IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v14y2022i8p4838-d796260.html
   My bibliography  Save this article

Factors Affecting Multimodal Transport during COVID-19: A Thai Service Provider Perspective

Author

Listed:
  • Teerasak Charoennapharat

    (Graduate Program in Industrial Engineering, Department of Industrial Engineering, Faculty of Engineering, Chiang Mai University, Chiang Mai 50200, Thailand)

  • Poti Chaopaisarn

    (Excellent Center in Logistics and Supply Chain Management, Faculty of Engineering, Chiang Mai University, Chiang Mai 50200, Thailand)

Abstract

Multimodal transport is a critical component in developing the international trade economy, and logistics service providers are a critical component in multimodal transport. However, the recent COVID-19 pandemic has seriously affected the transport system, especially in light of the ongoing rise in transportation costs which has increased firm operating costs. Furthermore, the COVID-19 pandemic has severely influenced the economic sector, resulting in decreased growth. This research aims to determine the priorities of the most important factors for developing and improving multimodal transport compared to pre-COVID-19 and during the COVID-19 outbreak. This research consisted of two stages. The first stage used bibliometric analysis to define multimodal transport dimensions and criteria based on the previous and current literature studies on multimodal transport and used confirmatory factor analysis (CFA) to verify the relationship between factors and multimodal transport. The second stage used the fuzzy best-worst method (FBW) combined benefit, opportunity, cost and risk (BOCR) to prioritize the improvement and development of multimodal transport during the COVID-19 crisis, which considers the perspective of logistics service providers in Thailand. These factors, when identified, would help policymakers design more efficient policies to improve and solve multimodal transport problems mainly caused by strict public health measures during COVID-19.

