Konsekwencje pandemii COVID-19: perspektywa logistyki w polskich przedsiębiorstwach. Cz. II

• Autorzy: Gąsowska Magdalena K.

Identyfikatory

DOI

10.33226/1231-2037.2024.2.2

Warianty tytułu

EN

Consequences of the COVID-19 pandemic: Perspective of logistics in Polish enterprises. Part 1

• Języki publikacji: PL

Abstrakty

PL

Artykuł stanowi drugą część opracowania, którego celem jest przedstawienie wpływu pandemii COVID-19 na logistykę na przykładzie wybranych polskich przedsiębiorstw produkcyjnych, handlowych i usługowych. Dokonano w nim pogłębionej analizy wyników własnych badań empirycznych. Prezentowane w opracowaniu wyniki są efektem bardziej obszernych badań, dotyczących zarządzania procesami logistycznymi w polskich przedsiębiorstwach produkcyjnych, handlowych i usługowych w latach 2019–2021 w kontekście kształtowania wyników przedsiębiorstwa. Badania przeprowadzono w 2022 r. wśród 335 losowo wybranych małych, średnich i dużych polskich przedsiębiorstw produkcyjnych, handlowych i usługowych. Na podstawie badań stwierdzono, że pandemia COVID-19 miała ogromny wpływ na logistykę we wszystkich badanych przedsiębiorstwach w latach 2020–2021. Zmiany uwarunkowań logistyki spowodowane pandemią nałożyły się na determinanty logistyki współczesnych przedsiębiorstw przed pandemią. Strategiczne i operacyjne zarządzanie procesami logistycznymi coraz bardziej determinowało wyniki ekonomiczne i rynkowe najlepszych badanych przedsiębiorstw w czasie pandemii COVID-19. Przedsiębiorstwa osiągające najlepsze wyniki w czasie pandemii realizowały strategię zarządzania łańcuchem dostaw, będącą w ciągłym stadium tworzenia, kształtowania się, charakteryzującą się błyskawiczną reakcją na zmieniające się wymagania klientów, warunki otoczenia oraz działania konkurentów, przy respektowaniu zasad zrównoważonego rozwoju. Najbardziej skuteczni menedżerowie logistyki w czasie pandemii podejmowali szybkie działania umożliwiające ograniczenie prawdopodobieństwa zakłóceń, zmniejszenie dotkliwości skutków zaistniałych zdarzeń oraz kreowanie i utrzymanie przewag konkurencyjnych przedsiębiorstw.

EN

The article constitutes the second part of the study, the aim of which is to present the influence of the COVID-19 pandemic on logistics on the example of selected Polish manufacturing, trade and service enterprises. It includes an in-depth analysis of the results of the author's own empirical research. The results of own empirical research presented in the study constitute the effects of more extensive research on an indepth analysis of the logistics process management in Polish manufacturing, trade and service enterprises in 2019–2021 in the context of shaping enterprise results. The research was conducted in 2022 among 335 randomly selected small, medium and large Polish manufacturing, trade and service enterprises. As a result of the research, it was found that the COVID-19 pandemic had a huge influence on logistics in all surveyed enterprises in 2020–2021. Changes in logistics conditions caused by the pandemic overlapped with the logistics determinants of contemporary enterprises before the pandemic. Strategic and operational management of logistics processes increasingly determined the economic and market results of the best surveyed enterprises during the COVID-19 pandemic. Enterprises achieving the best results during the pandemic implemented the supply chain management strategy that was in a constant state of creation and development, characterized by an immediate response to changing customer requirements, environmental conditions and competitors' activities, respecting, at the same time, the principles of sustainable development. During the pandemic, the most effective logistics managers took quick actions so as to reduce the likelihood of disruption, decrease the severity of the effects of events, and create and maintain competitive advantages of their enterprises.

Słowa kluczowe

PL

logistyka; procesy logistyczne; przedsiębiorstwo; zarządzanie łańcuchem dostaw; przewaga konkurencyjna; pandemia COVID-19

EN

logistics; logistics processes; enterprise; supply chain management; competitive advantage; COVID-19 pandemic

• Wydawca: Polskie Wydawnictwo Ekonomiczne SA
• Czasopismo: Gospodarka Materiałowa i Logistyka
• Rocznik: 2024
• Tom: nr 2
• Strony: 12--23
• Opis fizyczny: Bibliogr. 80 poz., tab.

Twórcy

autor

Gąsowska Magdalena K.

