{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,9]],"date-time":"2026-04-09T14:52:07Z","timestamp":1775746327065,"version":"3.50.1"},"reference-count":128,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2026,2,11]],"date-time":"2026-02-11T00:00:00Z","timestamp":1770768000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,2,11]],"date-time":"2026-02-11T00:00:00Z","timestamp":1770768000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"Shanghai Municipal Philosophy and Social Science Planning Project","award":["2025BGL005"],"award-info":[{"award-number":["2025BGL005"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Ann Oper Res"],"published-print":{"date-parts":[[2026,4]]},"DOI":"10.1007\/s10479-026-07085-1","type":"journal-article","created":{"date-parts":[[2026,2,11]],"date-time":"2026-02-11T16:36:51Z","timestamp":1770827811000},"page":"2795-2828","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["How digital transformation enhances supply chain resilience and organisational performance: a digital affordance perspective"],"prefix":"10.1007","volume":"359","author":[{"given":"Siyue","family":"Zhang","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7311-440X","authenticated-orcid":false,"given":"Jiangtao","family":"Hong","sequence":"additional","affiliation":[]},{"given":"Kwok Hung","family":"Lau","sequence":"additional","affiliation":[]},{"given":"Yu","family":"Tian","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2026,2,11]]},"reference":[{"issue":"4","key":"7085_CR1","doi-asserted-by":"publisher","first-page":"515","DOI":"10.1016\/j.jfi.2007.04.001","volume":"16","author":"VV Acharya","year":"2007","unstructured":"Acharya, V. V., Almeida, H., & Campello, M. (2007). Is cash negative debt? A hedging perspective on corporate financial policies. Journal of Financial Intermediation, 16(4), 515\u2013554.","journal-title":"Journal of Financial Intermediation"},{"issue":"2","key":"7085_CR2","doi-asserted-by":"publisher","first-page":"129","DOI":"10.1016\/S0925-5273(03)00102-6","volume":"90","author":"RS Aguilar-Sav\u00e9n","year":"2004","unstructured":"Aguilar-Sav\u00e9n, R. S. (2004). Business process modelling: Review and framework. International Journal of Production Economics, 90(2), 129\u2013149.","journal-title":"International Journal of Production Economics"},{"issue":"17","key":"7085_CR3","doi-asserted-by":"publisher","DOI":"10.3390\/su12176827","volume":"12","author":"T Ahmad","year":"2020","unstructured":"Ahmad, T., & Van Looy, A. (2020). Business process management and digital innovations: A systematic literature review. Sustainability, 12(17), Article 6827.","journal-title":"Sustainability"},{"key":"7085_CR4","doi-asserted-by":"publisher","first-page":"664","DOI":"10.1016\/j.procs.2020.03.173","volume":"170","author":"S Albukhitan","year":"2020","unstructured":"Albukhitan, S. (2020). Developing digital transformation strategy for manufacturing. Procedia Computer Science, 170, 664\u2013671.","journal-title":"Procedia Computer Science"},{"key":"7085_CR5","doi-asserted-by":"publisher","DOI":"10.1108\/scm-06-2016-0197","author":"A Ali","year":"2017","unstructured":"Ali, A., Mahfouz, A., & Arisha, A. (2017). Analysing supply chain resilience: Integrating the constructs in a concept mapping framework via a systematic literature review. Supply Chain Management, an International Journal. https:\/\/doi.org\/10.1108\/scm-06-2016-0197","journal-title":"Supply Chain Management, an International Journal"},{"issue":"14","key":"7085_CR6","doi-asserted-by":"publisher","first-page":"1158","DOI":"10.1080\/09537287.2018.1542174","volume":"29","author":"N Altay","year":"2018","unstructured":"Altay, N., Gunasekaran, A., Dubey, R., & Childe, S. J. (2018). Agility and resilience as antecedents of supply chain performance under moderating effects of organizational culture within the humanitarian setting: A dynamic capability view. Production Planning & Control, 29(14), 1158\u20131174.","journal-title":"Production Planning & Control"},{"issue":"2","key":"7085_CR7","doi-asserted-by":"publisher","first-page":"481","DOI":"10.1016\/j.ejor.2018.11.044","volume":"275","author":"N Azad","year":"2019","unstructured":"Azad, N., & Hassini, E. (2019). Recovery strategies from major supply disruptions in single and multiple sourcing networks. European Journal of Operational Research, 275(2), 481\u2013501.","journal-title":"European Journal of Operational Research"},{"key":"7085_CR8","unstructured":"Bai, C., Li, H. A., & Xiao, Y. (2022). Industry 4.0 technologies: Empirical impacts and decision framework. Production and Operations Management."},{"issue":"3","key":"7085_CR9","doi-asserted-by":"publisher","first-page":"238","DOI":"10.1080\/0960085X.2020.1718007","volume":"29","author":"A Baiyere","year":"2020","unstructured":"Baiyere, A., Salmela, H., & Tapanainen, T. (2020). Digital transformation and the new logics of business process management. European Journal of Information Systems, 29(3), 238\u2013259.","journal-title":"European Journal of Information Systems"},{"issue":"1","key":"7085_CR10","doi-asserted-by":"publisher","first-page":"83","DOI":"10.1016\/j.jacceco.2004.04.001","volume":"39","author":"R Ball","year":"2005","unstructured":"Ball, R., & Shivakumar, L. (2005). Earnings quality in UK private firms: Comparative loss recognition timeliness. Journal of Accounting and Economics, 39(1), 83\u2013128.","journal-title":"Journal of Accounting and Economics"},{"key":"7085_CR300","doi-asserted-by":"crossref","unstructured":"Behzadi, G., O\u2019Sullivan, M. J., & Olsen, T. L. (2020). On metrics for supply chain resilience. European Journal of Operational Research, 287(1), 145\u2013158.","DOI":"10.1016\/j.ejor.2020.04.040"},{"key":"7085_CR11","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2022.108516","volume":"249","author":"A Belhadi","year":"2022","unstructured":"Belhadi, A., Kamble, S. S., Venkatesh, M., Jabbour, C. J. C., & Benkhati, I. (2022). Building supply chain resilience and efficiency through additive manufacturing: An ambidextrous perspective on the dynamic capability view. International Journal of Production Economics, 249, Article 108516.","journal-title":"International Journal of Production Economics"},{"key":"7085_CR12","doi-asserted-by":"publisher","DOI":"10.1007\/s10479-021-03956-x","author":"A Belhadi","year":"2021","unstructured":"Belhadi, A., Mani, V., Kamble, S. S., Khan, S. A. R., & Verma, S. (2021). Artificial intelligence-driven innovation for enhancing supply chain resilience and performance under the effect of supply chain dynamism: An empirical investigation. Annals of Operations Research. https:\/\/doi.org\/10.1007\/s10479-021-03956-x","journal-title":"Annals of Operations Research"},{"key":"7085_CR14","unstructured":"Bleicher, J., & Stanley, H. (2017). Digitization as a catalyst for business model innovation a three-step approach to facilitating economic success. Journal of Business Management, 12."