{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,8]],"date-time":"2026-07-08T16:20:42Z","timestamp":1783527642455,"version":"3.55.0"},"reference-count":50,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,2,20]],"date-time":"2026-02-20T00:00:00Z","timestamp":1771545600000},"content-version":"vor","delay-in-days":50,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Procedia Computer Science"],"published-print":{"date-parts":[[2026]]},"DOI":"10.1016\/j.procs.2026.02.177","type":"journal-article","created":{"date-parts":[[2026,3,23]],"date-time":"2026-03-23T07:18:00Z","timestamp":1774250280000},"page":"1380-1389","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":1,"special_numbering":"C","title":["Digital Transformation Propagation in Supply Chains and Networks: An Analysis Across Supplier Tiers"],"prefix":"10.1016","volume":"277","author":[{"given":"Josselyne","family":"Ric\u00e1rdez-Estrada","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Chiara","family":"Sammarco","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David","family":"Romero","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Antonio","family":"Padovano","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.procs.2026.02.177_bib1","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1016\/j.compind.2018.02.010","article-title":"Digital supply chain: Literature review and a proposed framework for future research","volume":"97","author":"B\u00fcy\u00fck\u00f6zkan","year":"2018","journal-title":"Computers in Industry"},{"key":"10.1016\/j.procs.2026.02.177_bib2","series-title":"Digital transformation capability maturity model framework, In: IEEE 23rd International Enterprise Distributed Object Computing Conference","first-page":"51","author":"Aguiar","year":"2019"},{"key":"10.1016\/j.procs.2026.02.177_bib3","doi-asserted-by":"crossref","first-page":"889","DOI":"10.1016\/j.jbusres.2019.09.022","article-title":"Digital transformation: A multidisciplinary reflection and research agenda","volume":"122","author":"Verhoef","year":"2021","journal-title":"Journal of Business Research"},{"key":"10.1016\/j.procs.2026.02.177_bib4","doi-asserted-by":"crossref","first-page":"108675","DOI":"10.1016\/j.ijpe.2022.108675","article-title":"Adoption paths of digital transformation in manufacturing SME","volume":"255","author":"Battistoni","year":"2023","journal-title":"Production Economics"},{"issue":"4","key":"10.1016\/j.procs.2026.02.177_bib5","doi-asserted-by":"crossref","first-page":"213","DOI":"10.3390\/systems11040213","article-title":"Digital transformation journey guidance: A holistic digital maturity model based on a systematic literature review","volume":"11","author":"Aras","year":"2023","journal-title":"Systems"},{"key":"10.1016\/j.procs.2026.02.177_bib6","unstructured":"P. Mielcarek, A. Piekarczyk, Digital transformation of supply chains and company\u2019s performance, LogForum 18 (1) (2023)."},{"issue":"13","key":"10.1016\/j.procs.2026.02.177_bib7","doi-asserted-by":"crossref","first-page":"10107","DOI":"10.3390\/su151310107","article-title":"The impact of digital transformation on supply chain capabilities and supply chain competitive performance","volume":"15","author":"Ning","year":"2023","journal-title":"Sustainability"},{"issue":"1","key":"10.1016\/j.procs.2026.02.177_bib8","doi-asserted-by":"crossref","first-page":"152","DOI":"10.1080\/00207543.2015.1055347","article-title":"Structural quantification of the ripple effect in the supply chain","volume":"54","author":"Sokolov","year":"2016","journal-title":"Production Research"},{"issue":"1-2","key":"10.1016\/j.procs.2026.02.177_bib9","doi-asserted-by":"crossref","first-page":"43","DOI":"10.1080\/00207543.2017.1355123","article-title":"Supply chain disruption propagation: a systemic risk and normal accident theory