{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,3]],"date-time":"2026-06-03T05:41:09Z","timestamp":1780465269148,"version":"3.54.1"},"reference-count":85,"publisher":"MDPI AG","issue":"1","license":[{"start":{"date-parts":[[2025,12,30]],"date-time":"2025-12-30T00:00:00Z","timestamp":1767052800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"the Youth Foundation Project for Humanities and Social Sciences Research of the Ministry of Education of China","award":["23YJC790213"],"award-info":[{"award-number":["23YJC790213"]}]},{"DOI":"10.13039\/501100001809","name":"the National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["72372093"],"award-info":[{"award-number":["72372093"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>Based on a sample of Chinese listed firms from 2010 to 2024, this study employs a complex adaptive systems (CAS) lens to investigate the spillover effects of core-firm digital transformation (CDT) on innovation within supply chain networks. It reveals that CDT fosters supplier innovation while impeding customer innovation. Heterogeneity analysis shows that the spillover effect is more pronounced when suppliers (customers) are non-state-owned, larger, more competitive, and have more able managers. Mechanism analysis suggests that the spillover effect is realized through resource and competition mechanisms. This study contributes to the literature by integrating CAS theory with established supply chain management perspectives to provide a systemic understanding of digital transformation\u2019s ripple effects, offering valuable insights for both managers navigating digital ecosystem evolution and policymakers designing industrial innovation strategies.<\/jats:p>","DOI":"10.3390\/systems14010041","type":"journal-article","created":{"date-parts":[[2025,12,31]],"date-time":"2025-12-31T15:30:32Z","timestamp":1767195032000},"page":"41","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["The Spillover of Digital Transformation in Supply Chain Innovation"],"prefix":"10.3390","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8497-6304","authenticated-orcid":false,"given":"Meifeng","family":"Zou","sequence":"first","affiliation":[{"name":"School of Economics and Management, Taiyuan University of Science and Technology, Taiyuan 030026, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Guorong","family":"Hao","sequence":"additional","affiliation":[{"name":"School of Economics and Management, Taiyuan University of Science and Technology, Taiyuan 030026, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xindong","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Economics and Management, Shanxi University, Taiyuan 030031, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2025,12,30]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"796","DOI":"10.1287\/isre.1100.0327","article-title":"The digital transformation of healthcare: Current status and the road ahead","volume":"21","author":"Agarwal","year":"2010","journal-title":"Inf. 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