},{"key":"7085_CR15","doi-asserted-by":"publisher","DOI":"10.1016\/j.aei.2023.102188","volume":"58","author":"T Bloch","year":"2023","unstructured":"Bloch, T., & Fauth, J. (2023). The unbalanced research on digitalization and automation of the building permitting process. Advanced Engineering Informatics, 58, Article 102188.","journal-title":"Advanced Engineering Informatics"},{"issue":"1","key":"7085_CR16","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1016\/j.jretai.2016.12.004","volume":"93","author":"ET Bradlow","year":"2017","unstructured":"Bradlow, E. T., Gangwar, M., Kopalle, P., & Voleti, S. (2017). The role of big data and predictive analytics in retailing. Journal of Retailing, 93(1), 79\u201395.","journal-title":"Journal of Retailing"},{"issue":"1","key":"7085_CR17","doi-asserted-by":"publisher","first-page":"128","DOI":"10.1002\/sej.1483","volume":"18","author":"RE Browder","year":"2024","unstructured":"Browder, R. E., Dwyer, S. M., & Koch, H. (2024). Upgrading adaptation: How digital transformation promotes organizational resilience. Strategic Entrepreneurship Journal, 18(1), 128\u2013164.","journal-title":"Strategic Entrepreneurship Journal"},{"key":"7085_CR18","doi-asserted-by":"publisher","first-page":"157","DOI":"10.1016\/j.compind.2018.02.010","volume":"97","author":"G B\u00fcy\u00fck\u00f6zkan","year":"2018","unstructured":"B\u00fcy\u00fck\u00f6zkan, G., & G\u00f6\u00e7er, F. (2018). Digital Supply Chain: Literature review and a proposed framework for future research. Computers in Industry, 97, 157\u2013177.","journal-title":"Computers in Industry"},{"key":"7085_CR19","doi-asserted-by":"publisher","first-page":"196","DOI":"10.1016\/j.jbusres.2019.03.035","volume":"100","author":"J Cenamor","year":"2019","unstructured":"Cenamor, J., Parida, V., & Wincent, J. (2019). How entrepreneurial SMEs compete through digital platforms: The roles of digital platform capability, network capability and ambidexterity. Journal of Business Research, 100, 196\u2013206.","journal-title":"Journal of Business Research"},{"issue":"1","key":"7085_CR20","doi-asserted-by":"publisher","DOI":"10.1016\/j.jsis.2020.101596","volume":"29","author":"S Chatterjee","year":"2020","unstructured":"Chatterjee, S., Moody, G., Lowry, P. B., Chakraborty, S., & Hardin, A. (2020). Information Technology and organizational innovation: Harmonious information technology affordance and courage-based actualization. The Journal of Strategic Information Systems, 29(1), Article 101596.","journal-title":"The Journal of Strategic Information Systems"},{"issue":"5","key":"7085_CR21","doi-asserted-by":"publisher","first-page":"1585","DOI":"10.1080\/00207543.2024.2381224","volume":"63","author":"Z Chen","year":"2025","unstructured":"Chen, Z., Sarkis, J., & Yildizbasi, A. (2025). Digital transformation for safer circular lithium-ion battery supply chains: A blockchain ecosystem-data perspective. International Journal of Production Research, 63(5), 1585\u20131606.","journal-title":"International Journal of Production Research"},{"key":"7085_CR22","doi-asserted-by":"publisher","DOI":"10.1108\/scm-06-2016-0190","author":"JH Cheng","year":"2017","unstructured":"Cheng, J. H., & Lu, K. L. (2017). Enhancing effects of supply chain resilience: Insights from trajectory and resource-based perspectives. Supply Chain Management, an International Journal. https:\/\/doi.org\/10.1108\/scm-06-2016-0190","journal-title":"Supply Chain Management, an International Journal"},{"key":"7085_CR23","doi-asserted-by":"crossref","unstructured":"Chin, W. W. (1998). Commentary: Issues and opinion on structural equation modeling. MIS quarterly, vii-xvi.","DOI":"10.2307\/249674"},{"key":"7085_CR24","doi-asserted-by":"crossref","unstructured":"Chowdhury, M. M. H., & Quaddus, M. (2016). Supply chain readiness, response and recovery for resilience. Supply Chain Management: An International Journal.","DOI":"10.1108\/SCM-12-2015-0463"},{"key":"7085_CR25","doi-asserted-by":"publisher","first-page":"185","DOI":"10.1016\/j.ijpe.2017.03.020","volume":"188","author":"MMH Chowdhury","year":"2017","unstructured":"Chowdhury, M. M. H., & Quaddus, M. (2017). Supply chain resilience: Conceptualization and scale development using dynamic capability theory. International Journal of Production Economics, 188, 185\u2013204.","journal-title":"International Journal of Production Economics"},{"key":"7085_CR26","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1016\/j.jbusres.2020.12.058","volume":"126","author":"A Cozzolino","year":"2021","unstructured":"Cozzolino, A., Corbo, L., & Aversa, P. (2021). Digital platform-based ecosystems: The evolution of collaboration and competition between incumbent producers and entrant platforms. Journal of Business Research, 126, 385\u2013400.","journal-title":"Journal of Business Research"},{"issue":"3","key":"7085_CR27","doi-asserted-by":"publisher","first-page":"297","DOI":"10.1007\/BF02310555","volume":"16","author":"LJ Cronbach","year":"1951","unstructured":"Cronbach, L. J. (1951). Coefficient alpha and the internal structure of tests. Psychometrika, 16(3), 297\u2013334.","journal-title":"Psychometrika"},{"issue":"2","key":"7085_CR28","doi-asserted-by":"publisher","first-page":"825","DOI":"10.1007\/s10479-022-04735-y","volume":"327","author":"L Cui","year":"2023","unstructured":"Cui, L., Wu, H., Wu, L., Kumar, A., & Tan, K. H. (2023). Investigating the relationship between digital technologies, supply chain integration and firm resilience in the context of COVID-19. Annals of Operations Research, 327(2), 825\u2013853.","journal-title":"Annals of Operations Research"},{"issue":"4","key":"7085_CR30","first-page":"15","volume":"9","author":"TH Davenport","year":"2018","unstructured":"Davenport, T. H., & Westerman, G. (2018). Why so many high-profile digital transformations fail. Harvard Business Review, 9(4), 15.","journal-title":"Harvard Business Review"},{"issue":"1","key":"7085_CR31","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1111\/1748-8583.12137","volume":"27","author":"JE Delery","year":"2017","unstructured":"Delery, J. E., & Roumpi, D. (2017). Strategic human resource management, human capital and competitive advantage: Is the field going in circles? Human Resource Management Journal, 27(1), 1\u201321.","journal-title":"Human Resource Management Journal"},{"key":"7085_CR32","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2020.107689","volume":"228","author":"M Delic","year":"2020","unstructured":"Delic, M., & Eyers, D. R. (2020). The effect of additive manufacturing adoption on supply chain flexibility and performance: An empirical analysis from the automotive industry. International Journal of Production Economics, 228, Article 107689.","journal-title":"International Journal of Production Economics"},{"issue":"2","key":"7085_CR33","doi-asserted-by":"publisher","first-page":"533","DOI":"10.1287\/mnsc.2016.2626","volume":"64","author":"S