perspective","volume":"56","author":"Scheibe","year":"2018","journal-title":"Production Research"},{"issue":"1","key":"10.1016\/j.procs.2026.02.177_bib10","doi-asserted-by":"crossref","first-page":"102","DOI":"10.1080\/00207543.2021.1840148","article-title":"Ripple effect and supply chain disruption management: new trends and research directions","volume":"59","author":"Dolgui","year":"2021","journal-title":"Production Research"},{"key":"10.1016\/j.procs.2026.02.177_bib11","doi-asserted-by":"crossref","first-page":"114842","DOI":"10.1016\/j.jbusres.2024.114842","article-title":"Digital transformation along the supply chain: Spillover effects from vertical partnerships","volume":"183","author":"Geng","year":"2024","journal-title":"Journal of Business Research"},{"issue":"6","key":"10.1016\/j.procs.2026.02.177_bib12","doi-asserted-by":"crossref","first-page":"1258","DOI":"10.3846\/jbem.2019.10743","article-title":"Supply network position and firm performance: Evidence from Chinese listed manufacturing companies","volume":"20","author":"Shi","year":"2019","journal-title":"Journal of Business Economics and Management"},{"issue":"12","key":"10.1016\/j.procs.2026.02.177_bib13","first-page":"e0279133","article-title":"Supply network position","volume":"17","author":"Du","year":"2022","journal-title":"digital transformation and innovation performance: Evidence from listed Chinese manufacturing firms, PloS one"},{"issue":"4","key":"10.1016\/j.procs.2026.02.177_bib14","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1111\/j.1745-493X.2008.00069.x","article-title":"Structural embeddedness and supplier management: a network perspective","volume":"44","author":"Choi","year":"2008","journal-title":"Journal of Supply Chain Management"},{"key":"10.1016\/j.procs.2026.02.177_bib15","doi-asserted-by":"crossref","unstructured":"J. Ric\u00e1rdez-Estrada, C. L. Garay-Rondero, D. Romero, T. Wuest, R. Pinto, A reference framework for supplier 4.0 development programs: A Delphi study, Logistics Research and Applications (2025) 1\u201332.","DOI":"10.1080\/13675567.2025.2457968"},{"issue":"2","key":"10.1016\/j.procs.2026.02.177_bib16","first-page":"3629","article-title":"Improving supply chain performance by supplier development program through enhanced visibility","volume":"5","author":"Pradhan","year":"2018","journal-title":"Materials Today: Proceedings"},{"issue":"1","key":"10.1016\/j.procs.2026.02.177_bib17","doi-asserted-by":"crossref","first-page":"100","DOI":"10.1002\/bse.1987","article-title":"Supplier development practices for sustainability: A multi-stakeholder perspective","volume":"27","author":"Liu","year":"2018","journal-title":"Business Strategy and the Environment"},{"issue":"17","key":"10.1016\/j.procs.2026.02.177_bib18","doi-asserted-by":"crossref","first-page":"9929","DOI":"10.3390\/su13179929","article-title":"Review of research on digital supply chain management using network text analysis","volume":"13","author":"Pyun","year":"2021","journal-title":"Sustainability"},{"key":"10.1016\/j.procs.2026.02.177_bib19","doi-asserted-by":"crossref","first-page":"103340","DOI":"10.1016\/j.tre.2023.103340","article-title":"Decision-making models for formulating and evaluating supplier development programs: A state-of-the-art review and research paths","volume":"180","author":"Resende","year":"2023","journal-title":"Transportation Research Part E: Logistics and Transportation Review"},{"key":"10.1016\/j.procs.2026.02.177_bib20","doi-asserted-by":"crossref","unstructured":"J. Ric\u00e1rdez-Estrada, C. L. Garay-Rondero, D. Romero, T. Wuest, R. Pinto, Suppliers 4.0 digital capabilities development in support of digital supply chains: A scoping review, Logistics Research and Applications (2024) 1\u201328.","DOI":"10.1080\/13675567.2024.2391397"},{"issue":"4","key":"10.1016\/j.procs.2026.02.177_bib21","first-page":"O1","article-title":"Scientific procedures and rationales for systematic literature reviews (spar-4-slr)","volume":"45","author":"Paul","year":"2021","journal-title":"Consumer Studies"},{"key":"10.1016\/j.procs.2026.02.177_bib22","unstructured":"J. D. Novak, A. J. Ca\u00f1as, The theory underlying concept maps and how to construct and use them (2008)."