{"title":"通过 COVID-19 事件后的主题建模和经验证据探索货物运输和物流业的数字化、复原力和可持续性挑战","authors":"Yasanur Kayikci;Nachiappan Subramanian;Saravanan Kuppusamy","doi":"10.1109/TEM.2024.3433368","DOIUrl":null,"url":null,"abstract":"The COVID-19 pandemic has resulted in unprecedented disruptions, making the planning and management of cargo transportation and logistics challenging. The growth of e-commerce has added considerable pressure to logistics capacities, while the lack of contingency planning and unclear information about the situation has made accessing necessary supplies difficult. In our research, we have developed an approach that combines topic modeling analysis, semistructured expert interviews for empirical data collection, and the concept of a theory of change. This approach aims to identify critical areas of concern, determine short- and long-term mitigation measures for each identified critical area for establishing stability and interpretive mechanisms through digital technologies, and propose practical solutions for establishing resilient supply chains through a robust supply chain framework. Our comprehensive approach provides an accurate assessment of the challenges faced by the industry, highlights the critical areas of concern, and offers practical solutions for the post-COVID-19 cargo transportation and logistics industry.","PeriodicalId":55009,"journal":{"name":"IEEE Transactions on Engineering Management","volume":"71 ","pages":"15156-15173"},"PeriodicalIF":4.6000,"publicationDate":"2024-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Exploring Digitalization, Resilience, and Sustainability Challenges in the Cargo Transportation and Logistics Industry Through Topic Modeling and Empirical Evidence in the Aftermath of COVID-19\",\"authors\":\"Yasanur Kayikci;Nachiappan Subramanian;Saravanan Kuppusamy\",\"doi\":\"10.1109/TEM.2024.3433368\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The COVID-19 pandemic has resulted in unprecedented disruptions, making the planning and management of cargo transportation and logistics challenging. The growth of e-commerce has added considerable pressure to logistics capacities, while the lack of contingency planning and unclear information about the situation has made accessing necessary supplies difficult. In our research, we have developed an approach that combines topic modeling analysis, semistructured expert interviews for empirical data collection, and the concept of a theory of change. This approach aims to identify critical areas of concern, determine short- and long-term mitigation measures for each identified critical area for establishing stability and interpretive mechanisms through digital technologies, and propose practical solutions for establishing resilient supply chains through a robust supply chain framework. Our comprehensive approach provides an accurate assessment of the challenges faced by the industry, highlights the critical areas of concern, and offers practical solutions for the post-COVID-19 cargo transportation and logistics industry.\",\"PeriodicalId\":55009,\"journal\":{\"name\":\"IEEE Transactions on Engineering Management\",\"volume\":\"71 \",\"pages\":\"15156-15173\"},\"PeriodicalIF\":4.6000,\"publicationDate\":\"2024-08-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Transactions on Engineering Management\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/10631286/\",\"RegionNum\":3,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BUSINESS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Engineering Management","FirstCategoryId":"91","ListUrlMain":"https://ieeexplore.ieee.org/document/10631286/","RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS","Score":null,"Total":0}
Exploring Digitalization, Resilience, and Sustainability Challenges in the Cargo Transportation and Logistics Industry Through Topic Modeling and Empirical Evidence in the Aftermath of COVID-19
The COVID-19 pandemic has resulted in unprecedented disruptions, making the planning and management of cargo transportation and logistics challenging. The growth of e-commerce has added considerable pressure to logistics capacities, while the lack of contingency planning and unclear information about the situation has made accessing necessary supplies difficult. In our research, we have developed an approach that combines topic modeling analysis, semistructured expert interviews for empirical data collection, and the concept of a theory of change. This approach aims to identify critical areas of concern, determine short- and long-term mitigation measures for each identified critical area for establishing stability and interpretive mechanisms through digital technologies, and propose practical solutions for establishing resilient supply chains through a robust supply chain framework. Our comprehensive approach provides an accurate assessment of the challenges faced by the industry, highlights the critical areas of concern, and offers practical solutions for the post-COVID-19 cargo transportation and logistics industry.
期刊介绍:
Management of technical functions such as research, development, and engineering in industry, government, university, and other settings. Emphasis is on studies carried on within an organization to help in decision making or policy formation for RD&E.