Demirel","year":"2018","unstructured":"Demirel, S., Kapuscinski, R., & Yu, M. (2018). Strategic behavior of suppliers in the face of production disruptions. Management Science, 64(2), 533\u2013551.","journal-title":"Management Science"},{"issue":"9","key":"7085_CR34","doi-asserted-by":"publisher","first-page":"1417","DOI":"10.1108\/IJOPM-12-2020-0871","volume":"41","author":"D Dennehy","year":"2021","unstructured":"Dennehy, D., Oredo, J., Spanaki, K., Despoudi, S., & Fitzgibbon, M. (2021). Supply chain resilience in mindful humanitarian aid organizations: The role of big data analytics. International Journal of Operations & Production Management, 41(9), 1417\u20131441.","journal-title":"International Journal of Operations & Production Management"},{"key":"7085_CR35","doi-asserted-by":"publisher","first-page":"173","DOI":"10.1016\/j.promfg.2020.02.067","volume":"42","author":"R Diaz","year":"2020","unstructured":"Diaz, R., Smith, K., Landaeta, R., & Padovano, A. (2020). Shipbuilding supply chain framework and digital transformation: A project portfolios risk evaluation. Procedia Manufacturing, 42, 173\u2013180.","journal-title":"Procedia Manufacturing"},{"issue":"1\u20132","key":"7085_CR36","doi-asserted-by":"publisher","first-page":"414","DOI":"10.1080\/00207543.2017.1387680","volume":"56","author":"A Dolgui","year":"2018","unstructured":"Dolgui, A., Ivanov, D., & Sokolov, B. (2018). Ripple effect in the supply chain: An analysis and recent literature. International Journal of Production Research, 56(1\u20132), 414\u2013430.","journal-title":"International Journal of Production Research"},{"issue":"1","key":"7085_CR37","doi-asserted-by":"publisher","first-page":"110","DOI":"10.1080\/00207543.2019.1582820","volume":"59","author":"R Dubey","year":"2021","unstructured":"Dubey, R., Gunasekaran, A., Childe, S. J., Fosso Wamba, S., Roubaud, D., & Foropon, C. (2021). Empirical investigation of data analytics capability and organizational flexibility as complements to supply chain resilience. International Journal of Production Research, 59(1), 110\u2013128.","journal-title":"International Journal of Production Research"},{"key":"7085_CR38","doi-asserted-by":"publisher","DOI":"10.1016\/j.tre.2020.102067","volume":"142","author":"P Dutta","year":"2020","unstructured":"Dutta, P., Choi, T. M., Somani, S., & Butala, R. (2020). Blockchain technology in supply chain operations: Applications, challenges and research opportunities. Transportation Research Part e: Logistics and Transportation Review, 142, Article 102067.","journal-title":"Transportation Research Part e: Logistics and Transportation Review"},{"issue":"1","key":"7085_CR39","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1111\/1540-5885.810777","volume":"8","author":"L Dwyer","year":"1991","unstructured":"Dwyer, L., & Mellor, R. (1991). Organizational environment, new product process activities, and project outcomes. Journal of Product Innovation Management, 8(1), 39\u201348.","journal-title":"Journal of Product Innovation Management"},{"issue":"2","key":"7085_CR40","doi-asserted-by":"publisher","first-page":"897","DOI":"10.1016\/j.jbusres.2015.07.001","volume":"69","author":"S Erevelles","year":"2016","unstructured":"Erevelles, S., Fukawa, N., & Swayne, L. (2016). Big data consumer analytics and the transformation of marketing. Journal of Business Research, 69(2), 897\u2013904.","journal-title":"Journal of Business Research"},{"key":"7085_CR41","unstructured":"Fenech, R., Baguant, P., & Ivanov, D. (2019). The changing role of human resource management in an era of digital transformation. Journal of Management Information & Decision Sciences, 22(2)."},{"issue":"1","key":"7085_CR42","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1177\/002224378101800104","volume":"18","author":"C Fornell","year":"1981","unstructured":"Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39\u201350.","journal-title":"Journal of Marketing Research"},{"issue":"8","key":"7085_CR43","doi-asserted-by":"publisher","first-page":"1756","DOI":"10.1108\/MD-04-2018-0394","volume":"57","author":"S Fosso Wamba","year":"2019","unstructured":"Fosso Wamba, S., Akter, S., Trinchera, L., & De Bourmont, M. (2019). Turning information quality into firm performance in the big data economy. Management Decision, 57(8), 1756\u20131783.","journal-title":"Management Decision"},{"key":"7085_CR44","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1016\/j.ijpe.2019.01.004","volume":"210","author":"AG Frank","year":"2019","unstructured":"Frank, A. G., Dalenogare, L. S., & Ayala, N. F. (2019). Industry 4.0 technologies: Implementation patterns in manufacturing companies. International Journal of Production Economics, 210, 15\u201326.","journal-title":"International Journal of Production Economics"},{"issue":"3","key":"7085_CR45","first-page":"1","volume":"6","author":"B Frankiewicz","year":"2020","unstructured":"Frankiewicz, B., & Chamorro-Premuzic, T. (2020). Digital transformation is about talent, not technology. Harvard Business Review, 6(3), 1\u20136.","journal-title":"Harvard Business Review"},{"key":"7085_CR46","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijinfomgt.2023.102645","volume":"73","author":"J Gao","year":"2023","unstructured":"Gao, J., Zhang, W., Guan, T., Feng, Q., & Mardani, A. (2023). Influence of digital transformation on the servitization level of manufacturing SMEs from static and dynamic perspectives. International Journal of Information Management, 73, Article 102645.","journal-title":"International Journal of Information Management"},{"issue":"2","key":"7085_CR47","first-page":"67","volume":"1","author":"JJ Gibson","year":"1977","unstructured":"Gibson, J. J. (1977). The theory of affordances. Hilldale, USA, 1(2), 67\u201382.","journal-title":"Hilldale, USA"},{"issue":"20","key":"7085_CR48","doi-asserted-by":"publisher","first-page":"6282","DOI":"10.1080\/00207543.2021.1991020","volume":"60","author":"E G\u00f6kalp","year":"2022","unstructured":"G\u00f6kalp, E., & Martinez, V. (2022). Digital transformation maturity assessment: Development of the digital transformation capability maturity model. International Journal of Production Research, 60(20), 6282\u20136302.","journal-title":"International Journal of Production Research"},{"issue":"3","key":"7085_CR49","doi-asserted-by":"publisher","DOI":"10.1016\/j.im.2019.103243","volume":"59","author":"G Gupta","year":"2022","unstructured":"Gupta, G., & Bose, I. (2022). Digital transformation in entrepreneurial firms through information exchange with operating environment. Information & Management, 59(3), Article 103243.","journal-title":"Information & Management"},{"issue":"2","key":"7085_CR51","doi-asserted-by":"publisher","first-page":"139","DOI":"10.2753\/MTP1069-6679190202","volume":"19","author":"JF