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The role of human capital and Industry 4.0 in socio-technical dynamic capabilities for freight transport resilience

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  • Balci, Gökcay
  • Balci, Ebru Surucu
  • Iris, Çağatay

Abstract

This study examines the role of socio-technical dynamic resources and capabilities in enhancing the resilience of freight transport firms. Focusing on unique characteristics of freight transport sector, this study considers human capital and Industry 4.0 as socio-technical resources whereas network integration and operations planning as socio-technical capabilities. A survey is conducted on freight transport managers in the UK and partial least squares structural equation modelling (PLS-SEM) is employed to analyse the data. Our findings indicate that human capital and Industry 4.0 positively affect network integration and operations planning, which in turn enhance perceived resilience. Among two dynamic capabilities, network integration has a stronger impact on resilience than operations planning. Mediation analysis shows technical resources and capabilities partially enhance the impact of social resources and capabilities in SEM model. Our results suggest that socio resources and capabilities are at least as important as technical ones for building resilience in the freight sector. Practical and policy implications in our study suggest that freight transport firms and policy makers should invest and support skill-building initiatives, digital tools, supply chain analytics and collaboration platforms to increase freight transport resilience.

Suggested Citation

  • Balci, Gökcay & Balci, Ebru Surucu & Iris, Çağatay, 2026. "The role of human capital and Industry 4.0 in socio-technical dynamic capabilities for freight transport resilience," Transportation Research Part A: Policy and Practice, Elsevier, vol. 204(C).
    • Handle: RePEc:eee:transa:v:204:y:2026:i:c:s0965856425004173
    DOI: 10.1016/j.tra.2025.104784
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    1. Yin, Chuanzhong & Zhang, Zi-Ang & Fu, Xiaowen & Ge, Ying-En, 2024. "A low-carbon transportation network: Collaborative effects of a rail freight subsidy and carbon trading mechanism," Transportation Research Part A: Policy and Practice, Elsevier, vol. 184(C).
    2. Dubey, Rameshwar & Bryde, David J. & Dwivedi, Yogesh K. & Graham, Gary & Foropon, Cyril & Papadopoulos, Thanos, 2023. "Dynamic digital capabilities and supply chain resilience: The role of government effectiveness," International Journal of Production Economics, Elsevier, vol. 258(C).
    3. Liu, Chiung-Lin & Shang, Kuo-Chung & Lirn, Taih-Cherng & Lai, Kee-Hung & Lun, Y.H. Venus, 2018. "Supply chain resilience, firm performance, and management policies in the liner shipping industry," Transportation Research Part A: Policy and Practice, Elsevier, vol. 110(C), pages 202-219.
    4. Joydeep Chatterjee, 2017. "Strategy, human capital investments, business‐domain capabilities, and performance: a study in the global software services industry," Strategic Management Journal, Wiley Blackwell, vol. 38(3), pages 588-608, March.
    5. Kum Fai Yuen & Vinh Thai, 2017. "Barriers to supply chain integration in the maritime logistics industry," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 19(3), pages 551-572, August.
    6. MacKenzie, Scott B. & Podsakoff, Philip M., 2012. "Common Method Bias in Marketing: Causes, Mechanisms, and Procedural Remedies," Journal of Retailing, Elsevier, vol. 88(4), pages 542-555.
    7. 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).
    8. Zhou, Xiaoyang & Sun, Jialong & Fu, Haoran & Ge, Fuyi & Wu, Junfeng & Lev, Benjamin, 2024. "Resilience analysis of the integrated China-Europe freight transportation network under heterogeneous demands," Transportation Research Part A: Policy and Practice, Elsevier, vol. 186(C).
    9. Amine Belhadi & Sachin S. Kamble & Venkatesh Mani & Charbel Jose Chiappetta Jabbour & Imane Benkhati, 2022. "Building supply chain resilience and efficiency through additive manufacturing : An ambidextrous perspective on the dynamic capability view," Post-Print hal-04325568, HAL.
