Supply chain resilience in the platform economy: Contrasting product with service models and business-to-consumer with consumer-to-consumer interactions

Authors

  • Mansoor Soomro Teesside University, Middlesbrough, TS1 3BX, United Kingdom.
  • Zafir Mohd Makhbul UKM-Graduate School of Business, Universiti Kebangsaan Malaysia, 43600 UKM Bangi, Selangor, Malaysia.
  • Mara Ridhuan Che Abdul Rahman mara@ukm.edu.myaUKM-Graduate School of Business, Universiti Kebangsaan Malaysia, 43600 UKM Bangi, Selangor, Malaysia.
  • Dzulkilfli Mukhtar Faculty of Entrepreneurship & Business, Universiti Malaysia Kelantan, 16100 Kota Bharu, Kelantan, Malaysia.
  • Mohd Helmi Ali UKM-Graduate School of Business, Universiti Kebangsaan Malaysia, 43600 UKM Bangi, Selangor, Malaysia.

DOI:

https://doi.org/10.24200/jonus.vol10iss2pp300-322

Abstract

Background and Purpose: Conventionally, service platforms with a business-to-customer (B2C) orientation are expected to outperform product platforms with a customer-to-customer (C2C) orientation in supply chain resilience. However, COVID-19 has revealed that this is not always the case. Remarkably, the supply chain disruptions during COVID-19 were experienced differently for various reasons by various firms. In this vein, the supply chain resilience may be incomplete and requires a deep dive to find an updated theoretical positioning

Methodology: Through Rasch Psychometric Modeling, this research studied 14 platform businesses to understand their supply chain resilience during the pandemic.

Findings: The results indicate that four supply chain resilience factors perform differently between product and service platforms: operations cost, offering quality, flexibility, and timely deliveries. Moreover, three supply chain resilience factors perform differently between B2C and C2C platforms: market position, offering flexibility and timely deliveries.

Contributions: This study have identified the vital areas of SCRes significant for dealing with the post-COVID-19 situation, especially from two perspectives- product & service platforms and B2C & C2C platforms

Keywords: Platform business, platform economy, supply chain resilience, pandemic, B2C, C2C.

Author Biographies

  • Mansoor Soomro, Teesside University, Middlesbrough, TS1 3BX, United Kingdom.

    Mansoor Ahmed Soomro is a Senior Lecturer in Sustainability and International Business at the Teesside University International Business School (TUIBS). He is also the Innovation and Enterprise Lead for the Future of Work (FOW) research center and Sector Lead for Advanced Manufacturing and Engineering at the business school. He holds a PhD in Management from the Universiti Kebangsaan Malaysia (National University of Malaysia). He has a unique blend of work experience drawing from his work in the corporate industry and academia. In the past, he served in various international leadership roles with the global engineering giant- SIEMENS. Mansoor is also a Course Leader for the Master of Business Administration (MBA) program at TUIBS which is accredited by the Chartered Management Institute (CMI) for Senior Leader Apprenticeship (SLA). His research interests are in the areas of resilience, readiness, future of work, digital transformation, sustainability, and international business. His work on various occasions has been featured on BBC, EuroNews, CNN, Yahoo, United Nations, World Bank, Chartered Association of Business Schools (CABS), and Enterprise Educators United Kingdom (EEUK).

  • Zafir Mohd Makhbul, UKM-Graduate School of Business, Universiti Kebangsaan Malaysia, 43600 UKM Bangi, Selangor, Malaysia.

    Zafir Khan Bin Mohamed Makhbul is a Professor of Human Resource and Organisational Management at UKM-Graduate School of Business (UKM-GSB) and the Faculty of Economics and Management. He has served as Dean of UKM-GSB since March 2021. With over 27 years of academic and industry experience, including roles at Motorola, Hong Leong Finance, and Agrobank, he was also seconded to the Ministry of Higher Education as Deputy Director. A prolific author of over 50 books and 200 articles, he regularly contributes to mainstream media and owns 20 copyrights. He is frequently invited as a speaker and trainer for major organisations and holds memberships in several professional bodies. His accolades include the Tokoh Akademik Bahasa Melayu Award, National Book Award, and UKM's Excellent Service Award.

  • Mara Ridhuan Che Abdul Rahman, mara@ukm.edu.myaUKM-Graduate School of Business, Universiti Kebangsaan Malaysia, 43600 UKM Bangi, Selangor, Malaysia.

    Mara Ridhuan Che Abdul Rahman is the Deputy Dean (Partnership & Income Generation) and Senior Lecturer at UKM-Graduate School of Business (UKM-GSB). With over 20 years of academic experience, his expertise lies in corporate reporting, ESG, intellectual capital, and Islamic finance. He has published 38 journal articles with over 1,000 citations and has secured over RM1.1 million in research funding. Dr. Mara is actively involved in national and international academic engagements, serves as an MQA panel member, and contributes to SDG and community projects. He holds a PhD in Accounting from Newcastle University.