• Uniwersytet Warszawski

• https://orcid.org/0000-0002-4971-5440

Bibliografia

• Ambrogio, G., Filice, L., Longo, F., & Padovano, A. (2022). Workforce and supply chain disruption as a digital and technological innovation opportunity for resilient manufacturing systems in the COVID-19 pandemic. Computers & Industrial Engineering, 169, 108158. https://doi-1org-1000093cp5dfe.han.buw.uw.edu.pl/10.1016/j.cie.2022.108158
• Archibugi, D., Filippetti, A., & Frenz, M. (2013). Economic crisis and innovation: Is destruction prevailing over accumulation? Research Policy, 42(2), 303–314. https://doi.org/10.1016/j.respol.2012.07.002
• Ardolino, M., Bacchetti, A., & Ivanov, D. (2022). Analysis of the COVID-19 pandemic's impacts on manufacturing: A systematic literature review and future research agenda. Operations Management Research, 15, 551–566. https://doi.org/10.1007/s12063-021-00225-9
• Bai, C., Quayson, M., & Sarkis, J. (2021). COVID-19 pandemic digitization lessons for sustainable development of micro- and small enterprises. Sustainable Production and Consumption, 27, 1989–2001. https://doi.org/10.1016/j.spc.2021.04.035
• Banaszyk, P., Konecka, S., Maryniak, A., & Paprocki W. (2020). Diagnoza ostrzegawcza i wytyczne dalszych działań transportu drogowego rzeczy w warunkach kryzysu wywołanego pandemią COVID-19. https://oees.pl/wp-content/uploads/2020/04/EKSPERTYZA-7-1.pdf
• Bani-Irshid, A. H., Hamasha M. M., Al-Nsour, L., Mohammad, L., Al-Dabaibeh, A., Al-Majali R., & Al-Daajeh, H. (2024). Supply chain risk assessment and mitigation under the global pandemic COVID-19. International Journal of Production Management and Engineering, 12(1), 43–63. https://doi.org/10.4995/ijpme.2023
• Belitski, M., Guenther, C., Kritikos, A. S., & Thurik, R. (2022). Economic effects of the COVID-19 pandemic on entrepreneurship and small businesses. Small Business Economics, 58, 593–609. https://doi.org/10.1007/s11187-021-00544-y
• Bhattacharyya, S. S., & Thakre, S. (2021). Coronavirus pandemic and economic lockdown: Study of strategic initiatives and tactical responses of firms. International Journal of Organizational Analysis, 29(5), 1240–1268. https://doi-1org-1000093yw1d7c.han.buw.uw.edu.pl/10.1108/IJOA-05-2020-2198
• Browning, T., Kumar, M., Sanders, N., Sodhi, M. S., Thürer, M., & Tortorella, G. L. (2023). From supply chain risk to system-wide disruptions: Research opportunities in forecasting, risk management and product design. International Journal of Operations & Production Management. https://doi.org/10.1108/IJOPM-09-2022-0573
• Bughin, J. (2024). Resilience and performance: Capturing their synergy for ongoing success. Journal of Business Strategy, 45(2), 124–132. https://doi-1org-1000093yw1d07.han.buw.uw.edu.pl/10.1108/JBS-07-2022-0114
• Butt, A. S. (2021). Supply chains and COVID-19: Impacts, countermeasures and post-COVID-19 era. The International Journal of Logistics Management. https://doi.org/10.1108/IJLM-02-2021-0114
• Caballero-Morales, S.-O. (2021). Innovation as recovery strategy for SMEs in emerging economies during the COVID-19 pandemic. Research in International Business and Finance, 57, 101396. https://doi.org/10.1016/j.ribaf.2021.101396
• Chen, J., Huang, J., Su, W., Streimikien, D., & Balezentis, T. (2021). The challenges of COVID-19 control policies for sustainable development of business: Evidence from service industries. Technology in Society, 66, 101643. https://doi.org/10.1016/j.techsoc.2021.101643
• Chingwena, T., & Scheepers, C. B. (2022). Dramatic social change (COVID-19) moderating complexity leadership and organisational adaptability in Zimbabwean SMEs. European Business Review, 34(6), 749–775. https://doi.org/10.1108/EBR-01-2022-0015
• Choi, T. M. (2020). Innovative "Bring-Service-Near-Your-Home" operations under Corona-Virus (COVID-19/SARS-CoV-2) outbreak: Can logistics become the Messiah? Transportation Research Part E: Logistics and Transportation Review, 140, 101961. https://doi.org/10.1016/j.tre.2020.101961