Suggested Citation

  • Teerasak Charoennapharat & Poti Chaopaisarn, 2022. "Factors Affecting Multimodal Transport during COVID-19: A Thai Service Provider Perspective," Sustainability, MDPI, vol. 14(8), pages 1-25, April.
  • Handle: RePEc:gam:jsusta:v:14:y:2022:i:8:p:4838-:d:796260
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/14/8/4838/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/14/8/4838/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Vallaster, Christine & Kraus, Sascha & Merigó Lindahl, José M. & Nielsen, Annika, 2019. "Ethics and entrepreneurship: A bibliometric study and literature review," Journal of Business Research, Elsevier, vol. 99(C), pages 226-237.
    2. Aria, Massimo & Cuccurullo, Corrado, 2017. "bibliometrix: An R-tool for comprehensive science mapping analysis," Journal of Informetrics, Elsevier, vol. 11(4), pages 959-975.
    3. Nawazish Mirza & Jamila Abaidi Hasnaoui & Bushra Naqvi & Syed Kumail Abbas Rizvi, 2020. "The impact of human capital efficiency on Latin American mutual funds during Covid-19 outbreak," Swiss Journal of Economics and Statistics, Springer;Swiss Society of Economics and Statistics, vol. 156(1), pages 1-7, December.
    4. Ying Wang & Gi-Tae Yeo, 2018. "Intermodal route selection for cargo transportation from Korea to Central Asia by adopting Fuzzy Delphi and Fuzzy ELECTRE I methods," Maritime Policy & Management, Taylor & Francis Journals, vol. 45(1), pages 3-18, January.
    5. Dionysis Bochtis & Lefteris Benos & Maria Lampridi & Vasso Marinoudi & Simon Pearson & Claus G. Sørensen, 2020. "Agricultural Workforce Crisis in Light of the COVID-19 Pandemic," Sustainability, MDPI, vol. 12(19), pages 1-13, October.
    6. Kramarz, Francis & Martin, Julien & Mejean, Isabelle, 2020. "Volatility in the small and in the large: The lack of diversification in international trade," Journal of International Economics, Elsevier, vol. 122(C).
    7. Zhang, Junyi & Hayashi, Yoshitsugu & Frank, Lawrence D., 2021. "COVID-19 and transport: Findings from a world-wide expert survey," Transport Policy, Elsevier, vol. 103(C), pages 68-85.
    8. Marco Pesce & Ilaria Tamai & Deyan Guo & Andrea Critto & Daniele Brombal & Xiaohui Wang & Hongguang Cheng & Antonio Marcomini, 2020. "Circular Economy in China: Translating Principles into Practice," Sustainability, MDPI, vol. 12(3), pages 1-31, January.
    9. Shi, Yuji & Blainey, Simon & Sun, Chao & Jing, Peng, 2020. "A literature review on accessibility using bibliometric analysis techniques," Journal of Transport Geography, Elsevier, vol. 87(C).
    10. Nees Jan Eck & Ludo Waltman, 2010. "Software survey: VOSviewer, a computer program for bibliometric mapping," Scientometrics, Springer;Akadémiai Kiadó, vol. 84(2), pages 523-538, August.
    11. Thi Yen Pham & Gi-Tae Yeo, 2018. "A Comparative Analysis Selecting the Transport Routes of Electronics Components from China to Vietnam," Sustainability, MDPI, vol. 10(7), pages 1-18, July.
    12. Marzena Kramarz & Katarzyna Dohn & Edyta Przybylska & Lilla Knop, 2020. "Scenarios for the Development of Multimodal Transport in the TRITIA Cross-Border Area," Sustainability, MDPI, vol. 12(17), pages 1-41, August.
    13. Gao, Yuyang & Liang, Wei & Shi, Yuming & Huang, Qiuling, 2014. "Comparison of directed and weighted co-occurrence networks of six languages," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 393(C), pages 579-589.
    14. Jill E. Hobbs, 2020. "Food supply chains during the COVID‐19 pandemic," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 68(2), pages 171-176, June.
    15. Muhammad Haseeb & Hafezali Iqbal Hussain & Beata Ślusarczyk & Kittisak Jermsittiparsert, 2019. "Industry 4.0: A Solution towards Technology Challenges of Sustainable Business Performance," Social Sciences, MDPI, vol. 8(5), pages 1-24, May.