  • Dzulkilfli Mukhtar, Faculty of Entrepreneurship & Business, Universiti Malaysia Kelantan, 16100 Kota Bharu, Kelantan, Malaysia.

    Dzulkifli Mukhtar is the Associate Professor and the Dean of the Faculty of Entrepreneurship and Business, Universiti Malaysia Kelantan (UMK). He specializes in entrepreneurship development, innovation management, and strategic leadership. Holding a PhD in Innovation Management from Nottingham Trent University, his work spans research, consultation, and policy advisory, particularly in entrepreneurial ecosystems and SME growth strategies. He has published extensively in journals and books, and actively speaks at international conferences. Dr. Dzulkifli is committed to nurturing entrepreneurial talent, fostering academic-industry collaborations, and advancing sustainable entrepreneurship across Southeast Asia.

  • Mohd Helmi Ali, UKM-Graduate School of Business, Universiti Kebangsaan Malaysia, 43600 UKM Bangi, Selangor, Malaysia.

    Mohd Helmi Ali is a Professor at the UKM-Graduate School of Business, Universiti Kebangsaan Malaysia. He currently holds an administrative role as Deputy Dean (Research and Innovation), and his research interest is in supply chain management and sustainability. He has published more than 100 articles in a number of high impact journals such as Trends in Food Science and Technology, Supply Chain Management: An International Journal, International Journal of Production Economics and many more. Prior to joining academia, he has experience in multiple industries such as food, oil and gas, maritime, transportation, and construction. He has worked with many research grants, in particular on food integrity, food supply chain sustainability. He also served as editors in numbers of high impact global scientific journals

References

Adobor, H. (2019). Supply chain resilience: A multi-level framework. International Journal of Logistics Research and Applications, 22(6), 533–556.

Adobor, H., & McMullen, R. S. (2018). Supply chain resilience: A dynamic and multidimensional approach. International Journal of Logistics Management, 29(4), 1451–1471.

Ali, M. H., Suleiman, N., Khalid, N., Tan, K. H., & Tseng, M.-L. (2021). Supply chain resilience reactive strategies for food SMEs in coping to COVID-19 crisis. Trends in Food Science and Technology, 109(1), 94–102.

Ameen, N., Hosany, S., & Tarhini, A. (2021). Consumer interaction with cutting-edge technologies: Implications for future research. Computers in Human Behavior, 120(1), 106761.

Arend, R. J., & Bromiley, P. (2009). Assessing the dynamic capabilities view: Spare change, everyone? Strategic Organization, 7(1), 75–90.

Aziz, N., Wee, S. H., & Mahmud, Z. (2015). Exploring the attitude of managers towards key performance indicators (KPIs) in response to public sector change: A Rasch analysis. Journal of Economics, Business and Management, 3(1), 119–124.

Behzadi, G., O’Sullivan, M. J., & Olsen, T. L. (2020). On metrics for supply chain resilience. European Journal of Operational Research, 287(1), 145–158.

Belleflamme, P., & Toulemonde, E. (2016). Who benefits from increased competition among sellers on B2C platforms? Research in Economics, 70(4), 741–751.

Bond, T. G., & Fox, C. M. (2003). Applying the Rasch model: Fundamental measurement in the human sciences. Journal of Educational Measurement, 40(2), 185-187.

Boone, W. J., Yale, M. S., & Staver, J. R. (2014). Rasch analysis in the human sciences. Springer.

Broekhuizen, T. L. J., Giarratana, M. S., Torres, A., & Vanhaverbeke, W. (2021). Introduction to the special issue – Digital business models: A multi-disciplinary and multi-stakeholder perspective. Journal of Business Research, 122(1), 847–852.

Carroll, N., & Conboy, K. (2020). Normalising the 'new normal': Changing tech-driven work practices under pandemic time pressure. International Journal of Information Management, 55(1), 102186.

Chen, J., Zhang, C., & Xu, Y. (2009). The role of mutual trust in building members’ loyalty to a C2C platform provider. International Journal of Electronic Commerce, 14(1), 147–171.

Corrales-Estrada, A. M., Maldonado-Guzmán, G., Garza-Reyes, J. A., & Kumar, V. (2021). Sustainability and resilience organizational capabilities to enhance business continuity management: A literature review. Sustainability, 13(15), 8196.

Elwood, A. (2021). Supply chain resilience. Journal of Business Continuity & Emergency Planning, 15(1), 65–77.