• Choi, T. M. (2021). Risk analysis in logistics systems: A research agenda during and after the COVID-19 pandemic. Transportation Research Part E: Logistics and Transportation Review, 145, 102190. https://doi-1org-1000093cp61ec.han.buw.uw.edu.pl/10.1016/j.tre.2020.102190
• Choi, T. Y., Hofmann, E., Templar, S., Rogers, D. S., Leuschner, R., & Korde, R. Y. (2023). The supply chain financing ecosystem: Early responses during the COVID-19 crisis. Journal of Purchasing and Supply Management, 100836. https://doi-1org-1000093cp61f2.han.buw.uw.edu.pl/10.1016/j.pursup.2023.100836
• Chowdhury, M. T., Sarkar, A., Paul, S. K., & Moktadir, M. A. (2022). A case study on strategies to deal with the impacts of COVID-19 pandemic in the food and beverage industry. Operations Management Research, 15, 166–178. https://doi-1org-1000093cp5f62.han.buw.uw.edu.pl/10.1007/s12063-020-00166-9
• Colon, C., & Hochrainer-Stigler, S. (2023). Systemic risks in supply chains: A need for system-level governance. Supply Chain Management, 28(4), 682–694. https://doi.org/10.1108/SCM-03-2022-0101
• Cowling, M., Brown, R., & Rocha, A. (2020). Did you save some cash for a rainy COVID-19 day? The crisis and SMEs. International Small Business Journal, 38(7), 593–604. https://doi.org/10.1177/0266242620945102
• Cyfert, S., Glabiszewski, W., & Zastempowski, M. (2021). Impact of management tools supporting Industry 4.0 on the importance of CSR during COVID-19. Generation Z. Energies, 14, 1642. https:// doi.org/10.3390/en14061642
• Didier, T., Huneeus, F., Larrain, M., & Schmukler, S. L. (2021). Financing firms in hibernation during the COVID-19 pandemic. Journal of Financial Stability, 53, 100837. https://doi.org/10.1016/j.jfs.2020.100837
• Donthu, N., & Gustafsson, A. (2020). Effects of COVID-19 on business and research. Journal of Business Research, 117, 284–289. https://doi.org/10.1016/j.jbusres.2020.06.008
• Dyduch, W., Chudziński, P., Cyfert, S., & Zastempowski, M. (2021). Dynamic capabilities, value creation and value capture: Evidence from SMEs under Covid-19 lockdown in Poland. PLoS ONE, 16(6), e0252423. https://doi.org/10.1371/journal.pone.0252423
• Eggers, F. (2020). Masters of disasters? Challenges and opportunities for SMEs in times of crisis. Journal of Business Research, 116, 199–208. https://doi.org/10.1016/j.jbusres.2020.05.025
• El Baz, J., & Ruel, S. (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, 233, 107972. https://doi.org/10.1016/j.ijpe.2020.107972
• Fang, D., & Guo, Y. (2022). Flow of goods to the shock of COVID-19 and toll-free highway policy: Evidence from logistics data in China. Research in Transportation Economics, 93, 101185. https://doi.org/10.1016/j.retrec.2022.101185
• Ferrari, C., Persico, L., & Tei, A. (2022). Covid-19 and seaborne trade: The Italian perspective. Research in Transportation Economics, 93, 101162. https://doi.org/10.1016/j.retrec.2021.101162
• Gąsowska, M. K. (2022a). Zarządzanie procesami logistycznymi we współczesnych przedsiębiorstwach. Difin.
• Gąsowska M. K. (2022b). Zmiany w zarządzaniu łańcuchami dostaw przed pandemią COVID-19 i w pierwszych miesiącach pandemii (cz. I). Gospodarka Materiałowa i Logistyka, (11), s. 2–15. https://doi.org/10.33226/1231-2037.2022.11.1
• Gąsowska M. K. (2022c). Zmiany w zarządzaniu łańcuchami dostaw przed pandemią COVID-19 i w pierwszych miesiącach pandemii (cz. II). Gospodarka Materiałowa i Logistyka, (12), 21–33. https://doi.org/10.33226/1231-2037.2022.12.3
• Gorynia, M., & Kuczewska, J. (2022). Zmiany wywołane pandemią COVID-19 w sektorze MŚP i ich wpływ na realizację procesów biznesowych. Fundacja Platforma Przemysłu Przyszłości.
