IDEAS home Printed from https://ideas.repec.org/a/eee/jbrese/v196y2025ics0148296325002449.html
   My bibliography  Save this article

Smart manufacturing and supply chain resilience: Evidence from an emerging market

Author

Listed:
  • Bai, Xuan
  • Zhou, Kevin Zheng
  • Jiang, Wei
  • Li, Yongqiang
  • Chen, Xin

Abstract

While prior research has recognized the significance of smart manufacturing for supply chain management, recent studies have also raised concerns about its potential downsides. Building on the organizational learning perspective, we examine whether smart manufacturing facilitates or impedes supply chain resilience. Using a two-wave primary survey and a secondary dataset of 234 Chinese manufacturing firms, we find that smart manufacturing has an inverted U-shaped impact on supply chain resilience. The positive linear effect is more pronounced in the presence of high market disruption and for state-owned enterprises (SOEs). Meanwhile, the negative quadratic effect is intensified by high market disruption but weakens in SOEs. By revealing this non-linear relationship, our study helps explain both the benefits and limitations of the role of smart manufacturing, and carries significant implications for enhancing supply chain resilience.

Suggested Citation

  • Bai, Xuan & Zhou, Kevin Zheng & Jiang, Wei & Li, Yongqiang & Chen, Xin, 2025. "Smart manufacturing and supply chain resilience: Evidence from an emerging market," Journal of Business Research, Elsevier, vol. 196(C).
    • Handle: RePEc:eee:jbrese:v:196:y:2025:i:c:s0148296325002449
    DOI: 10.1016/j.jbusres.2025.115421
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0148296325002449
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jbusres.2025.115421?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Guan, Jian & Gao, Zhimin & Tan, Justin & Sun, Weizheng & Shi, Fan, 2021. "Does the mixed ownership reform work? Influence of board chair on performance of state-owned enterprises," Journal of Business Research, Elsevier, vol. 122(C), pages 51-59.
    2. Maxime C. Cohen, 2018. "Big Data and Service Operations," Production and Operations Management, Production and Operations Management Society, vol. 27(9), pages 1709-1723, September.
    3. Tsan-Ming Choi, 2021. "Facing market disruptions: values of elastic logistics in service supply chains," International Journal of Production Research, Taylor & Francis Journals, vol. 59(1), pages 286-300, January.
    4. El Baz, Jamal & Ruel, Salomée, 2021. "Can supply chain risk management practices mitigate the disruption impacts on supply chains’ resilience and robustness? Evidence from an empirical survey in a COVID-19 outbreak era," International Journal of Production Economics, Elsevier, vol. 233(C).
    5. Mari Sako & George Chondrakis & Paul M. Vaaler, 2016. "How Do Plural-Sourcing Firms Make and Buy? The Impact of Supplier Portfolio Design," Organization Science, INFORMS, vol. 27(5), pages 1161-1182, October.
    6. Ghasemaghaei, Maryam & Calic, Goran, 2019. "Does big data enhance firm innovation competency? The mediating role of data-driven insights," Journal of Business Research, Elsevier, vol. 104(C), pages 69-84.
    7. Fangjun Wang & Luying Xu & Fei Guo & Junrui Zhang, 2020. "Loan Guarantees, Corporate Social Responsibility Disclosure and Audit Fees: Evidence from China," Journal of Business Ethics, Springer, vol. 166(2), pages 293-309, October.
    8. Jean, Ruey-Jer “Bryan” & Kim, Daekwan & Cavusgil, Erin, 2020. "Antecedents and outcomes of digital platform risk for international new ventures’ internationalization," Journal of World Business, Elsevier, vol. 55(1).
    9. Xie, Xuemei & Wu, Yonghui & Palacios-Marqués, Daniel & Ribeiro-Navarrete, Samuel, 2022. "Business networks and organizational resilience capacity in the digital age during COVID-19: A perspective utilizing organizational information processing theory," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
    10. Zhou, Kevin Zheng & Li, Caroline Bingxin, 2010. "How strategic orientations influence the building of dynamic capability in emerging economies," Journal of Business Research, Elsevier, vol. 63(3), pages 224-231, March.
