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Measuring sustainable tourism with online platform data

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 p...

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Detalles Bibliográficos
Autores principales: Hoffmann, Felix J., Braesemann, Fabian, Teubner, Timm
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9289659/
https://www.ncbi.nlm.nih.gov/pubmed/35873664
http://dx.doi.org/10.1140/epjds/s13688-022-00354-6
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author Hoffmann, Felix J.
Braesemann, Fabian
Teubner, Timm
author_facet Hoffmann, Felix J.
Braesemann, Fabian
Teubner, Timm
author_sort Hoffmann, Felix J.
collection PubMed
description 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. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1140/epjds/s13688-022-00354-6.
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spelling pubmed-92896592022-07-18 Measuring sustainable tourism with online platform data Hoffmann, Felix J. Braesemann, Fabian Teubner, Timm EPJ Data Sci Regular Article 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. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1140/epjds/s13688-022-00354-6. Springer Berlin Heidelberg 2022-07-18 2022 /pmc/articles/PMC9289659/ /pubmed/35873664 http://dx.doi.org/10.1140/epjds/s13688-022-00354-6 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Regular Article
Hoffmann, Felix J.
Braesemann, Fabian
Teubner, Timm
Measuring sustainable tourism with online platform data
title Measuring sustainable tourism with online platform data
title_full Measuring sustainable tourism with online platform data
title_fullStr Measuring sustainable tourism with online platform data
title_full_unstemmed Measuring sustainable tourism with online platform data
title_short Measuring sustainable tourism with online platform data
title_sort measuring sustainable tourism with online platform data
topic Regular Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9289659/
https://www.ncbi.nlm.nih.gov/pubmed/35873664
http://dx.doi.org/10.1140/epjds/s13688-022-00354-6
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