Hair","year":"2011","unstructured":"Hair, J. F., Ringle, C. M., & Sarstedt, M. (2011). PLS-SEM: Indeed a silver bullet. Journal of Marketing Theory and Practice, 19(2), 139\u2013152.","journal-title":"Journal of Marketing Theory and Practice"},{"issue":"1","key":"7085_CR52","doi-asserted-by":"publisher","first-page":"2","DOI":"10.1108\/EBR-11-2018-0203","volume":"31","author":"JF Hair","year":"2019","unstructured":"Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). When to use and how to report the results of PLS-SEM. European Business Review, 31(1), 2\u201324.","journal-title":"European Business Review"},{"issue":"15","key":"7085_CR53","doi-asserted-by":"publisher","first-page":"4541","DOI":"10.1080\/00207543.2020.1785034","volume":"58","author":"Y Han","year":"2020","unstructured":"Han, Y., Chong, W. K., & Li, D. (2020). A systematic literature review of the capabilities and performance metrics of supply chain resilience. International Journal of Production Research, 58(15), 4541\u20134566.","journal-title":"International Journal of Production Research"},{"issue":"5","key":"7085_CR54","doi-asserted-by":"publisher","first-page":"1159","DOI":"10.1111\/joms.12639","volume":"58","author":"A Hanelt","year":"2021","unstructured":"Hanelt, A., Bohnsack, R., Marz, D., & Antunes Marante, C. (2021). A systematic review of the literature on digital transformation: Insights and implications for strategy and organizational change. Journal of Management Studies, 58(5), 1159\u20131197.","journal-title":"Journal of Management Studies"},{"issue":"1","key":"7085_CR55","doi-asserted-by":"publisher","first-page":"147","DOI":"10.1108\/JOSM-06-2021-0216","volume":"34","author":"Z He","year":"2023","unstructured":"He, Z., Huang, H., Choi, H., & Bilgihan, A. (2023). Building organizational resilience with digital transformation. Journal of Service Management, 34(1), 147\u2013171.","journal-title":"Journal of Service Management"},{"key":"7085_CR303","doi-asserted-by":"crossref","unstructured":"Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43(1), 115\u2013135.","DOI":"10.1007\/s11747-014-0403-8"},{"issue":"1\/2","key":"7085_CR57","doi-asserted-by":"publisher","first-page":"90","DOI":"10.1108\/IJPDLM-05-2013-0128","volume":"45","author":"NO Hohenstein","year":"2015","unstructured":"Hohenstein, N. O., Feisel, E., Hartmann, E., & Giunipero, L. (2015). Research on the phenomenon of supply chain resilience: A systematic review and paths for further investigation. International Journal of Physical Distribution & Logistics Management, 45(1\/2), 90\u2013117.","journal-title":"International Journal of Physical Distribution & Logistics Management"},{"key":"7085_CR58","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2021.108147","volume":"237","author":"J Hong","year":"2021","unstructured":"Hong, J., Guo, P., Deng, H., & Quan, Y. (2021). The adoption of supply chain service platforms for organizational performance: Evidences from Chinese catering organizations. International Journal of Production Economics, 237, Article 108147.","journal-title":"International Journal of Production Economics"},{"key":"7085_CR59","doi-asserted-by":"publisher","first-page":"227","DOI":"10.1016\/j.ijpe.2019.01.036","volume":"212","author":"J Hong","year":"2019","unstructured":"Hong, J., Liao, Y., Zhang, Y., & Yu, Z. (2019). The effect of supply chain quality management practices and capabilities on operational and innovation performance: Evidence from Chinese manufacturers. International Journal of Production Economics, 212, 227\u2013235.","journal-title":"International Journal of Production Economics"},{"key":"7085_CR60","doi-asserted-by":"crossref","unstructured":"Huang, K., Wang, K., Lee, P. K., & Yeung, A. C. (2023). The impact of industry 4.0 on supply chain capability and supply chain resilience: A resource-based view. International Journal of Production Economics, 108913.","DOI":"10.1016\/j.ijpe.2023.108913"},{"issue":"1","key":"7085_CR61","doi-asserted-by":"publisher","first-page":"70","DOI":"10.1108\/JEIM-12-2020-0558","volume":"36","author":"G Hussain","year":"2023","unstructured":"Hussain, G., Nazir, M. S., Rashid, M. A., & Sattar, M. A. (2023). From supply chain resilience to supply chain disruption orientation: The moderating role of supply chain complexity. Journal of Enterprise Information Management, 36(1), 70\u201390.","journal-title":"Journal of Enterprise Information Management"},{"key":"7085_CR62","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2021.108326","volume":"243","author":"M Hussain","year":"2022","unstructured":"Hussain, M., & Papastathopoulos, A. (2022). Organizational readiness for digital financial innovation and financial resilience. International Journal of Production Economics, 243, Article 108326.","journal-title":"International Journal of Production Economics"},{"issue":"2","key":"7085_CR63","doi-asserted-by":"publisher","first-page":"441","DOI":"10.1177\/S0038038501000219","volume":"35","author":"I Hutchby","year":"2001","unstructured":"Hutchby, I. (2001). Technologies, texts and affordances. Sociology, 35(2), 441\u2013456.","journal-title":"Sociology"},{"key":"7085_CR301","unstructured":"Iansiti, M., & Lakhani, K. R. (2014). Digital ubiquity: How connections, sensors, and data are revolutionizing business. Harvard Business Review, 92(11), 19."},{"key":"7085_CR64","unstructured":"Ivanov, D. (2021b). Digital supply chain management and technology to enhance resilience by building and using end-to-end visibility during the COVID-19 pandemic. IEEE Transactions on Engineering Management."},{"issue":"9","key":"7085_CR66","doi-asserted-by":"publisher","first-page":"775","DOI":"10.1080\/09537287.2020.1768450","volume":"32","author":"D Ivanov","year":"2021","unstructured":"Ivanov, D., & Dolgui, A. (2021a). A digital supply chain twin for managing the disruption risks and resilience in the era of Industry 4.0. Production Planning & Control, 32(9), 775\u2013788.","journal-title":"Production Planning & Control"},{"key":"7085_CR67","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2020.107921","volume":"232","author":"D Ivanov","year":"2021","unstructured":"Ivanov, D., & Dolgui, A. (2021b). OR-methods for coping with the ripple effect in supply chains during COVID-19 pandemic: Managerial insights and research implications. International Journal of Production Economics, 232, Article 107921.","journal-title":"International Journal of Production Economics"},{"key":"7085_CR68","doi-asserted-by":"publisher","DOI":"10.1016\/j.tre.2022.102676","volume":"160","author":"D Ivanov","year":"2022","unstructured":"Ivanov, D., Dolgui, A., & Sokolov, B. (2022). Cloud supply chain: Integrating industry 4.0 and digital platforms in the \u201cSupply Chain-as-a-Service.