    11. Ravi Srinivasan & Morgan Swink, 2018. "An Investigation of Visibility and Flexibility as Complements to Supply Chain Analytics: An Organizational Information Processing Theory Perspective," Production and Operations Management, Production and Operations Management Society, vol. 27(10), pages 1849-1867, October.
    12. Sturm, Timo & Gerlach, Jin & Pumplun, Luisa & Mesbah, Neda & Peters, Felix & Tauchert, Christoph & Nan, Ning & Buxmann, Peter, 2021. "Coordinating Human and Machine Learning for Effective Organizational Learning," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 125653, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    13. Qader, Ghulam & Junaid, Muhammad & Abbas, Qamar & Mubarik, Muhammad Shujaat, 2022. "Industry 4.0 enables supply chain resilience and supply chain performance," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    14. Li, Kun-Sha & Xiong, Yong-Qing, 2022. "Host country’s environmental uncertainty, technological capability, and foreign market entry mode: Evidence from high-end equipment manufacturing MNEs in emerging markets," International Business Review, Elsevier, vol. 31(1).
    15. S. Gupta & S. Bag & S. Modgil & Ana Beatriz Lopes de Sousa Jabbour & A. Kumar, 2022. "Examining the Influence of Big Data Analytics and Additive Manufacturing on Supply Chain Risk Control and Resilience: An Empirical Study," Post-Print hal-04276056, HAL.
    16. Li, Lixu & Ye, Fei & Zhan, Yuanzhu & Kumar, Ajay & Schiavone, Francesco & Li, Yina, 2022. "Unraveling the performance puzzle of digitalization: Evidence from manufacturing firms," Journal of Business Research, Elsevier, vol. 149(C), pages 54-64.
    17. Gligor, David M. & Pillai, Kishore Gopalakrishna & Golgeci, Ismail, 2021. "Theorizing the dark side of business-to-business relationships in the era of AI, big data, and blockchain," Journal of Business Research, Elsevier, vol. 133(C), pages 79-88.
    18. repec:cup:jfinqa:v:46:y:2011:i:06:p:1545-1580_00 is not listed on IDEAS
    19. Victor Chen & Jing Li & Daniel Shapiro & Xiaoxiang Zhang, 2014. "Ownership structure and innovation: An emerging market perspective," Asia Pacific Journal of Management, Springer, vol. 31(1), pages 1-24, March.
    20. Zhu, Minghao & Liang, Chen & Yeung, Andy C.L. & Zhou, Honggeng, 2024. "The impact of intelligent manufacturing on labor productivity: An empirical analysis of Chinese listed manufacturing companies," International Journal of Production Economics, Elsevier, vol. 267(C).
    21. Maciel M. Queiroz & Dmitry Ivanov & Alexandre Dolgui & Samuel Fosso Wamba, 2022. "Impacts of epidemic outbreaks on supply chains: mapping a research agenda amid the COVID-19 pandemic through a structured literature review," Annals of Operations Research, Springer, vol. 319(1), pages 1159-1196, December.
    22. George Baryannis & Sahar Validi & Samir Dani & Grigoris Antoniou, 2019. "Supply chain risk management and artificial intelligence: state of the art and future research directions," International Journal of Production Research, Taylor & Francis Journals, vol. 57(7), pages 2179-2202, April.
    23. Ruey-Jer “Bryan” Jean & Daekwan Kim & Kevin Zheng Zhou & S. Tamer Cavusgil, 2021. "E-platform use and exporting in the context of Alibaba: A signaling theory perspective," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 52(8), pages 1501-1528, October.
    24. Ayyagari, Meghana & Demirgüç-Kunt, Asli & Maksimovic, Vojislav, 2011. "Firm Innovation in Emerging Markets: The Role of Finance, Governance, and Competition," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(6), pages 1545-1580, December.
