Assessment of the impact of digital transformation on the development of logistics and supply chain management in Russia
Abstract. Within the framework of Industry 4.0, the entire supply chain is being transformed through the introduction of innovative approaches and modern development concepts, which significantly increases the management level of each counterparty. Therefore, in order to establish effective interaction between supply chain participants and their further expansion beyond individual organizations, it is necessary to find tools to make the supply chain more flexible and resilient to external influences. The article is devoted to the study of the impact of digitalization tools on the development trends of supply chain management in Russia, improving the operation of all supply chain processes. Through the use of Industry 4.0 technologies and artificial intelligence in the supply chain, it is possible to achieve satisfaction and efficiency in the work and interaction of counterparties with each other. The analysis of domestic news reports on supply chain management and logistics from the RSS-block of the Lenta.ru website from January 2017 to December 2023 was carried out using the BERTopic natural language model, which leads to clusterization based on similarity of content and highlights current trends in logistics development in Russia. In order to find patterns in the development of logistics, the correlation relations were calculated using the Python programming language and a matrix of paired correlation coefficients was constructed.
Keywords: logistics, supply chain, news portal «Lenta.ru», text analysis, sentiment analysis, BERTopic model, digital technologies in logistics.
Highlights:
- the key positions of the logistics industry in Russia duringthe development of the digital transformation of the economy are investigated;
- the consequences in the work of logistics-based industries caused by the C0VID-19 pandemic, the aggravation of the geopolitical situation and the sanctions imposed in this regard have been determined;
- trends in the development of domestic logistics have been identified based on the analysis of the RSS-block of the Lenta.ru website and statistical data of the Federal State Statistics Service;
- the influence of Industry 4.0 tools in the field of logistics and supply chain management on the interest in news related to the restructuring of global supply chains has been studied.
Mariana K. Paravyan - Siberian State Automobile and Highway University, Omsk, Russia