\u201d Transportation Research Part e: Logistics and Transportation Review, 160, Article 102676.","journal-title":"Transportation Research Part e: Logistics and Transportation Review"},{"issue":"2","key":"7085_CR69","doi-asserted-by":"publisher","first-page":"386","DOI":"10.1080\/00207543.2014.999958","volume":"54","author":"D Ivanov","year":"2016","unstructured":"Ivanov, D., Dolgui, A., Sokolov, B., Werner, F., & Ivanova, M. (2016). A dynamic model and an algorithm for short-term supply chain scheduling in the smart factory industry 4.0. International Journal of Production Research, 54(2), 386\u2013402.","journal-title":"International Journal of Production Research"},{"key":"7085_CR70","doi-asserted-by":"crossref","unstructured":"Jahani, H., Jain, R., & Ivanov, D. (2023). Data science and big data analytics: a systematic review of methodologies used in the supply chain and logistics research. Annals of Operations Research, 1\u201358.","DOI":"10.1007\/s10479-023-05390-7"},{"issue":"4","key":"7085_CR71","doi-asserted-by":"publisher","first-page":"246","DOI":"10.1108\/13598541111139062","volume":"16","author":"U J\u00fcttner","year":"2011","unstructured":"J\u00fcttner, U., & Maklan, S. (2011). Supply chain resilience in the global financial crisis: An empirical study. Supply Chain Management, an International Journal, 16(4), 246\u2013259.","journal-title":"Supply Chain Management, an International Journal"},{"key":"7085_CR73","doi-asserted-by":"publisher","first-page":"116","DOI":"10.1016\/j.ijpe.2015.10.023","volume":"171","author":"M Kamalahmadi","year":"2016","unstructured":"Kamalahmadi, M., & Parast, M. M. (2016). A review of the literature on the principles of enterprise and supply chain resilience: Major findings and directions for future research. International Journal of Production Economics, 171, 116\u2013133.","journal-title":"International Journal of Production Economics"},{"key":"7085_CR74","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1016\/j.ijpe.2004.06.004","volume":"93","author":"P Kelle","year":"2005","unstructured":"Kelle, P., & Akbulut, A. (2005). The role of ERP tools in supply chain information sharing, cooperation, and cost optimization. International Journal of Production Economics, 93, 41\u201352.","journal-title":"International Journal of Production Economics"},{"key":"7085_CR75","doi-asserted-by":"publisher","first-page":"986","DOI":"10.1016\/j.procs.2016.03.125","volume":"79","author":"AA Khade","year":"2016","unstructured":"Khade, A. A. (2016). Performing customer behavior analysis using big data analytics. Procedia Computer Science, 79, 986\u2013992.","journal-title":"Procedia Computer Science"},{"issue":"4","key":"7085_CR76","doi-asserted-by":"publisher","first-page":"1","DOI":"10.4018\/ijec.2015100101","volume":"11","author":"N Kock","year":"2015","unstructured":"Kock, N. (2015). Common method bias in PLS-SEM: A full collinearity assessment approach. International Journal of e-Collaboration (ijec), 11(4), 1\u201310.","journal-title":"International Journal of e-Collaboration (ijec)"},{"issue":"3","key":"7085_CR77","doi-asserted-by":"publisher","first-page":"1573","DOI":"10.1007\/s10479-023-05556-3","volume":"348","author":"S Kumari","year":"2025","unstructured":"Kumari, S., Venkatesh, V. G., Tan, F. T. C., Bharathi, S. V., Ramasubramanian, M., & Shi, Y. (2025). Application of machine learning and artificial intelligence on agriculture supply chain: A comprehensive review and future research directions. Annals of Operations Research, 348(3), 1573\u20131617.","journal-title":"Annals of Operations Research"},{"key":"7085_CR79","doi-asserted-by":"publisher","DOI":"10.1016\/j.tre.2022.102773","volume":"163","author":"G Li","year":"2022","unstructured":"Li, G., Xue, J., Li, N., & Ivanov, D. (2022). Blockchain-supported business model design, supply chain resilience, and firm performance. Transportation Research Part e: Logistics and Transportation Review, 163, Article 102773.","journal-title":"Transportation Research Part e: Logistics and Transportation Review"},{"key":"7085_CR80","doi-asserted-by":"publisher","DOI":"10.2307\/25148781","author":"H Liang","year":"2007","unstructured":"Liang, H., Saraf, N., Hu, Q., & Xue, Y. (2007). Assimilation of enterprise systems: The effect of institutional pressures and the mediating role of top management. MIS Quarterly. https:\/\/doi.org\/10.2307\/25148781","journal-title":"MIS Quarterly"},{"issue":"2","key":"7085_CR81","doi-asserted-by":"publisher","first-page":"268","DOI":"10.1108\/JMTM-06-2023-0224","volume":"35","author":"Y Liu","year":"2024","unstructured":"Liu, Y., Guo, M., Han, Z., Gavurova, B., Bresciani, S., & Wang, T. (2024). Effects of digital orientation on organizational resilience: A dynamic capabilities perspective. Journal of Manufacturing Technology Management, 35(2), 268\u2013290.","journal-title":"Journal of Manufacturing Technology Management"},{"issue":"3","key":"7085_CR82","doi-asserted-by":"publisher","first-page":"445","DOI":"10.1016\/j.im.2018.09.001","volume":"56","author":"S Lokuge","year":"2019","unstructured":"Lokuge, S., Sedera, D., Grover, V., & Dongming, X. (2019). Organizational readiness for digital innovation: Development and empirical calibration of a construct. Information & Management, 56(3), 445\u2013461.","journal-title":"Information & Management"},{"key":"7085_CR83","doi-asserted-by":"crossref","unstructured":"Luo, W. (2022, April). Research on the Way Walmart Succeeded during the Pandemic. In 2022 7th International Conference on Social Sciences and Economic Development (ICSSED 2022) (pp. 1210\u20131213). Atlantis Press.","DOI":"10.2991\/aebmr.k.220405.200"},{"issue":"1","key":"7085_CR84","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1111\/isj.12093","volume":"26","author":"K Lyytinen","year":"2016","unstructured":"Lyytinen, K., Yoo, Y., & Boland, R. J., Jr. (2016). Digital product innovation within four classes of innovation networks. Information Systems Journal, 26(1), 47\u201375.","journal-title":"Information Systems Journal"},{"issue":"10","key":"7085_CR85","doi-asserted-by":"publisher","first-page":"609","DOI":"10.17705\/1jais.00176","volume":"9","author":"ML Markus","year":"2008","unstructured":"Markus, M. L., & Silver, M. S. (2008). A foundation for the study of IT effects: A new look at DeSanctis and Poole\u2019s concepts of structural features and spirit. Journal of the Association for Information Systems, 9(10), 609\u2013632.","journal-title":"Journal of the Association for Information Systems"},{"issue":"5","key":"7085_CR86","first-page":"54","volume":"88","author":"J Martin","year":"2010","unstructured":"Martin, J., & Schmidt, C. (2010). How to keep your top talent. Harvard Business Review, 88(5), 54\u201361.","journal-title":"Harvard Business Review"},{"key":"7085_CR87","doi-asserted-by":"publisher","first-page":"788","DOI":"10.1016\/j.procs.2023.03.105","volume":"220","author":"BM Mohsen","year":"2023","unstructured":"Mohsen, B. M. (2023). Developments of digital technologies related to supply chain management. Procedia Computer Science, 220, 788\u2013795.","journal-title":"Procedia