    10. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    11. Woodburn, Allan, 2019. "Rail network resilience and operational responsiveness during unplanned disruption: A rail freight case study," Journal of Transport Geography, Elsevier, vol. 77(C), pages 59-69.
    12. Balci, Gökcay & Cetin, Ismail Bilge & Tanyeri, Mustafa, 2018. "Differentiation of container shipping services in Turkey," Transport Policy, Elsevier, vol. 61(C), pages 26-35.
    13. Mohammed Belal Uddin & Bilkis Akhter, 2022. "Investigating the relationship between top management commitment, supply chain collaboration, and sustainable firm performance in the agro-processing supply chain," Operations Management Research, Springer, vol. 15(3), pages 1399-1417, December.
    14. Andreas Wieland, 2021. "Dancing the Supply Chain: Toward Transformative Supply Chain Management," Journal of Supply Chain Management, Institute for Supply Management, vol. 57(1), pages 58-73, January.
    15. Vasco Reis, 2019. "A new theoretical framework for integration in freight transport chains," Transport Reviews, Taylor & Francis Journals, vol. 39(5), pages 589-610, September.
    16. Kathleen M. Eisenhardt & Jeffrey A. Martin, 2000. "Dynamic capabilities: what are they?," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 1105-1121, October.
    17. Quy Nguyen-Phuoc, Duy & Nguyen, Teron & Ngoc Su, Diep & Thi Le, Phuong & Oviedo-Trespalacios, Oscar, 2022. "How do social cues from other passengers affect word-of-mouth and intention to continue using bus services? A second-order SEM approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 158(C), pages 302-320.
    18. Ivanov, Dmitry & Dolgui, Alexandre & Sokolov, Boris, 2022. "Cloud supply chain: Integrating Industry 4.0 and digital platforms in the “Supply Chain-as-a-Service”," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 160(C).
    19. Sony, Michael & Naik, Subhash, 2020. "Industry 4.0 integration with socio-technical systems theory: A systematic review and proposed theoretical model," Technology in Society, Elsevier, vol. 61(C).
    20. Huo, Baofeng & Ye, Yuxiao & Zhao, Xiande & Shou, Yongyi, 2016. "The impact of human capital on supply chain integration and competitive performance," International Journal of Production Economics, Elsevier, vol. 178(C), pages 132-143.
    21. Mevlut Savas Bilican & Çağatay Iris & Mumtaz Karatas, 2024. "A collaborative decision support framework for sustainable cargo composition in container shipping services," Annals of Operations Research, Springer, vol. 342(1), pages 79-111, November.
    22. Xiaoyan Xu & Suresh P. Sethi & Sai‐Ho Chung & Tsan‐Ming Choi, 2023. "Reforming global supply chain management under pandemics: The GREAT‐3Rs framework," Production and Operations Management, Production and Operations Management Society, vol. 32(2), pages 524-546, February.
    23. Gu, Xinbing & Chan, Hing Kai & Thadani, Dimple R. & Chan, Faith Ka Shun & Peng, Yi, 2023. "The role of digital techniques in organisational resilience and performance of logistics firms in response to disruptive events: Flooding as an example," International Journal of Production Economics, Elsevier, vol. 266(C).
    24. Wang, Hui & Han, Jiaying & Su, Min & Wan, Shulin & Zhang, Zhenchao, 2021. "The relationship between freight transport and economic development: A case study of China," Research in Transportation Economics, Elsevier, vol. 85(C).
    25. Munir, Manal & Jajja, Muhammad Shakeel Sadiq & Chatha, Kamran Ali & Farooq, Sami, 2020. "Supply chain risk management and operational performance: The enabling role of supply chain integration," International Journal of Production Economics, Elsevier, vol. 227(C).
    26. Li, Wenjie & Asadabadi, Ali & Miller-Hooks, Elise, 2022. "Enhancing resilience through port coalitions in maritime freight networks," Transportation Research Part A: Policy and Practice, Elsevier, vol. 157(C), pages 1-23.
    27. 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).
    28. Papaioannou, Grammatoula & Mohammed, Anne-Marie & Despoudi, Stella & Saridakis, George & Papadopoulos, Thanos, 2020. "The role of adverse economic environment and human capital on collaboration within agri-food supply chains," International Journal of Information Management, Elsevier, vol. 52(C).
