A. Vorontsova, T. Vasylieva, T. Grynko, M. Korneyev, Oleksandr P. Krupskyi, N. Nebaba
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The authors used the results published in Scopus and Web of Science databases for the keywords «tourism», and «Covid-19» and analyzed the growth dynamics in their number and citations, belonging to the research area and the spread of geography. Building a bibliometric map of keywords based on their joint placement in the VOSviewer software complex deepened findings. It made it possible to form 10 clusters, each of which covers scientific works on various forms of the impact of the COVID-19 pandemic on tourism (for example, behavioral, marketing, economic, environmental, psychological aspects, etc.). In the second stage, an analytical review was conducted, which showed a significant drop in the absolute and apparent contribution of travel and tourism to GDP worldwide in 2020 and 2021 worsened with the pandemic level, and an increase in the dynamics of key indicators of the tourism industry in the world and across all UNWTO regions (especially Asia & Pacific). In the last step, a hierarchical agglomerative cluster analysis (with Ward’s method) was carried out for the countries of the European region (45 countries) based on indicators of the number of COVID-19 cases in the country (cumulative and new), vaccination of the population, the presence of restrictions on tourism, international tourist arrivals, and receipts, collection of tourism in exports. All indicators for analyzing the collected state are provided as of July 30, 2022, using the Stata SE 12 software complex. The construction of a dendrogram and the use of Calins- ki-Harabasz and Duda-Hart stopping rules made it possible to decide on the presence of 3 clusters that meet the conditions of this study and are characterized by different levels of adaptability to post-pandemic functioning and recovery direction. \n \n \n","PeriodicalId":42282,"journal":{"name":"Journal of Geology Geography and Geoecology","volume":"86 1","pages":""},"PeriodicalIF":0.4000,"publicationDate":"2023-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Covid-19 and tourism impact assessment: cluster analysis for Europe region\",\"authors\":\"A. Vorontsova, T. Vasylieva, T. Grynko, M. Korneyev, Oleksandr P. Krupskyi, N. 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引用次数: 0
摘要
长期以来,旅游业被认为是经济的主导和最先进的部门之一,具有先进的发展规模。2019冠状病毒病大流行从根本上改变了这一局面,不仅在全球范围内对旅游业造成了重大损失,而且对经济和社会的所有部门造成了重大损失。在这方面,本文的规定使用聚类分析确定了COVID-19大流行对欧洲地区特定国家旅游业影响的性质。在本工作的第一阶段,借助文献计量学分析对这种联系的存在进行了详细的文献综述。作者利用Scopus和Web of Science数据库中发表的关键词“旅游”和“Covid-19”的结果,分析了它们在研究领域的数量和引用的增长动态,以及地理传播。根据关键词在VOSviewer软件综合体中的联合位置,构建了一个关键词的文献计量图,加深了研究结果。这使得形成10个集群成为可能,每个集群涵盖有关COVID-19大流行对旅游业的各种形式影响的科学著作(例如,行为、营销、经济、环境、心理等方面)。在第二阶段,进行了一项分析审查,结果显示,2020年和2021年全球旅行和旅游业对国内生产总值的绝对和表观贡献大幅下降,随着大流行的程度而恶化,世界和世界旅游组织所有区域(特别是亚太地区)旅游业关键指标的动态有所增加。最后一步,根据欧洲地区国家(45个国家)的COVID-19病例数(累积和新发病例)、人口疫苗接种、旅游限制的存在、国际游客入境人数和出口旅游收入等指标,对欧洲地区国家(45个国家)进行了分层聚集聚类分析(使用Ward方法)。所有用于分析收集状态的指标都是截至2022年7月30日,使用Stata SE 12软件综合体提供的。树形图的构建和Calins- ki-Harabasz和Duda-Hart停止规则的使用使得有可能确定满足本研究条件的3个集群的存在,并且具有对大流行后功能和恢复方向的不同程度的适应性。
Covid-19 and tourism impact assessment: cluster analysis for Europe region
For a long time, the tourism industry was considered one of the economy’s lead- ing and most progressive sectors, characterized by an advanced scale of development. The situation was changed fundamentally by the COVID-19 pandemic, which caused significant losses at the global level, not only for tourism but also for all sectors of the economy and society. In this regard, the provision of this article identifies the nature of the impact of the COVID-19 pandemic on tourism in a particular country in the European region using cluster analysis. In the first stage of this work, a detailed literature review on the existence of such a connection was carried out with the help of bibliometric analysis. The authors used the results published in Scopus and Web of Science databases for the keywords «tourism», and «Covid-19» and analyzed the growth dynamics in their number and citations, belonging to the research area and the spread of geography. Building a bibliometric map of keywords based on their joint placement in the VOSviewer software complex deepened findings. It made it possible to form 10 clusters, each of which covers scientific works on various forms of the impact of the COVID-19 pandemic on tourism (for example, behavioral, marketing, economic, environmental, psychological aspects, etc.). In the second stage, an analytical review was conducted, which showed a significant drop in the absolute and apparent contribution of travel and tourism to GDP worldwide in 2020 and 2021 worsened with the pandemic level, and an increase in the dynamics of key indicators of the tourism industry in the world and across all UNWTO regions (especially Asia & Pacific). In the last step, a hierarchical agglomerative cluster analysis (with Ward’s method) was carried out for the countries of the European region (45 countries) based on indicators of the number of COVID-19 cases in the country (cumulative and new), vaccination of the population, the presence of restrictions on tourism, international tourist arrivals, and receipts, collection of tourism in exports. All indicators for analyzing the collected state are provided as of July 30, 2022, using the Stata SE 12 software complex. The construction of a dendrogram and the use of Calins- ki-Harabasz and Duda-Hart stopping rules made it possible to decide on the presence of 3 clusters that meet the conditions of this study and are characterized by different levels of adaptability to post-pandemic functioning and recovery direction.