    16. Hengameh Hadian & S. Chahardoli & Amir-Mohammad Golmohammadi & Ali Mostafaeipour, 2020. "A practical framework for supplier selection decisions with an application to the automotive sector," International Journal of Production Research, Taylor & Francis Journals, vol. 58(10), pages 2997-3014, May.
    17. Sarbast Moslem & Omid Ghorbanzadeh & Thomas Blaschke & Szabolcs Duleba, 2019. "Analysing Stakeholder Consensus for a Sustainable Transport Development Decision by the Fuzzy AHP and Interval AHP," Sustainability, MDPI, vol. 11(12), pages 1-22, June.
    18. Amir Abbas Shojaie & Sepideh Babaie & Emel Sayah & Davood Mohammaditabar, 2018. "Analysis and Prioritization of Green Health Suppliers Using Fuzzy ELECTRE Method with a Case Study," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 19(1), pages 39-52, March.
    19. Xiaoping Fang & Zhang Ji & Zhiya Chen & Weiya Chen & Chao Cao & Jinrong Gan, 2020. "Synergy Degree Evaluation of Container Multimodal Transport System," Sustainability, MDPI, vol. 12(4), pages 1-26, February.
    20. Sube Singh & Ramesh Kumar & Rohit Panchal & Manoj Kumar Tiwari, 2021. "Impact of COVID-19 on logistics systems and disruptions in food supply chain," International Journal of Production Research, Taylor & Francis Journals, vol. 59(7), pages 1993-2008, April.
    21. Rajesh Kr. Singh & Angappa Gunasekaran & Pravin Kumar, 2018. "Third party logistics (3PL) selection for cold chain management: a fuzzy AHP and fuzzy TOPSIS approach," Annals of Operations Research, Springer, vol. 267(1), pages 531-553, August.
    22. Burgos, Diana & Ivanov, Dmitry, 2021. "Food retail supply chain resilience and the COVID-19 pandemic: A digital twin-based impact analysis and improvement directions," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 152(C).
    23. Mohadab, Mohamed El & Bouikhalene, Belaid & Safi, Said, 2020. "Bibliometric method for mapping the state of the art of scientific production in Covid-19," Chaos, Solitons & Fractals, Elsevier, vol. 139(C).
    24. Ole Ellegaard & Johan A. Wallin, 2015. "The bibliometric analysis of scholarly production: How great is the impact?," Scientometrics, Springer;Akadémiai Kiadó, vol. 105(3), pages 1809-1831, December.
    25. Ling Fang & Shamim Shakur, 2018. "Impact of trade cost on China-EU agri-food trade," Journal of Chinese Economic and Business Studies, Taylor & Francis Journals, vol. 16(3), pages 259-274, July.
    26. Badri Ahmadi, Hadi & Kusi-Sarpong, Simonov & Rezaei, Jafar, 2017. "Assessing the social sustainability of supply chains using Best Worst Method," Resources, Conservation & Recycling, Elsevier, vol. 126(C), pages 99-106.
    27. Rezaei, Jafar, 2015. "Best-worst multi-criteria decision-making method," Omega, Elsevier, vol. 53(C), pages 49-57.
    28. Alizadeh, Reza & Soltanisehat, Leili & Lund, Peter D. & Zamanisabzi, Hamed, 2020. "Improving renewable energy policy planning and decision-making through a hybrid MCDM method," Energy Policy, Elsevier, vol. 137(C).
    29. Suau-Sanchez, Pere & Voltes-Dorta, Augusto & Cugueró-Escofet, Natàlia, 2020. "An early assessment of the impact of COVID-19 on air transport: Just another crisis or the end of aviation as we know it?," Journal of Transport Geography, Elsevier, vol. 86(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. Pimnapa Pongsayaporn & Thanwadee Chinda, 2022. "Long-Term Strategies for Multimodal Transportation of Block Rubber in Thailand," Sustainability, MDPI, vol. 14(22), pages 1-20, November.
    2. Riqing Liao & Wei Liu & Yuandao Yuan, 2023. "Resilience Improvement and Risk Management of Multimodal Transport Logistics in the Post–COVID-19 Era: The Case of TIR-Based Sea–Road Multimodal Transport Logistics," Sustainability, MDPI, vol. 15(7), pages 1-21, March.