    25. Anne E. Dohmen & Jason R. W. Merrick & Lance W. Saunders & Theodore P. Stank & Thomas J. Goldsby, 2023. "When preemptive risk mitigation is insufficient: The effectiveness of continuity and resilience techniques during COVID‐19," Production and Operations Management, Production and Operations Management Society, vol. 32(5), pages 1529-1549, May.
    26. Yadong Luo & Shaker A. Zahra, 2023. "Industry 4.0 in international business research," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 54(3), pages 403-417, April.
    27. Dmitry Ivanov & Alexandre Dolgui, 2020. "Viability of intertwined supply networks: extending the supply chain resilience angles towards survivability. A position paper motivated by COVID-19 outbreak," International Journal of Production Research, Taylor & Francis Journals, vol. 58(10), pages 2904-2915, May.
    28. Tang, Xinlin & Rai, Arun, 2014. "How should process capabilities be combined to leverage supplier relationships competitively?," European Journal of Operational Research, Elsevier, vol. 239(1), pages 119-129.
    29. Rameshwar Dubey & David J. Bryde & Cyril Foropon & Manisha Tiwari & Yogesh Dwivedi & Sarah Schiffling, 2021. "An investigation of information alignment and collaboration as complements to supply chain agility in humanitarian supply chain," International Journal of Production Research, Taylor & Francis Journals, vol. 59(5), pages 1586-1605, March.
    30. Kai Ding & Felix T.S. Chan & Xudong Zhang & Guanghui Zhou & Fuqiang Zhang, 2019. "Defining a Digital Twin-based Cyber-Physical Production System for autonomous manufacturing in smart shop floors," International Journal of Production Research, Taylor & Francis Journals, vol. 57(20), pages 6315-6334, October.
    31. Benjamin R. Tukamuhabwa & Mark Stevenson & Jerry Busby & Marta Zorzini, 2015. "Supply chain resilience: definition, review and theoretical foundations for further study," International Journal of Production Research, Taylor & Francis Journals, vol. 53(18), pages 5592-5623, September.
    32. Kusiak, Andrew, 2009. "Innovation: A data-driven approach," International Journal of Production Economics, Elsevier, vol. 122(1), pages 440-448, November.
    33. Shih, Yu-Yuan & Lin, Chih-An, 2022. "Co-location with marketing value activities as manufacturing upgrading in a COVID-19 outbreak era," Journal of Business Research, Elsevier, vol. 148(C), pages 410-419.
    34. Amit Jain, 2016. "Learning by hiring and change to organizational knowledge: Countering obsolescence as organizations age," Strategic Management Journal, Wiley Blackwell, vol. 37(8), pages 1667-1687, August.
    35. Delic, Mia & Eyers, Daniel 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, Elsevier, vol. 228(C).
    36. Li, Ying & Dai, Jing & Cui, Li, 2020. "The impact of digital technologies on economic and environmental performance in the context of industry 4.0: A moderated mediation model," International Journal of Production Economics, Elsevier, vol. 229(C).
    37. Yang, Defeng & Sheng, Shibin & Wu, Shuilong & Zhou, Kevin Zheng, 2018. "Suppressing partner opportunism in emerging markets: Contextualizing institutional forces in supply chain management," Journal of Business Research, Elsevier, vol. 90(C), pages 1-13.
    38. Liu, Baohua & Lin, Yan & Chan, Kam C. & Fung, Hung-Gay, 2018. "The dark side of rent-seeking: The impact of rent-seeking on earnings management," Journal of Business Research, Elsevier, vol. 91(C), pages 94-107.
    39. Amine Belhadi & Venkatesh Mani & Sachin S. Kamble & Syed Abdul Rehman Khan & Surabhi Verma, 2024. "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, Springer, vol. 333(2), pages 627-652, February.
    40. Calic, Goran & Ghasemaghaei, Maryam, 2021. "Big data for social benefits: Innovation as a mediator of the relationship between big data and corporate social performance," Journal of Business Research, Elsevier, vol. 131(C), pages 391-401.
    41. Linda Argote & Sunkee Lee & Jisoo Park, 2021. "Organizational Learning Processes and Outcomes: Major Findings and Future Research Directions," Management Science, INFORMS, vol. 67(9), pages 5399-5429, September.
    42. Yadong Luo, 2022. "A general framework of digitization risks in international business," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 53(2), pages 344-361, March.
    43. Morteza Ghobakhloo, 2020. "Determinants of information and digital technology implementation for smart manufacturing," International Journal of Production Research, Taylor & Francis Journals, vol. 58(8), pages 2384-2405, April.
    44. Li, Chengming & Huo, Peng & Wang, Zeyu & Zhang, Weiguang & Liang, Feiyan & Mardani, Abbas, 2023. "Digitalization generates equality? Enterprises’ digital transformation, financing constraints, and labor share in China," Journal of Business Research, Elsevier, vol. 163(C).
    45. Daniel A. Levinthal & James G. March, 1993. "The myopia of learning," Strategic Management Journal, Wiley Blackwell, vol. 14(S2), pages 95-112, December.
    46. K. Katsaliaki & P. Galetsi & S. Kumar, 2022. "Supply chain disruptions and resilience: a major review and future research agenda," Annals of Operations Research, Springer, vol. 319(1), pages 965-1002, December.
    47. Tessa Recendes & Federico Aime & Aaron D. Hill & Oleg V. Petrenko, 2022. "Bargaining your way to success: The effect of Machiavellian chief executive officers on firm costs," Strategic Management Journal, Wiley Blackwell, vol. 43(10), pages 2012-2041, October.
    48. Gu, Minhao & Yang, Lu & Huo, Baofeng, 2021. "The impact of information technology usage on supply chain resilience and performance: An ambidexterous view," International Journal of Production Economics, Elsevier, vol. 232(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Qi Zhang & Yu Che & Shibin Sheng & Xuan Bai & Weidong Li, 2025. "The impact of IT governance on participation slackness and value co-creation of digital platform complementors," Electronic Markets, Springer;IIM University of St. Gallen, vol. 35(1), pages 1-17, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Emilia Vann Yaroson & Soumyadeb Chowdhury & Sachin Kumar Mangla & Prasanta Kumar Dey, 2024. "Unearthing the interplay between organisational resources, knowledge and industry 4.0 analytical decision support tools to achieve sustainability and supply chain wellbeing," Annals of Operations Research, Springer, vol. 342(2), pages 1321-1368, November.
    2. Huang, Kerry & Wang, Kedi & Lee, Peter K.C. & Yeung, Andy C.L., 2023. "The impact of industry 4.0 on supply chain capability and supply chain resilience: A dynamic resource-based view," International Journal of Production Economics, Elsevier, vol. 262(C).
    3. Li Cui & Hao Wu & Lin Wu & Ajay Kumar & Kim Hua Tan, 2023. "Investigating the relationship between digital technologies, supply chain integration and firm resilience in the context of COVID-19," Annals of Operations Research, Springer, vol. 327(2), pages 825-853, August.
    4. Zhao, Nanyang & Hong, Jiangtao & Lau, Kwok Hung, 2023. "Impact of supply chain digitalization on supply chain resilience and performance: A multi-mediation model," International Journal of Production Economics, Elsevier, vol. 259(C).
    5. Munir, Muhammad Adeel & Hussain, Amjad & Farooq, Muhammad & Rehman, Ateekh Ur & Masood, Tariq, 2024. "Building resilient supply chains: Empirical evidence on the contributions of ambidexterity, risk management, and analytics capability," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    6. Qiansong Zhang & Yingying Zhang & Taiwen Feng, 2024. "Impacts of paradox cognition and organizational unlearning on supply chain resilience: a perspective of paradox theory," Operations Management Research, Springer, vol. 17(3), pages 1022-1038, September.