• Greco, M., Campagna, M., Cricelli, L., Grimaldi, M., & Strazzullo, S. (2022). COVID-19-related innovations: A study on underlying motivations and inter-organizational collaboration. Industrial Marketing Management, 106, 58–70. https://doi.org/10.1016/j.indmarman.2022.07.014
• Gupta, H., Yadav, A. K., Kusi-Sarpong, S., Khan, S. A., & Sharma, S.C . (2022). Strategies to overcome barriers to innovative digitalisation technologies for supply chain logistics resilience during pandemic. Technology in Society, 69, 101970. https://doi.org/10.1016/j.techsoc.2022.101970
• Gurbuz, M. C., Yurt, O., Ozdemir S., Sena, V., & Yu, W. (2023). Global supply chains risks and COVID-19: Supply chain structure as a mitigating strategy for small and medium-sized enterprises. Journal of Business Research, 155, Part B, 113407. https://doi.org/10.1016/j.jbusres.2022.113407
• Handfield, R. B., Graham, G., & Burns L. (2020). Corona virus, tariffs, trade wars and supply chain evolutionary design. International Journal of Operations & Production Management, 40(10), 1649–1660. https://doi.org/10.1108/IJOPM-03-2020-0171
• van Hoek, R. (2020). Research opportunities for a more resilient post-COVID-19 supply chain – closing the gap between research findings and industry practice. International Journal of Operations & Production Management, 40(4), 341–355. https://doi.org/10.1108/IJOPM-03-2020-0165
• Ivanov D., & Dolgui, A. (2021). 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, 107921. https://doi.org/10.1016/j.ijpe.2020.107921
• Ivanov, D. (2022). Viable supply chain model: Integrating agility, resilience and sustainability perspectives – lessons from and thinking beyond the COVID-19 pandemic. Annals of Operations Research, 319(8), 1411–1431. https://doi.org/10.1007/s10479-020-03640-6
• Jabeen, F., Belas, J., Santoro, G., & Alam, G. M. (2023). The role of open innovation in fostering SMEs' business model innovation during the COVID-19 pandemic. Journal of Knowledge Management, 27(6), 1562–1582. https://doi.org//10.1108/JKM-05-2022-0347
• Ke, X., & Hsiao, C. (2022). Economic impact of the most drastic lockdown during COVID-19 pandemic – the experience of Hubei, China. Journal of Applied Econometrics, 37(1), 187–209. https://doi.org/10.1002/jae.2871
• Klöckner, M., Schmidt, C. G., Wagner, S. M., & Swink, M. (2023). Firms' responses to the COVID-19 pandemic. Journal of Business Research, 158, 113664, https://doi.org/10.1016/j.jbusres.2023.113664
• Kohl, M., Habl, A., Kallali, K., Puff, J., Fottner, J., Oger, R., Lauras, M., & Li, J. (2022). Managing supply chains during the Covid-19 crisis: Synthesis of academic and practitioner visions and recommendations for the future. The International Journal of Logistics Management, 33(4), 1386–1407. https://doi.org/10.1108/IJLM-07-2021-0375
• Kumar, A., Luthra, S., Mangla, S. K., & Kazançoglu, Y. (2020). COVID-19 impact on sustainable production and operations management. Sustainable Operations and Computers, 1, 1–7. https://doi.org/10.1016/j.susoc.2020.06.001
• Kumar, B., & Sharma, A. (2021). Managing the supply chain during disruptions: Developing a framework for decision-making. Industrial Marketing Management, 97, 159–172. https://doi.org/10.1016/j.indmarman.2021.07.007
• Lee, S. M., & Trimi, S. (2021). Convergence innovation in the digital age and in the COVID-19 pandemic crisis. Journal of Business Research, 123, 14–22. https://doi.org/10.1016/j.jbusres.2020.09.041
• Li, L., Wang, Z., Ye, F., Chen, L., & Zhan, Y. (2022). Digital technology deployment and firm resilience: Evidence from the COVID-19 pandemic. Industrial Marketing Management, 105, 190–199. https://doi.org/10.1016/j.indmarman.2022.06.002
• Magableh, G. M. (2021). Supply chains and the COVID-19 pandemic: A comprehensive framework. European Management Review, 18(3), 363–382. https://doi.org/10.1111/emre.12449
• Min, H. (2023). Assessing the impact of a COVID-19 pandemic on supply chain transformation: An exploratory analysis. Benchmarking: An International Journal, 30(6), 1765–1781. https://doi.org/10.1108/BIJ-04-2022-0260