Gunasekaran, A., Subramanian, N., & Rahman, S. (2015). Supply chain resilience: Role of complexities and strategies. International Journal of Production Research, 53(22), 6809–6819.

Gupta, S., Modgil, S., Wamba, S. F., & Queiroz, M. M. (2022). Artificial intelligence and cloud-based collaborative platforms for managing disaster, extreme weather and emergency operations. International Journal of Production Economics, 254(1), 108642.

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), 4541–4566.

He, J., & Zhang, S. (2022). How digitalized interactive platforms create new value for customers by integrating B2B and B2C models? An empirical study in China. Journal of Business Research, 142(1), 694–706.

Hillmann, J., & Guenther, E. (2021). Organizational resilience: A valuable construct for management research? International Journal of Management Reviews, 23(1), 7–44.

Huang, Q., Davison, R. M., Liu, H., & Gu, J. (2017). Understanding buyers’ loyalty to a C2C platform: The roles of social capital, satisfaction and perceived effectiveness of e-commerce institutional mechanisms. Information Systems Journal, 27(1), 91–119.

Jabbour, C. J. C., De Sousa Jabbour, A. B. L., Govindan, K., Teixeira, A. A., & Freitas, W. R. D. S. (2013). Environmental management and operational performance in automotive companies in Brazil: The role of human resource management and lean manufacturing. Journal of Cleaner Production, 47(1), 129–140.

Jain, V., Kumar, S., Soni, U., & Chandra, C. (2017). Supply chain resilience: Model development and empirical analysis. International Journal of Production Research, 55(22), 6779–6800.

Kapoor, K., Dwivedi, Y. K., Piercy, N. F., & Reynolds, N. (2021). A socio-technical view of platform ecosystems: Systematic review and research agenda. Journal of Business Research, 128(1), 94–108.

Kochan, C. G., & Nowicki, D. R. (2018). Supply chain resilience: A systematic literature review and typological framework. International Journal of Physical Distribution & Logistics Management, 48(8), 842–865.

Li, L., Su, F., Zhang, W., & Mao, J. Y. (2022). Digital technology deployment and firm resilience: Evidence from the COVID-19 pandemic. Industrial Marketing Management, 105(1), 190–199.

Li, X., Chung, C. N., & Yen, C. J. (2017). An empirical examination of firm financial performance along dimensions of supply chain resilience. Management Research Review, 40(3), 254–269.

Lin, Y., Zhou, L., & Lin, Y. (2021). A framework for sustainable management of the platform service supply chain: An empirical study of the logistics sector in China. International Journal of Production Economics, 235(1), 108112.

Linacre, J. M. (2002). Understanding Rasch measurement: Optimizing rating scale category effectiveness. Journal of Applied Measurement, 3(1), 85–106.

Linacre, J. M. (2009). Local independence and residual covariance: A study of Olympic figure skating ratings. Journal of Applied Measurement, 10(2), 157–169.

Marais, I., & Andrich, D. (2008). Effects of varying magnitude and patterns of response dependence in the unidimensional Rasch model. Journal of Applied Measurement, 9(2), 105–124.

Min, H. (2019). Blockchain technology for enhancing supply chain resilience. Business Horizons, 62(1), 35–45.

Modgil, S., Singh, R. K., & Hannibal, C. (2022). Artificial intelligence for supply chain resilience: Learning from COVID-19. International Journal of Logistics Management, 33(4), 1246-1268.

Munoz, A., & Dunbar, M. (2015). On the quantification of operational supply chain resilience. International Journal of Production Research, 53(22), 6736–6751.

Novak, D. C., Wu, Z., & Dooley, K. J. (2021). Whose resilience matters? Addressing issues of scale in supply chain resilience. Journal of Business Logistics, 42(3), 323–335.

Ozdemir, D., Demirbag, M., & Glaister, K. W. (2022). Supply chain resilience during the COVID-19 pandemic. Technology in Society, 68(1), 101847.

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(1), 102192.

Park, H., Lee, M. K., & Kim, J. (2021). Customer entrepreneurship on digital platforms: Challenges and solutions for platform business models. Creativity and Innovation Management, 30(1), 96–115.

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), 56–65.

Pettit, T. J., Fiksel, J., & Croxton, K. L. (2010). Ensuring supply chain resilience: Development of a conceptual framework. Journal of Business Logistics, 31(1), 1–21.

Polyviou, M., Croxton, K. L., & Knemeyer, A. M. (2020). Resilience of medium-sized firms to supply chain disruptions: The role of internal social capital. International Journal of Operations & Production Management, 40(1), 68–91.

Ponomarov, S. Y., & Holcomb, M. C. (2009). Understanding the concept of supply chain resilience. The International Journal of Logistics Management, 20(1), 124–143.