Computer Science"},{"issue":"1","key":"7085_CR89","doi-asserted-by":"publisher","first-page":"223","DOI":"10.25300\/MISQ\/2017\/41:1.03","volume":"41","author":"S Nambisan","year":"2017","unstructured":"Nambisan, S., Lyytinen, K., Majchrzak, A., & Song, M. (2017). Digital innovation management. MIS Quarterly, 41(1), 223\u2013238.","journal-title":"MIS Quarterly"},{"key":"7085_CR90","doi-asserted-by":"publisher","first-page":"185","DOI":"10.1016\/j.ijsu.2020.04.018","volume":"78","author":"M Nicola","year":"2020","unstructured":"Nicola, M., Alsafi, Z., Sohrabi, C., et al. (2020). The socio-economic implications of the coronavirus pandemic (COVID-19): A review. International Journal of Surgery, 78, 185\u2013193.","journal-title":"International Journal of Surgery"},{"key":"7085_CR91","doi-asserted-by":"publisher","DOI":"10.1016\/j.omega.2023.102991","volume":"123","author":"B Niu","year":"2024","unstructured":"Niu, B., Xie, F., & Chen, L. (2024). Analysis of global brands\u2019 green procurement strategy: Co-opetitive local sourcing vs. overseas sourcing under delivery disruption. Omega, 123, Article 102991.","journal-title":"Omega"},{"key":"7085_CR92","doi-asserted-by":"publisher","DOI":"10.2307\/25148790","author":"W Oh","year":"2007","unstructured":"Oh, W., & Pinsonneault, A. (2007). On the assessment of the strategic value of information technologies: Conceptual and analytical approaches. MIS Quarterly. https:\/\/doi.org\/10.2307\/25148790","journal-title":"MIS Quarterly"},{"key":"7085_CR93","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbusres.2024.114528","volume":"174","author":"S Oludapo","year":"2024","unstructured":"Oludapo, S., Carroll, N., & Helfert, M. (2024). Why do so many digital transformations fail? A bibliometric analysis and future research agenda. Journal of Business Research, 174, Article 114528.","journal-title":"Journal of Business Research"},{"key":"7085_CR94","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2019.08.011","volume":"221","author":"P Osterrieder","year":"2020","unstructured":"Osterrieder, P., Budde, L., & Friedli, T. (2020). The smart factory as a key construct of industry 4.0: A systematic literature review. International Journal of Production Economics, 221, Article 107476.","journal-title":"International Journal of Production Economics"},{"issue":"2","key":"7085_CR95","doi-asserted-by":"publisher","first-page":"112","DOI":"10.32535\/ijthap.v4i2.1059","volume":"4","author":"R Pandey","year":"2021","unstructured":"Pandey, R., Dillip, D., Jayant, J., Vashishth, K., Nikhil, N., Qi, T. J., & Qhi, L. Y. (2021). Factors influencing organization success: A case study of Walmart. International Journal of Tourism and Hospitality in Asia Pasific (IJTHAP), 4(2), 112\u2013123.","journal-title":"International Journal of Tourism and Hospitality in Asia Pasific (IJTHAP)"},{"key":"7085_CR96","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijinfomgt.2020.102192","volume":"55","author":"T Papadopoulos","year":"2020","unstructured":"Papadopoulos, T., Baltas, K. N., & Balta, M. E. (2020). The use of digital technologies by small and medium enterprises during COVID-19: Implications for theory and practice. International Journal of Information Management, 55, Article 102192.","journal-title":"International Journal of Information Management"},{"issue":"2-3","key":"7085_CR97","doi-asserted-by":"publisher","first-page":"101","DOI":"10.1080\/09537287.2020.1810767","volume":"33","author":"T Papadopoulos","year":"2022","unstructured":"Papadopoulos, T., Singh, S. P., Spanaki, K., Gunasekaran, A., & Dubey, R. (2022). Towards the next generation of manufacturing: Implications of big data and digitalization in the context of industry 4.0. Production Planning & Control, 33(2\u20133), 101\u2013104.","journal-title":"Production Planning & Control"},{"issue":"1","key":"7085_CR98","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1111\/jbl.12202","volume":"40","author":"TJ Pettit","year":"2019","unstructured":"Pettit, T. J., Croxton, K. L., & Fiksel, J. (2019). The evolution of resilience in supply chain management: A retrospective on ensuring supply chain resilience. Journal of Business Logistics, 40(1), 56\u201365.","journal-title":"Journal of Business Logistics"},{"issue":"1","key":"7085_CR99","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1002\/j.2158-1592.2010.tb00125.x","volume":"31","author":"TJ Pettit","year":"2010","unstructured":"Pettit, T. J., Fiksel, J., & Croxton, K. L. (2010). Ensuring supply chain resilience: Development of a conceptual framework. Journal of Business Logistics, 31(1), 1\u201321.","journal-title":"Journal of Business Logistics"},{"key":"7085_CR100","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2023.108862","volume":"260","author":"YM Pfaff","year":"2023","unstructured":"Pfaff, Y. M., Birkel, H., & Hartmann, E. (2023). Supply chain governance in the context of industry 4.0: Investigating implications of real-life implementations from a multi-tier perspective. International Journal of Production Economics, 260, Article 108862.","journal-title":"International Journal of Production Economics"},{"issue":"10","key":"7085_CR101","first-page":"96","volume":"93","author":"ME Porter","year":"2015","unstructured":"Porter, M. E., & Heppelmann, J. E. (2015). How smart, connected products are transforming companies. Harvard Business Review, 93(10), 96\u2013114.","journal-title":"Harvard Business Review"},{"issue":"8","key":"7085_CR102","doi-asserted-by":"publisher","first-page":"1143","DOI":"10.1108\/JMTM-01-2018-0020","volume":"30","author":"M Rachinger","year":"2018","unstructured":"Rachinger, M., Rauter, R., M\u00fcller, C., Vorraber, W., & Schirgi, E. (2018). Digitalization and its influence on business model innovation. Journal of Manufacturing Technology Management, 30(8), 1143\u20131160.","journal-title":"Journal of Manufacturing Technology Management"},{"key":"7085_CR103","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2022.108317","volume":"170","author":"T Rahman","year":"2022","unstructured":"Rahman, T., Paul, S. K., Shukla, N., Agarwal, R., & Taghikhah, F. (2022). Supply chain resilience initiatives and strategies: A systematic review. Computers & Industrial Engineering, 170, Article 108317.","journal-title":"Computers & Industrial Engineering"},{"issue":"3","key":"7085_CR104","doi-asserted-by":"publisher","first-page":"22","DOI":"10.1109\/EMR.2021.3070139","volume":"49","author":"N Ramesh","year":"2021","unstructured":"Ramesh, N., & Delen, D. (2021). Digital transformation: How to beat the 90% failure rate? IEEE Engineering Management Review, 49(3), 22\u201325.","journal-title":"IEEE Engineering Management Review"},{"key":"7085_CR105","doi-asserted-by":"publisher","first-page":"214","DOI":"10.1016\/j.techfore.2015.07.023","volume":"102","author":"T Rayna","year":"2016","unstructured":"Rayna, T., & Striukova, L. (2016). From