• Mishra, R., Singh, R. K., & Subramanian, N. (2022). Impact of disruptions in agri-food supply chain due to COVID-19 pandemic: Contextualised resilience framework to achieve operational excellence. The International Journal of Logistics Management, 33(3), 926–954. https://doi.org/10.1108/IJLM-01-2021-0043
• Muzi, S., Jolevski, F., Ueda, K., & Viganola D. (2023). Productivity and firm exit during the COVID-19 crisis: Cross-country evidence. Small Business Economics, 60(4), 1719–1760. https://doi.org/10.1007/s11187-022-00675-w
• Najaf, K., Dhiaf, M. M. M., Marashdeh, H., & Atayah, O. F. (2023). The social role of supply chain firms during the pandemic period. International Journal of Quality & Reliability Management, 40(5), 1343–1361. https://doi.org/10.1108/IJQRM-03-2022-0106
• Ozdemir, D., Sharma, M., Dhir, A., & Daim T. (2022). Supply chain resilience during the COVID-19 pandemic. Technology in Society, 68, 101847. https://doi.org/10.1016/j.techsoc.2021.101847
• Pahwa, A., & Jaller, M. (2023). Assessing last-mile distribution resilience under demand disruptions. Transportation Research Part E: Logistics and Transportation Review, 172, 103066. https://doi.org/10.1016/j.tre.2023.103066
• Paul, S. K., Chowdhury, P., Chowdhury, M. T., Chakrabortty, R. K., & Moktadir, M. A. (2023). Operational challenges during a pandemic: An investigation in the electronics industry. The International Journal of Logistics Management, 34(2), 336–362. https://doi.org/10.1108/IJLM-05-2021-0307
• Ponomarov, S. Y., & Holcomb M. C. (2009). Understanding the concept of supply chain resilience. The International Journal of Logistics Management, 20(1), 124–143. https://doi.org/10.1108/09574090910954873
• Raj, A., Mukherjee, A. A., de Sousa Jabbour, A. B. L., & Srivastava, S. K. (2022). Supply chain management during and post-COVID-19 pandemic: Mitigation strategies and practical lessons learned. Journal of Business Research, 142, 1125–1139. https://doi.org/10.1016/j.jbusres.2022.01.037
• Raj, A., Sharma, V., Shukla, D. M., & Sharma P. (2023). Advancing supply chain management from agility to hyperagility: A dynamic capability view. Annals of Operations Research. https://doi.org/10.1007/s10479-022-05158-5
• Rakshit, S., Islam, N., Mondal, S., & Paul, T. (2021). Mobile apps for SME business sustainability during COVID-19 and onwards. Journal of Business Research, 12, 28–39. https://doi.org/10.1016/j.jbusres.2021.06.005
• Rauniyar, K., Wu, X., Gupta, S., Modgil, S., & Lopes de Sousa Jabbour, A. B. (2023). Risk management of supply chains in the digital transformation era: Contribution and challenges of blockchain technology. Industrial Management & Data Systems, 123(1), 253–277. https://doi.org/10.1108/IMDS-04-2021-0235
• Rinaldi, M., & Bottani, E. (2023). How did COVID-19 affect logistics and supply chain processes? Immediate, short and medium-term evidence from some industrial fields of Italy. International Journal of Production Economics, 262, 108915. https://doi.org/10.1016/j.ijpe.2023.108915
• Roscoe, S., Aktas, E., Petersen, K. J., Skipworth, H. D., Handfield, R. B., & Habib, F. (2022). Redesigning global supply chains during compounding geopolitical disruptions: The role of supply chain logics. International Journal of Operations & Production Management, 42(9), 1407–1434. https://doi.org/10.1108/IJOPM-12-2021-0777
• Rothengatter, W., Zhang, J., Hayashi, Y., Nosach, A., Wang, K., & Oum, T. H. (2021). Pandemic waves and the time after Covid-19 – consequences for the transport sector. Transport Policy, 110, 225–237. https://doi.org/10.1016/j.tranpol.2021.06.003
• Sharma, A., Adhikary, A., & Borah, S. B. (2020). Covid-19' s impact on supply chain decisions: Strategic insights from NASDAQ 100 firms using Twitter data. Journal of Business Research, 117, 443–449.
