Measuring sustainable tourism with online platform data

被引:0
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作者
Felix J. Hoffmann
Fabian Braesemann
Timm Teubner
机构
[1] Technische Universität Berlin,Trust in Digital Services
[2] University of Oxford,Oxford Internet Institute
[3] Datenwissenschaftliche Gesellschaft Berlin,undefined
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关键词
Sustainable tourism; Platform data; TripAdvisor; Nowcasting; Imbalanced classification; Supervised learning;
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摘要
Sustainability in tourism is a topic of global relevance, finding multiple mentions in the United Nations Sustainable Development Goals. The complex task of balancing tourism’s economic, environmental, and social effects requires detailed and up-to-date data. This paper investigates whether online platform data can be employed as an alternative data source in sustainable tourism statistics. Using a web-scraped dataset from a large online tourism platform, a sustainability label for accommodations can be predicted reasonably well with machine learning techniques. The algorithmic prediction of accommodations’ sustainability using online data can provide a cost-effective and accurate measure that allows to track developments of tourism sustainability across the globe with high spatial and temporal granularity.
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