    7. Samadhiya, Ashutosh & Yadav, Sanjeev & Kumar, Anil & Majumdar, Abhijit & Luthra, Sunil & Garza-Reyes, Jose Arturo & Upadhyay, Arvind, 2023. "The influence of artificial intelligence techniques on disruption management: Does supply chain dynamism matter?," Technology in Society, Elsevier, vol. 75(C).
    8. Arsalan Zahid Piprani & Noor Ismawati Jaafar & Suhana Mohezar Ali & Muhammad Shujaat Mubarik & Muhammad Shahbaz, 2022. "Multi-dimensional supply chain flexibility and supply chain resilience: the role of supply chain risks exposure," Operations Management Research, Springer, vol. 15(1), pages 307-325, June.
    9. Shubhendu Singh & Subhas Chandra Misra & Gaurvendra Singh, 2024. "Greening the supply chain: Leveraging additive manufacturing for sustainable risk management," Business Strategy and the Environment, Wiley Blackwell, vol. 33(8), pages 8233-8246, December.
    10. Nan Wang & Baolian Chen & Liya Wang & Zhenzhong Ma & Shan Pan, 2024. "Big data analytics capability and social innovation: the mediating role of knowledge exploration and exploitation," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-18, December.
    11. Lin, Shunzhi & Lin, Jiabao, 2023. "How organizations leverage digital technology to develop customization and enhance customer relationship performance: An empirical investigation," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    12. Shubhendu Singh & Subhas Chandra Misra & Gaurvendra Singh, 2024. "Leveraging Additive Manufacturing for Enhanced Supply Chain Resilience and Sustainability: A Strategic Integration Framework," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 25(2), pages 343-368, June.
    13. Abhijit Majumdar & Shefali Srivastava, 2025. "Building Resilience Through Flexibility to Mitigate Pandemic Disruption: A SAP–LAP Analysis of Textile and Clothing Supply Chain," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 26(1), pages 147-170, March.
    14. Mesbahuddin Chowdhury & Ananya Bhattacharya & Mona Koushan, 2025. "Supplier Justice Practice in Building Buyers’ Resilience: A Mediated-Moderation Model," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 26(1), pages 171-205, March.
    15. Acciarini, Chiara & Cappa, Francesco & Boccardelli, Paolo & Oriani, Raffaele, 2023. "How can organizations leverage big data to innovate their business models? A systematic literature review," Technovation, Elsevier, vol. 123(C).
    16. Carolina Rojas-Córdova & Amanda J. Williamson & Julio A. Pertuze & Gustavo Calvo, 2023. "Why one strategy does not fit all: a systematic review on exploration–exploitation in different organizational archetypes," Review of Managerial Science, Springer, vol. 17(7), pages 2251-2295, October.
    17. Fosso Wamba, Samuel & Queiroz, Maciel M. & Trinchera, Laura, 2024. "The role of artificial intelligence-enabled dynamic capability on environmental performance: The mediation effect of a data-driven culture in France and the USA," International Journal of Production Economics, Elsevier, vol. 268(C).
    18. Klaus E. Meyer & Jiatao Li & Keith D. Brouthers & Ruey-Jer ‘‘Bryan’’ Jean, 2023. "International business in the digital age: Global strategies in a world of national institutions," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 54(4), pages 577-598, June.
    19. Sameer Prasad & Harish Borra & Jason Woldt & Nezih Altay & Jasmine Tata, 2023. "Migrant flows: Humanitarian operational aspects of people in transit," Production and Operations Management, Production and Operations Management Society, vol. 32(10), pages 3311-3327, October.
    20. Belhadi, Amine & Kamble, Sachin S. & Venkatesh, Mani & Chiappetta Jabbour, Charbel Jose & Benkhati, Imane, 2022. "Building supply chain resilience and efficiency through additive manufacturing: An ambidextrous perspective on the dynamic capability view," International Journal of Production Economics, Elsevier, vol. 249(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jbrese:v:196:y:2025:i:c:s0148296325002449. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbusres .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.