rapid prototyping to home fabrication: How 3D printing is changing business model innovation. Technological Forecasting and Social Change, 102, 214\u2013224.","journal-title":"Technological Forecasting and Social Change"},{"issue":"1","key":"7085_CR106","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1002\/sej.1493","volume":"18","author":"E Reuter","year":"2024","unstructured":"Reuter, E., & Floyd, S. (2024). Strategic leaders\u2019 ecosystem vision formation and digital transformation: A motivated interactional lens. Strategic Entrepreneurship Journal, 18(1), 103\u2013127.","journal-title":"Strategic Entrepreneurship Journal"},{"key":"7085_CR107","doi-asserted-by":"publisher","first-page":"9094","DOI":"10.1109\/TEM.2023.3319406","volume":"71","author":"MH Schneider","year":"2023","unstructured":"Schneider, M. H., Kanbach, D. K., Kraus, S., & Dabi\u0107, M. (2023). Transform me if you can: Leveraging dynamic capabilities to manage digital transformation. IEEE Transactions on Engineering Management, 71, 9094\u20139108.","journal-title":"IEEE Transactions on Engineering Management"},{"issue":"4","key":"7085_CR108","doi-asserted-by":"publisher","first-page":"471","DOI":"10.1108\/SCM-11-2014-0386","volume":"20","author":"K Scholten","year":"2015","unstructured":"Scholten, K., & Schilder, S. (2015). The role of collaboration in supply chain resilience. Supply Chain Management: An International Journal, 20(4), 471\u2013484.","journal-title":"Supply Chain Management: An International Journal"},{"issue":"3","key":"7085_CR109","doi-asserted-by":"publisher","first-page":"430","DOI":"10.1108\/SCM-05-2018-0186","volume":"24","author":"K Scholten","year":"2019","unstructured":"Scholten, K., Sharkey Scott, P., & Fynes, B. (2019). Building routines for non-routine events: Supply chain resilience learning mechanisms and their antecedents. Supply Chain Management: An International Journal, 24(3), 430\u2013442.","journal-title":"Supply Chain Management: An International Journal"},{"key":"7085_CR110","doi-asserted-by":"publisher","DOI":"10.1108\/JBIM-06-2023-0332","author":"V Sharma","year":"2024","unstructured":"Sharma, V., Vijayaraghavan, T. A. S., Tata, R. R., & Raj, A. (2024). Strengthening organizational resilience: Role of sustainable supply chain, digitalization and business model adaptation. Journal of Business & Industrial Marketing. https:\/\/doi.org\/10.1108\/JBIM-06-2023-0332","journal-title":"Journal of Business & Industrial Marketing"},{"issue":"6","key":"7085_CR111","doi-asserted-by":"publisher","first-page":"2038","DOI":"10.1002\/mde.3507","volume":"43","author":"L Shen","year":"2022","unstructured":"Shen, L., Zhang, X., & Liu, H. (2022). Digital technology adoption, digital dynamic capability, and digital transformation performance of textile industry: Moderating role of digital innovation orientation. Managerial and Decision Economics, 43(6), 2038\u20132054.","journal-title":"Managerial and Decision Economics"},{"issue":"1","key":"7085_CR112","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1108\/JBIM-09-2021-0456","volume":"38","author":"Y Shi","year":"2023","unstructured":"Shi, Y., Zheng, X., Venkatesh, V. G., Humdan, E. A., & Paul, S. K. (2023). The impact of digitalization on supply chain resilience: An empirical study of the Chinese manufacturing industry. Journal of Business & Industrial Marketing, 38(1), 1\u201311.","journal-title":"Journal of Business & Industrial Marketing"},{"issue":"4","key":"7085_CR113","doi-asserted-by":"publisher","first-page":"879","DOI":"10.1108\/IJLM-03-2021-0169","volume":"34","author":"A Shishodia","year":"2023","unstructured":"Shishodia, A., Sharma, R., Rajesh, R., & Munim, Z. H. (2023). Supply chain resilience: A review, conceptual framework and future research. The International Journal of Logistics Management, 34(4), 879\u2013908. https:\/\/doi.org\/10.1108\/IJLM-03-2021-0169","journal-title":"The International Journal of Logistics Management"},{"key":"7085_CR115","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijinfomgt.2021.102350","volume":"59","author":"K Spanaki","year":"2021","unstructured":"Spanaki, K., Karafili, E., & Despoudi, S. (2021). AI applications of data sharing in agriculture 4.0: A framework for role-based data access control. International Journal of Information Management, 59, Article 102350.","journal-title":"International Journal of Information Management"},{"issue":"9","key":"7085_CR117","doi-asserted-by":"publisher","first-page":"1069","DOI":"10.1287\/mnsc.40.9.1069","volume":"40","author":"EB Swanson","year":"1994","unstructured":"Swanson, E. B. (1994). Information systems innovation among organizations. Management Science, 40(9), 1069\u20131092.","journal-title":"Management Science"},{"issue":"March","key":"7085_CR118","first-page":"1","volume":"13","author":"B Tabrizi","year":"2019","unstructured":"Tabrizi, B., Lam, E., Girard, K., et al. (2019). Digital transformation is not about technology[J]. Harvard Business Review, 13(March), 1\u20136.","journal-title":"Harvard Business Review"},{"issue":"7","key":"7085_CR119","doi-asserted-by":"publisher","first-page":"1198","DOI":"10.1111\/poms.12160","volume":"23","author":"SY Tang","year":"2014","unstructured":"Tang, S. Y., Gurnani, H., & Gupta, D. (2014). Managing disruptions in decentralized supply chains with endogenous supply process reliability. Production and Operations Management, 23(7), 1198\u20131211.","journal-title":"Production and Operations Management"},{"issue":"8","key":"7085_CR121","doi-asserted-by":"publisher","first-page":"2918","DOI":"10.1080\/00207543.2024.2316476","volume":"62","author":"MK Tiwari","year":"2024","unstructured":"Tiwari, M. K., Bidanda, B., Geunes, J., Fernandes, K., & Dolgui, A. (2024). Supply chain digitisation and management. International Journal of Production Research, 62(8), 2918\u20132926.","journal-title":"International Journal of Production Research"},{"key":"7085_CR122","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijinfomgt.2022.102514","volume":"68","author":"H Treiblmaier","year":"2023","unstructured":"Treiblmaier, H., & Garaus, M. (2023). Using blockchain to signal quality in the food supply chain: The impact on consumer purchase intentions and the moderating effect of brand familiarity. International Journal of Information Management, 68, Article 102514.","journal-title":"International Journal of Information Management"},{"key":"7085_CR124","doi-asserted-by":"publisher","first-page":"1744","DOI":"10.1016\/j.promfg.2017.07.303","volume":"11","author":"M Trstenjak","year":"2017","unstructured":"Trstenjak, M., & Cosic, P. (2017). Process planning in Industry 4.0 environment. Procedia Manufacturing, 11, 1744\u20131750.","journal-title":"Procedia Manufacturing"},{"issue":"2","key":"7085_CR125","doi-asserted-by":"publisher","first-page":"176","DOI":"10.1108\/IJQRM-05-2015-0072","volume":"34","author":"HQ Truong","year":"2017","unstructured":"Truong, H. Q., Sameiro, M., Fernandes, A. C., Sampaio, P., Duong, B. A. T., Duong, H. H., & Vilhenac, E. (2017). Supply chain management practices and firms\u2019 operational performance. International Journal of Quality & Reliability Management, 34(2), 176\u2013193.","journal-title":"International Journal of Quality & Reliability Management"},{"issue":"2","key":"7085_CR126","doi-asserted-by":"publisher","first-page":"118","DOI":"10.1016\/j.jsis.2019.01.003","volume":"28","author":"G Vial","year":"2019","unstructured":"Vial, G. (2019). Understanding digital transformation: A review and a research agenda. The Journal of Strategic Information Systems, 28(2), 118\u2013144.","journal-title":"The Journal of Strategic Information Systems"},{"key":"7085_CR127","doi-asserted-by":"crossref","unstructured":"Volkoff, O., & Strong, D. M. (2013). Critical realism and affordances: Theorizing IT-associated organizational change processes. MIS quarterly, 819\u2013834.","DOI":"10.25300\/MISQ\/2013\/37.3.07"},{"key":"7085_CR128","doi-asserted-by":"crossref","unstructured":"Volkoff, O., & Strong, D. M. (2017). Affordance theory and how to use it in IS research. The Routledge companion to management information systems, 232\u2013245.","DOI":"10.4324\/9781315619361-18"},{"issue":"3","key":"7085_CR129","doi-asserted-by":"publisher","first-page":"213","DOI":"10.17705\/2msqe.00034","volume":"19","author":"M Wade","year":"2020","unstructured":"Wade, M., & Shan, J. (2020). COVID-19 has accelerated digital transformation, but may have made it harder not easier. MIS Quarterly Executive, 19(3), 213\u2013220.","journal-title":"MIS Quarterly Executive"},{"key":"7085_CR130","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2019.09.019","volume":"222","author":"SF Wamba","year":"2020","unstructured":"Wamba, S. F., Dubey, R., Gunasekaran, A., & Akter, S. (2020). The performance effects of big data analytics and supply chain ambidexterity: The moderating effect of environmental dynamism. International Journal of Production Economics, 222, Article 107498.","journal-title":"International Journal of Production Economics"},{"key":"7085_CR131","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2024.110003","volume":"190","author":"Y Wang","year":"2024","unstructured":"Wang, Y., Shi, J., & Qu, G. (2024). Research on collaborative innovation cooperation strategies of manufacturing digital ecosystem from the perspective of multiple stakeholders. Computers & Industrial Engineering, 190, Article 110003.","journal-title":"Computers & Industrial Engineering"},{"issue":"4","key":"7085_CR132","doi-asserted-by":"publisher","first-page":"493","DOI":"10.1016\/j.indmarman.2005.05.003","volume":"35","author":"F Wu","year":"2006","unstructured":"Wu, F., Yeniyurt, S., Kim, D., & Cavusgil, S. T. (2006). The impact of information technology on supply chain capabilities and firm performance: A resource-based view. Industrial Marketing Management, 35(4), 493\u2013504.","journal-title":"Industrial Marketing Management"},{"issue":"5","key":"7085_CR133","doi-asserted-by":"publisher","first-page":"1398","DOI":"10.1287\/orsc.1120.0771","volume":"23","author":"Y Yoo","year":"2012","unstructured":"Yoo, Y., Boland, R. JJr., Lyytinen, K., & Majchrzak, A. (2012). Organizing for innovation in the digitized world. Organization Science, 23(5), 1398\u20131408.","journal-title":"Organization Science"},{"key":"7085_CR134","doi-asserted-by":"crossref","unstructured":"Zamani, E. D., Smyth, C., Gupta, S., & Dennehy, D. (2022). Artificial intelligence and big data analytics for supply chain resilience: A systematic literature review. Annals of Operations Research, 1\u201328.","DOI":"10.1007\/s10479-022-04983-y"},{"key":"7085_CR135","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2023.108817","volume":"259","author":"N Zhao","year":"2023","unstructured":"Zhao, N., Hong, J., & Lau, K. H. (2023). Impact of supply chain digitalization on supply chain resilience and performance: A multi-mediation model. International Journal of Production Economics, 259, Article 108817.","journal-title":"International Journal of Production Economics"},{"key":"7085_CR136","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbusres.2022.113563","volume":"157","author":"A Zoppelletto","year":"2023","unstructured":"Zoppelletto, A., Orlandi, L. B., Zardini, A., Rossignoli, C., & Kraus, S. (2023). Organizational roles in the context of digital transformation: A micro-level perspective. Journal of Business Research, 157, Article 113563. https:\/\/doi.org\/10.1016\/j.jbusres.2022.113563","journal-title":"Journal of Business Research"},{"issue":"2","key":"7085_CR137","doi-asserted-by":"publisher","first-page":"181","DOI":"10.1287\/orsc.1060.0232","volume":"18","author":"C Zott","year":"2007","unstructured":"Zott, C., & Amit, R. (2007). Business model design and the performance of entrepreneurial firms. Organization Science, 18(2), 181\u2013199.","journal-title":"Organization Science"}],"updated-by":[{"DOI":"10.1007\/s10479-026-07113-0","type":"correction","label":"Correction","source":"publisher","updated":{"date-parts":[[2026,3,13]],"date-time":"2026-03-13T00:00:00Z","timestamp":1773360000000}}],"container-title":["Annals of Operations Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10479-026-07085-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10479-026-07085-1","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10479-026-07085-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,9]],"date-time":"2026-04-09T14:06:28Z","timestamp":1775743588000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10479-026-07085-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2,11]]},"references-count":128,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2026,4]]}},"alternative-id":["7085"],"URL":"https:\/\/doi.org\/10.1007\/s10479-026-07085-1","relation":{},"ISSN":["0254-5330","1572-9338"],"issn-type":[{"value":"0254-5330","type":"print"},{"value":"1572-9338","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,2,11]]},"assertion":[{"value":"5 January 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 January 2026","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"11 February 2026","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 March 2026","order":5,"name":"change_date","label":"Change Date","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"Correction","order":6,"name":"change_type","label":"Change Type","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"A Correction to this paper has been published:","order":7,"name":"change_details","label":"Change Details","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"https:\/\/doi.org\/10.1007\/s10479-026-07113-0","URL":"https:\/\/doi.org\/10.1007\/s10479-026-07113-0","order":8,"name":"change_details","label":"Change Details","group":{"name":"ArticleHistory","label":"Article History"}}]}}