},{"issue":"1","key":"10.1016\/j.procs.2026.02.177_bib23","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1108\/SCM-06-2016-0197","article-title":"Analysing supply chain resilience: integrating the constructs in a concept mapping framework via a systematic literature review","volume":"22","author":"Ali","year":"2017","journal-title":"Supply Chain Management: An International Journal"},{"issue":"12","key":"10.1016\/j.procs.2026.02.177_bib24","doi-asserted-by":"crossref","first-page":"574","DOI":"10.3390\/systems11120574","article-title":"Factors influencing blockchain technologies adoption in supply chain management and logistic sectors: Cultural compatibility of blockchain solutions as moderator","volume":"11","author":"AlKubaisy","year":"2023","journal-title":"Systems"},{"key":"10.1016\/j.procs.2026.02.177_bib25","doi-asserted-by":"crossref","first-page":"1175","DOI":"10.1016\/j.cie.2019.01.014","article-title":"Risk propagation mechanisms and risk management strategies for a sustainable perishable products supply chain","volume":"135","author":"Deng","year":"2019","journal-title":"Computers & Industrial Engineering"},{"issue":"7","key":"10.1016\/j.procs.2026.02.177_bib26","doi-asserted-by":"crossref","first-page":"2859","DOI":"10.3390\/su17072859","article-title":"Research on the impact of green supply chain integration on enterprises\u2019 green innovation","volume":"17","author":"Li","year":"2025","journal-title":"Sustainability"},{"key":"10.1016\/j.procs.2026.02.177_bib27","doi-asserted-by":"crossref","first-page":"108161","DOI":"10.1016\/j.eneco.2024.108161","article-title":"Harnessing supply chain digital innovation for enhanced corporate environmental practices and sustainable growth","volume":"142","author":"Liu","year":"2025","journal-title":"Energy Economics"},{"key":"10.1016\/j.procs.2026.02.177_bib28","first-page":"108234","article-title":"External knowledge search","volume":"240","author":"Ricci","year":"2021","journal-title":"opportunity recognition and industry 4.0 adoption in SMEs, Production Economics"},{"issue":"4","key":"10.1016\/j.procs.2026.02.177_bib29","doi-asserted-by":"crossref","first-page":"369","DOI":"10.1504\/IJBPSCM.2023.136601","article-title":"Developing a framework of sustainable technology footprint enablers in inter- and intra-organisational integrated supply chain transparency and traceability: Using fuzzy ism approach","volume":"14","author":"Kumar","year":"2023","journal-title":"Business Performance and Supply Chain Modelling"},{"issue":"5","key":"10.1016\/j.procs.2026.02.177_bib30","doi-asserted-by":"crossref","first-page":"1183","DOI":"10.1108\/IMDS-07-2021-0466","article-title":"Factors affecting blockchain adoption in apparel supply chains: does sustainability-oriented supplier development play a moderating role?","volume":"122","author":"Nath","year":"2022","journal-title":"Industrial Management & Data Systems"},{"key":"10.1016\/j.procs.2026.02.177_bib31","doi-asserted-by":"crossref","unstructured":"X. Zhou, H. Lu, S. K. Mangla, The impact of digital traceability on sustainability performance: investigating the roles of sustainability-oriented innovation and supply chain learning, Supply Chain Management: An International Journal (ahead-of-print) (2024).","DOI":"10.1108\/SCM-01-2023-0047"},{"key":"10.1016\/j.procs.2026.02.177_bib32","doi-asserted-by":"crossref","first-page":"106274","DOI":"10.1016\/j.resconrec.2022.106274","article-title":"Industry 4.0 in sustainable supply chain