    29. Guolei Tang & Zhuoyao Zhao & Frederik Schulte & Çağatay Iris, 2025. "Smart charging with demand response and energy peak shaving for reefer containers with Internet-of-Things," International Journal of Production Research, Taylor & Francis Journals, vol. 63(20), pages 7460-7485, October.
    30. Serkan Alacam & Asli Sencer, 2021. "Using Blockchain Technology to Foster Collaboration among Shippers and Carriers in the Trucking Industry: A Design Science Research Approach," Logistics, MDPI, vol. 5(2), pages 1-24, June.
    31. 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).
    32. Al Hajj Hassan, Lama & Mahmassani, Hani S. & Chen, Ying, 2020. "Reinforcement learning framework for freight demand forecasting to support operational planning decisions," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 137(C).
    33. Danquah, Michael & Amankwah-Amoah, Joseph, 2017. "Assessing the relationships between human capital, innovation and technology adoption: Evidence from sub-Saharan Africa," Technological Forecasting and Social Change, Elsevier, vol. 122(C), pages 24-33.
    34. Surucu-Balci, Ebru & Iris, Çağatay & Balci, Gökcay, 2024. "Digital information in maritime supply chains with blockchain and cloud platforms: Supply chain capabilities, barriers, and research opportunities," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    35. Cheah, Jun-Hwa & Amaro, Suzanne & Roldán, José L., 2023. "Multigroup analysis of more than two groups in PLS-SEM: A review, illustration, and recommendations," Journal of Business Research, Elsevier, vol. 156(C).
    36. Vural, Ceren Altuntaş & Göçer, Aysu & Halldórsson, Árni, 2019. "Value co-creation in maritime logistics networks: A service triad perspective," Transport Policy, Elsevier, vol. 84(C), pages 27-39.
    37. Wang, Yadong & Zhu, Shenghui & Iris, Çağatay, 2025. "An exact algorithm for fleet co-deployment and slot co-chartering in a sustainable shipping alliance under emissions trading system," European Journal of Operational Research, Elsevier, vol. 327(2), pages 450-468.
    38. Rohit Sharma & Anjali Shishodia & Angappa Gunasekaran & Hokey Min & Ziaul Haque Munim, 2022. "The role of artificial intelligence in supply chain management: mapping the territory," International Journal of Production Research, Taylor & Francis Journals, vol. 60(24), pages 7527-7550, December.
    39. Chengpeng Wan & Zaili Yang & Di Zhang & Xinping Yan & Shiqi Fan, 2018. "Resilience in transportation systems: a systematic review and future directions," Transport Reviews, Taylor & Francis Journals, vol. 38(4), pages 479-498, July.
    40. Singh, Harpreet & Kathuria, Ankit, 2023. "Heterogeneity in passenger satisfaction of bus rapid transit system among age and gender groups: A PLS-SEM Multi-group analysis," Transport Policy, Elsevier, vol. 141(C), pages 27-41.
    41. Kuo, Szu-Yu & Lin, Pei-Chun & Lu, Chin-Shan, 2017. "The effects of dynamic capabilities, service capabilities, competitive advantage, and organizational performance in container shipping," Transportation Research Part A: Policy and Practice, Elsevier, vol. 95(C), pages 356-371.
    42. Liu, Hua & Xu, Xiaoping & Cheng, T.C.E. & Yu, Yugang, 2024. "Building resilience or maintaining robustness: Insights from relational view and information processing perspective," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 188(C).
    43. Bai, Xiwen & Cheng, Liangqi & Iris, Çağatay, 2022. "Data-driven financial and operational risk management: Empirical evidence from the global tramp shipping industry," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 158(C).
    44. Chan, Ho-Yin & Ma, Hanxi & Zhou, Jiangping, 2024. "Resilience of socio-technical transportation systems: A demand-driven community detection in human mobility structures," Transportation Research Part A: Policy and Practice, Elsevier, vol. 190(C).
    45. Feng, Yunting & Lai, Kee-hung & Zhu, Qinghua, 2022. "Green supply chain innovation: Emergence, adoption, and challenges," International Journal of Production Economics, Elsevier, vol. 248(C).
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