区位是否影响旅游竞争力的机制?来自机器学习分析的证据

IF 7.3 2区 管理学 Q1 HOSPITALITY, LEISURE, SPORT & TOURISM
Qiuhao Zhao , Pengfei Xu , Bingbing Wang , Sensen Wu , Maoying Wu , Pingbin Jin
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引用次数: 0

摘要

旅游竞争力评估对于旅游目的地的发展至关重要。然而,在理解旅游竞争力影响因素的空间差异方面存在研究空白。本研究旨在通过实证调查旅游竞争力相关决定因素的空间异质性效应来填补这一空白。为此,我们利用了多源数据、地理神经网络加权回归和夏普利加法解释。结果表明,市场需求、地貌和景点是影响旅游竞争力的最重要因素。此外,根据不同的目的地类型、市场环境和资源特征,这些影响因素的相对重要性在不同地点也有所不同。这些研究结果为政策制定者通过采取本地化战略提高目的地竞争力提供了有价值的启示。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Does location affect the mechanism of tourism competitiveness? Evidence from machine learning analysis

Does location affect the mechanism of tourism competitiveness? Evidence from machine learning analysis

Evaluation of tourism competitiveness is crucial for the development of destinations. However, a research gap exists in comprehending the spatial variances in the factors that influence tourism competitiveness. This study aims to fill this gap by empirically investigating the spatially heterogeneous effects of determinants related to tourism competitiveness. To achieve this, we utilized multi-source data, geographically neural network weighted regression, and Shapley additive explanations. The results revealed that market demand, physiography, and attractions are the most significant factors contributing to tourism competitiveness. Furthermore, the relative importance of these influencing factors varies across locations, based on different destination types, market contexts, and resource characteristics. These findings provide valuable implications for policymakers to enhance destination competitiveness through adopting localized strategies.

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来源期刊
CiteScore
15.60
自引率
3.40%
发文量
99
审稿时长
59 days
期刊介绍: Tourism Management Perspectives is an interdisciplinary journal that focuses on the planning and management of travel and tourism. It covers topics such as tourist experiences, their consequences for communities, economies, and environments, the creation of image, the shaping of tourist experiences and perceptions, and the management of tourist organizations and destinations. The journal's editorial board consists of experienced international professionals and it shares the board with Tourism Management. The journal covers socio-cultural, technological, planning, and policy aspects of international, national, and regional tourism, as well as specific management studies. It encourages papers that introduce new research methods and critique existing ones in the context of tourism research. The journal publishes empirical research articles and high-quality review articles on important topics and emerging themes that enhance the theoretical and conceptual understanding of key areas within travel and tourism management.
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