collaboration: Insights from an interview study with international buying firms and Chinese suppliers in the electronics industry","volume":"182","author":"Kunkel","year":"2022","journal-title":"Resources, Conservation and Recycling"},{"issue":"7","key":"10.1016\/j.procs.2026.02.177_bib33","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1108\/SCM-01-2024-0066","article-title":"Supplier connectivity: a study on how to gain supplier acceptance for the integration of digital supply chain systems","volume":"29","author":"Kalesh","year":"2024","journal-title":"Supply Chain Management: An International Journal"},{"key":"10.1016\/j.procs.2026.02.177_bib34","doi-asserted-by":"crossref","unstructured":"N. Hoblos, M. S. Sandeep, S. L. Pan, Achieving stakeholder alignment in digital transformation: A frame transformation perspective, Journal of Information Technology (12 2023). doi: 10.1177\/02683962231219518.","DOI":"10.1177\/02683962231219518"},{"issue":"12","key":"10.1016\/j.procs.2026.02.177_bib35","doi-asserted-by":"crossref","first-page":"5174","DOI":"10.3390\/su16125174","article-title":"A critical literature review on blockchain technology adoption in supply chains","volume":"16","author":"Wong","year":"2024","journal-title":"Sustainability"},{"issue":"2","key":"10.1016\/j.procs.2026.02.177_bib36","first-page":"825","article-title":"Investigating the relationship between digital technologies","volume":"327","author":"Cui","year":"2023","journal-title":"supply chain integration and firm resilience in the context of COVID-19, Annals of Operations Research"},{"issue":"5","key":"10.1016\/j.procs.2026.02.177_bib37","doi-asserted-by":"crossref","first-page":"1029","DOI":"10.1108\/JBIM-08-2022-0380","article-title":"Towards a theoretical framework of co-development in supply chains: role of platform affordances and supply chain relationship capital","volume":"39","author":"Chen","year":"2024","journal-title":"Journal of Business & Industrial Marketing"},{"issue":"7","key":"10.1016\/j.procs.2026.02.177_bib38","doi-asserted-by":"crossref","first-page":"2440","DOI":"10.1108\/IMDS-07-2023-0497","article-title":"The role of relationship commitment in managing logistics outsourcing in the digital economy","volume":"124","author":"Shi","year":"2024","journal-title":"Industrial Management & Data Systems"},{"issue":"16","key":"10.1016\/j.procs.2026.02.177_bib39","doi-asserted-by":"crossref","first-page":"1562","DOI":"10.1080\/09537287.2022.2032450","article-title":"The impact of supply chain complexities on supply chain resilience: the mediating effect of big data analytics","volume":"34","author":"Iftikhar","year":"2023","journal-title":"Production Planning & Control"},{"key":"10.1016\/j.procs.2026.02.177_bib40","doi-asserted-by":"crossref","first-page":"103029","DOI":"10.1016\/j.technovation.2024.103029","article-title":"A collaborative approach to manage continuous service innovation","volume":"134","author":"Schiefer","year":"2024","journal-title":"Technovation"},{"issue":"1","key":"10.1016\/j.procs.2026.02.177_bib41","doi-asserted-by":"crossref","first-page":"26","DOI":"10.14716\/ijtech.v13i1.4814","article-title":"The role of a leader and the effect of a customer\u2019s smart factory investment on a firm\u2019s industry 4.0 technology adoption in Thailand","volume":"13","author":"Chumnumporn","year":"2022","journal-title":"International Journal of Technology"},{"key":"10.1016\/j.procs.2026.02.177_bib42","first-page":"113379","article-title":"Born to be sustainable: How to combine strategic disruption","volume":"154","author":"Allal-Ch\u00e9rif","year":"2023","journal-title":"open innovation, and process digitisation to create a sustainable business, Journal of Business Research"},{"issue":"1","key":"10.1016\/j.procs.2026.02.177_bib43","doi-asserted-by":"crossref","first-page":"1","DOI":"10.4018\/JGIM.313187","article-title":"Creating