Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1784748716396118016 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9289659 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT hoffmannfelixj measuringsustainabletourismwithonlineplatformdata AT braesemannfabian measuringsustainabletourismwithonlineplatformdata AT teubnertimm measuringsustainabletourismwithonlineplatformdata |