":[37,51,80],"on":[38],"stickiness":[41,84,108],"their":[43],"suppliers.":[44],"The":[45],"findings":[46],"indicate":[47],"that":[48,103],"AI":[50,79],"mitigates":[52],"suppliers\u2019":[53,82,110],"stickiness.":[55],"This":[56],"effect":[57],"is":[58],"more":[59],"pronounced":[60],"for":[61,116],"larger":[62],"suppliers,":[63],"those":[64,72],"with":[65],"shorter":[66],"geographic":[67],"distance":[68],"to":[69],"customers,":[70],"highly":[74],"competitive":[75],"industries.":[76],"Furthermore,":[77],"alleviates":[81],"by":[85,137],"promoting":[86],"flexible":[87],"production":[88,91,96],"modes,":[89],"enhancing":[90],"information":[92],"flexibility,":[93],"raising":[95],"efficiency.":[97],"Moreover,":[98],"a":[99],"two-stage":[100],"model":[101],"suggests":[102],"alleviation":[105],"enhances":[109],"corporate":[111],"resilience,":[112],"offering":[113],"directional":[114],"insights":[115],"transmitting":[117],"within":[118],"systems.":[121],"summary,":[123],"paper":[125],"expands":[126],"theoretical":[128],"understanding":[129],"systems,":[136],"substantiating":[138],"cross-firm":[139],"spillover":[140],"effects":[141],"interactive":[143],"behaviors":[144],"among":[145],"stakeholders.":[148]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2026-06-20T00:00:00"}