and sharing interorganizational knowledge through a supply chain 4.0 project: A case study","volume":"31","author":"Garcia","year":"2023","journal-title":"Journal of Global Information Management"},{"issue":"23","key":"10.1016\/j.procs.2026.02.177_bib44","doi-asserted-by":"crossref","first-page":"15711","DOI":"10.3390\/su142315711","article-title":"Evaluation and choice criteria of sustainable suppliers in the construction industry: A comparative study in Brazilian companies","volume":"14","author":"Castro","year":"2022","journal-title":"Sustainability"},{"issue":"3","key":"10.1016\/j.procs.2026.02.177_bib45","doi-asserted-by":"crossref","first-page":"100837","DOI":"10.1016\/j.pursup.2023.100837","article-title":"Framing sustainable supply chain finance: how can supply chain sustainability practices and supply chain finance solutions be integrated?","volume":"29","author":"Medina","year":"2023","journal-title":"Journal of Purchasing and Supply Management"},{"issue":"5","key":"10.1016\/j.procs.2026.02.177_bib46","doi-asserted-by":"crossref","first-page":"1615","DOI":"10.1007\/s10796-021-10220-x","article-title":"Implementing vertical integration in the industry 4.0 journey: Which factors influence the process of information systems adoption?","volume":"26","author":"Tabim","year":"2024","journal-title":"Information Systems Frontiers"},{"issue":"1","key":"10.1016\/j.procs.2026.02.177_bib47","doi-asserted-by":"crossref","first-page":"e12366","DOI":"10.1111\/jbl.12366","article-title":"Supply chain visibility types and contextual characteristics: A literature-based synthesis","volume":"45","author":"Swink","year":"2024","journal-title":"Journal of Business Logistics"},{"issue":"4","key":"10.1016\/j.procs.2026.02.177_bib48","doi-asserted-by":"crossref","first-page":"740","DOI":"10.1177\/03128962231175702","article-title":"Governance of digital supply networks: Systematic literature review and research agenda","volume":"49","author":"Keller","year":"2024","journal-title":"Australian Journal of Management"},{"issue":"8","key":"10.1016\/j.procs.2026.02.177_bib49","doi-asserted-by":"crossref","first-page":"8798","DOI":"10.1002\/bse.3949","article-title":"Industry 4.0 adoption and eco-product innovation capability\u2014understanding the role of supply chain integration","volume":"33","author":"Sahoo","year":"2024","journal-title":"Business Strategy and the Environment"},{"key":"10.1016\/j.procs.2026.02.177_bib50","doi-asserted-by":"crossref","first-page":"108458","DOI":"10.1016\/j.ijpe.2022.108458","article-title":"Blockchain technology in the supply chain: An integrated theoretical perspective of organisational adoption","volume":"247","author":"Agi","year":"2022","journal-title":"Production Economics"}],"container-title":["Procedia Computer Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1877050926002954?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1877050926002954?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,7,8]],"date-time":"2026-07-08T15:40:42Z","timestamp":1783525242000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1877050926002954"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":50,"alternative-id":["S1877050926002954"],"URL":"https:\/\/doi.org\/10.1016\/j.procs.2026.02.177","relation":{},"ISSN":["1877-0509"],"issn-type":[{"value":"1877-0509","type":"print"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Digital Transformation Propagation in Supply Chains and Networks: An Analysis Across Supplier Tiers","name":"articletitle","label":"Article Title"},{"value":"Procedia Computer Science","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.procs.2026.02.177","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Author(s). Published by Elsevier B.V.","name":"copyright","label":"Copyright"}]}}