Queiroz, M. M., Fosso Wamba, S., & Branski, R. M. (2022). Supply chain resilience during the COVID-19: Empirical evidence from an emerging economy. Benchmarking: An International Journal, 29(6), 1999-2018.

Rachinger, M., Rauter, R., Müller, C., Vorraber, W., & Schirgi, E. (2019). Digitalization and its influence on business model innovation. Journal of Manufacturing Technology Management, 30(8), 1143–1160.

Rahman, K. S., & Thelen, K. (2019). The rise of the platform business model and the transformation of twenty-first-century capitalism. Politics & Society, 47(2), 177–204.

Sá, M. M. de, Santos, C. A. F., da Silva, C. M., & Marins, F. A. S. (2020). Supply chain resilience: The whole is not the sum of the parts. International Journal of Operations & Production Management, 40(1), 92–115.

Schauberger, G., & Mair, P. (2020). A regularization approach for the detection of differential item functioning in generalized partial credit models. Behavior Research Methods, 52(1), 96–108.

Scholten, K., Stevenson, M., & van Donk, D. P. (2020). Dealing with the unpredictable: Supply chain resilience. International Journal of Operations & Production Management, 40(1), 1–10.

Senna, P., Kanda, A. R. A., & Machado, M. C. (2023). Healthcare supply chain resilience framework: Antecedents, mediators, consequents. Production Planning & Control, 34(3), 295-309.

Seville, E. (2018). Building resilience: How to have a positive impact at the organizational and individual employee level. Development and Learning in Organizations, 32(3), 15–18.

Shin, N., & Park, S. (2021). Supply chain leadership driven strategic resilience capabilities management: A leader-member exchange perspective. Journal of Business Research, 122(1), 1–13.

Shishodia, A., Dixit, S., Srivastava, R. K., & Sinha, S. (2023). Supply chain resilience: A review, conceptual framework and future research. International Journal of Logistics Management, 34(4), 879-908.

Singh, C. S., Soni, G., & Badhotiya, G. K. (2019). Performance indicators for supply chain resilience: Review and conceptual framework. Journal of Industrial Engineering International, 15(SI), 105–117.

Sinniah, S., & Soomro, M. A. (2022). Post-COVID-19 organizational resilience in the manufacturing and service industries. Jurnal Pengurusan, 66(1), 1–14.

Soomro, M. A., Ali, M.H., Tan, K.H., Kumar, A., & Sinniah, S. (2024). Workforce resilience in the post-COVID-19 era: Differences based on manufacturing–service orientation and firm size. Production Planning & Control, 35(1), 1674-1686.

Soomro, M. A., Hizam-Hanafiah, M., & Abdullah, N. L. (2020). Digital readiness models: A systematic literature review. Compusoft, 9(12), 4050–4057.

Sousa, M. J., & Rocha, Á. (2019). Skills for disruptive digital business. Journal of Business Research, 94(1), 257–263.

Täuscher, K., & Laudien, S. M. (2018). Understanding platform business models: A mixed methods study of marketplaces. European Management Journal, 36(3), 319–329.

Teece, D., & Pisano, G. (1994). The dynamic capabilities of firms: An introduction. Industrial and Corporate Change, 3(3), 537–556.

Thissen, D., & Orlando, M. (2001). Item response theory for items scored in more than two categories. In D. Thissen & H. Wainer (Eds.), Test scoring (pp. 141-186). Lawrence Erlbaum Associates Publishers.

Vanany, I., Zailani, S., Pujawan, N., & Ardiansyah, R. (2024). A supply chain resilience capability framework and process for mitigating the COVID-19 pandemic disruption. IEEE Transactions on Engineering Management, 71(1), 10358-10372.

Wong, C. W. Y., Lirn, T. C., Yang, C. C., & Shang, K. C. (2020). Supply chain and external conditions under which supply chain resilience pays: An organizational information processing theorization. International Journal of Production Economics, 226(1), 107610.

Wright, B. D., & Linacre, J. M. (1994). Reasonable mean-square fit values. Rasch Measurement Transactions, 8(3), 370–372.

Xia, L., & Bechwati, N. N. (2010). Word of mouse: The role of cognitive personalization in online consumer reviews. Journal of Interactive Advertising, 9(1), 3–13.

Zhao, Y., Zhan, Y., Jiang, C., & Tan, J. (2020). The evolution of platform business models: Exploring competitive battles in the world of platforms. Long Range Planning, 53(4), 101892.

Downloads

Published

2025-07-31

How to Cite

Supply chain resilience in the platform economy: Contrasting product with service models and business-to-consumer with consumer-to-consumer interactions. (2025). Journal of Nusantara Studies (JONUS), 10(2), 300-322. https://doi.org/10.24200/jonus.vol10iss2pp300-322