• Sharma, V., Singh, A., & Rai, S. S. (2022). Disruptions in sourcing and distribution practices of supply chains due to COVID-19 pandemic: A sustainability paradigm. Journal of Global Operations and Strategic Sourcing, 15(2), 235–261. https://doi.org/10.1108/JGOSS-02-2021-0020
• Shi, Y., Liu, Y., Fong, V. H. I., & Lan, Y. (2024). Fuelling SMEs' product innovation through entrepreneurial passion during COVID-19: The role of dynamic capability and environmental opportunities. Journal of Management & Organization, 1–21. https://doi.org/10.1017/jmo.2023.66doi:10.1017/jmo.2023.66
• Shivajee, V., Singh, R. K., & Rastogi, S. (2023). Procurement system for resilient supply chain amid the COVID-19 pandemic: Systematic literature review. Journal of Global Operations and Strategic Sourcing, 16(2), 397–429. https://doi.org/10.1108/JGOSS-04-2022-0029
• Singh, S., Kumar, R., Panchal, R., & Tiwari, M. K. (2021). Impact of COVID-19 on logistics systems and disruptions in food supply chain. International Journal of Production Research, 59(7), 1993–2008. https://doi.org/10.1080/00207543.2020.1792000
• Skowronek, C. (2023). Aktywa obrotowe i procesy logistyczne przedsiębiorstw w latach 2019–2022 – podstawowe zjawiska i tendencje. Gospodarka Materiałowa i Logistyka, (2), 2–10. https://doi.org/10.33226/1231-2037.2023.2.1
• Song, M., Ma, X., Zhao, X., & Zhang, L. (2022). How to enhance supply chain resilience: A logistics approach. The International Journal of Logistics Management, 33(4), 1408–1436. https://doi.org/10.1108/IJLM-04-2021-0211
• Suguna, M., Shah, B., Raj, S. K., & Suresh M. (2022). A study on the influential factors of the last mile delivery projects during Covid-19 era. Operations Management Research, 15, 399–412. https://doi-1org-1000093cp5dfc.han.buw.uw.edu.pl/10.1007/s12063-021-00214-y
• Teplykh, G. V. (2018). Innovations and productivity: The shift during the 2008 crisis. Industry and Innovation, 25(1), 53–83. https://doi.org/10.1080/13662716.2017.1286461
• Tundys, B. (2022). Zakłócenia incydentalne w łańcuchu dostaw – analiza ripple effect w świetle badań literaturowych. Gospodarka Materiałowa i Logistyka, (11), 16–28. http://dx.doi.org/10.33226/1231-2037.2022.11.2
• Vilko, J., & Hallikas, J. (2023). Impact of COVID-19 on logistics sector companies. International Journal of Industrial Engineering and Operations Management. https://doi.org/10.1108/IJIEOM-10-2022-0057
• Witkowski, J. (2022). Strategie wzrostu odporności łańcuchów dostaw w turystyce. Gospodarka Materiałowa i Logistyka, (10), 2–7. https://doi.org/10.33226/1231-2037.2022.10.1
• Yang, L., Huo, B., & Gu, M. (2022). The impact of information sharing on supply chain adaptability and operational performance. The International Journal of Logistics Management, 33(2), 590–619. https://doi.org/10.1108/IJLM-11-2020-0439
• Ye, F., Liu, K., Li, L., Lai, K.-H., Zhan, Y., & Kumar, A. (2022). Digital supply chain management in the COVID-19 crisis: An asset orchestration perspective. International Journal of Production Economics, 245, 108396. https://doi-1org-1000093cp5f93.han.buw.uw.edu.pl/10.1016/j.ijpe.2021.108396
• Yu, Z., Razzaq, A., Rehman, A., Shah, A., Jameel, K., & Mor, R. S. (2022). Disruption in global supply chain and socio-economic shocks: A lesson from COVID-19 for sustainable production and consumption. Operations Management Research, 15, 233–248. https://doi.org/10.1007/s12063-021-00179-y
• Zhao, H., & Chen, N. (2022). Medium and long-term impact of SARS on total factor productivity(TFP): Empirical evidence from Chinese industrial enterprises. Journal of Asian Economics, 82, 101507. https://doi.org/10.1016/j.asieco.2022.101507
• Zheng, K., Huo, X., Jasimuddin, S., Zhang J. Z., & Battaia O. (2023). Logistics distribution optimization: Fuzzy clustering analysis of e-commerce customers' demands. Computers in Industry, 151, 103960. https://doi.org/10.1016/j.compind.2023.103960