    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. Collins C. Okolie & Abiodun A. Ogundeji, 2022. "Effect of COVID-19 on agricultural production and food security: A scientometric analysis," Palgrave Communications, Palgrave Macmillan, vol. 9(1), pages 1-13, December.
    2. Mohammad Ashraful Mobin & Masnun Mahi & M. Kabir Hassan & Marzia Habib & Shabiha Akter & Tahmina Hassan, 2023. "An analysis of COVID-19 and WHO global research roadmap: knowledge mapping and future research agenda," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 13(1), pages 35-56, March.
    3. Seuk Wai Phoong & Seuk Yen Phoong & Shi Ling Khek, 2022. "Systematic Literature Review With Bibliometric Analysis on Markov Switching Model: Methods and Applications," SAGE Open, , vol. 12(2), pages 21582440221, April.
    4. Qian Wang & Shixian Luo & Jiao Zhang & Katsunori Furuya, 2022. "Increased Attention to Smart Development in Rural Areas: A Scientometric Analysis of Smart Village Research," Land, MDPI, vol. 11(8), pages 1-28, August.
    5. Goodell, John W. & Kumar, Satish & Lahmar, Oumaima & Pandey, Nitesh, 2023. "A bibliometric analysis of cultural finance," International Review of Financial Analysis, Elsevier, vol. 85(C).
    6. Raghu Raman & Ricardo Vinuesa & Prema Nedungadi, 2021. "Bibliometric Analysis of SARS, MERS, and COVID-19 Studies from India and Connection to Sustainable Development Goals," Sustainability, MDPI, vol. 13(14), pages 1-20, July.
    7. Bortoluzzi, Mirian & Correia de Souza, Celso & Furlan, Marcelo, 2021. "Bibliometric analysis of renewable energy types using key performance indicators and multicriteria decision models," Renewable and Sustainable Energy Reviews, Elsevier, vol. 143(C).
    8. Tomas Baležentis & Mangirdas Morkūnas & Agnė Žičkienė & Artiom Volkov & Erika Ribašauskienė & Dalia Štreimikienė, 2021. "Policies for Rapid Mitigation of the Crisis’ Effects on Agricultural Supply Chains: A Multi-Criteria Decision Support System with Monte Carlo Simulation," Sustainability, MDPI, vol. 13(21), pages 1-31, October.
    9. Kristina Galjanić & Ivan Marović & Nikša Jajac, 2022. "Decision Support Systems for Managing Construction Projects: A Scientific Evolution Analysis," Sustainability, MDPI, vol. 14(9), pages 1-23, April.
    10. Bajaj, Vimmy & Kumar, Pawan & Singh, Vipul Kumar, 2022. "Linkage dynamics of sovereign credit risk and financial markets: A bibliometric analysis," Research in International Business and Finance, Elsevier, vol. 59(C).
    11. Manh-Tung Ho & Peter Mantello & Hong-Kong T. Nguyen & Quan-Hoang Vuong, 2021. "Affective computing scholarship and the rise of China: a view from 25 years of bibliometric data," Palgrave Communications, Palgrave Macmillan, vol. 8(1), pages 1-14, December.
    12. Hashemi, Hossein & Rajabi, Reza & Brashear-Alejandro, Thomas G., 2022. "COVID-19 research in management: An updated bibliometric analysis," Journal of Business Research, Elsevier, vol. 149(C), pages 795-810.
    13. Balezentis, Tomas & Zickiene, Agne & Volkov, Artiom & Streimikiene, Dalia & Morkunas, Mangirdas & Dabkiene, Vida & Ribasauskiene, Erika, 2023. "Measures for the viable agri-food supply chains: A multi-criteria approach," Journal of Business Research, Elsevier, vol. 155(PA).
    14. Pahwa, Anmol & Jaller, Miguel, 2023. "Assessing last-mile distribution resilience under demand disruptions," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 172(C).
    15. Aparisi Torrijo, Sofia & Ribes Giner, Gabriela, 2022. "Entrepreneurial leadership factors: a bibliometric analysis for the 2000-2020 period," Cuadernos de Gestión, Universidad del País Vasco - Instituto de Economía Aplicada a la Empresa (IEAE).
    16. Donthu, Naveen & Kumar, Satish & Mukherjee, Debmalya & Pandey, Nitesh & Lim, Weng Marc, 2021. "How to conduct a bibliometric analysis: An overview and guidelines," Journal of Business Research, Elsevier, vol. 133(C), pages 285-296.
    17. Mehdi Rajabi Asadabadi & Hadi Badri Ahmadi & Himanshu Gupta & James J. H. Liou, 2023. "Supplier selection to support environmental sustainability: the stratified BWM TOPSIS method," Annals of Operations Research, Springer, vol. 322(1), pages 321-344, March.
    18. Rodrigo N. Vasconcelos & Diego Pereira Costa & Soltan Galano Duverger & Jocimara S. B. Lobão & Elaine C. B. Cambuí & Carlos A. D. Lentini & André T. Cunha Lima & Juliano Schirmbeck & Deorgia Tayane Me, 2023. "Bibliometric analysis of surface water detection and mapping using remote sensing in South America," Scientometrics, Springer;Akadémiai Kiadó, vol. 128(3), pages 1667-1688, March.
    19. Maria Lourdes Ordoñez Olivo & Zoltán Lakner, 2023. "Shaping the Knowledge Base of Bioeconomy Sectors Development in Latin American and Caribbean Countries: A Bibliometric Analysis," Sustainability, MDPI, vol. 15(6), pages 1-18, March.
    20. Lucy Semerjian & Kunle Okaiyeto & Mike O. Ojemaye & Temitope Cyrus Ekundayo & Aboi Igwaran & Anthony I. Okoh, 2021. "Global Systematic Mapping of Road Dust Research from 1906 to 2020: Research Gaps and Future Direction," Sustainability, MDPI, vol. 13(20), pages 1-21, October.

    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:gam:jsusta:v:14:y:2022:i:8:p:4838-:d:796260. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.