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Consumer reviews analysis on cycling pants in online shopping malls using text mining
This study was investigated trends and consumer awareness on cycling pants by analyzing the reviews on bib shorts, bib tights, shorts, and tights in online shopping malls using text mining. The reviews and product information on cycling pants from Jan. 2017 to the first half of 2020 were crawled, an...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Singapore
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8516492/ http://dx.doi.org/10.1186/s40691-021-00264-7 |
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author | Kim, Chunjeong Na, Youngjoo |
author_facet | Kim, Chunjeong Na, Youngjoo |
author_sort | Kim, Chunjeong |
collection | PubMed |
description | This study was investigated trends and consumer awareness on cycling pants by analyzing the reviews on bib shorts, bib tights, shorts, and tights in online shopping malls using text mining. The reviews and product information on cycling pants from Jan. 2017 to the first half of 2020 were crawled, and a total of 7241 cases were analyzed. The keywords of cycling pants were extracted using a Korean morphological analyzer (KoNLP), calculated to the term-document matrix, and then converted into a co-occurrence matrix. The number of reviews of cycling pants increased by 39% per year, and especially in the first half of 2020, the number of reviews has doubled over compared to the first half of last year. Bib shorts accounted for more than 50% of the number of reviews of cycling pants and received the highest rating, making them the most preferred. Positive reviews on cycling pants appeared 15 times over than that of negative reviews, and most of the cycling pants were evaluated positively. Size and cost-effective appeared as the important keywords both in positive and negative reviews. However, it was found that consumers have a difficult time choosing the size not only in the negative but also in the positive reviews. Pad was the keyword that appeared the most in negative reviews, and it was the most dissatisfied factor in the cycling pants. Therefore, in an internet shopping mall, it is necessary to provide intuitive and accurate information that is easy for consumers to understand about information on the size and pad of the cycle pants. |
format | Online Article Text |
id | pubmed-8516492 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Singapore |
record_format | MEDLINE/PubMed |
spelling | pubmed-85164922021-10-15 Consumer reviews analysis on cycling pants in online shopping malls using text mining Kim, Chunjeong Na, Youngjoo Fash Text Research This study was investigated trends and consumer awareness on cycling pants by analyzing the reviews on bib shorts, bib tights, shorts, and tights in online shopping malls using text mining. The reviews and product information on cycling pants from Jan. 2017 to the first half of 2020 were crawled, and a total of 7241 cases were analyzed. The keywords of cycling pants were extracted using a Korean morphological analyzer (KoNLP), calculated to the term-document matrix, and then converted into a co-occurrence matrix. The number of reviews of cycling pants increased by 39% per year, and especially in the first half of 2020, the number of reviews has doubled over compared to the first half of last year. Bib shorts accounted for more than 50% of the number of reviews of cycling pants and received the highest rating, making them the most preferred. Positive reviews on cycling pants appeared 15 times over than that of negative reviews, and most of the cycling pants were evaluated positively. Size and cost-effective appeared as the important keywords both in positive and negative reviews. However, it was found that consumers have a difficult time choosing the size not only in the negative but also in the positive reviews. Pad was the keyword that appeared the most in negative reviews, and it was the most dissatisfied factor in the cycling pants. Therefore, in an internet shopping mall, it is necessary to provide intuitive and accurate information that is easy for consumers to understand about information on the size and pad of the cycle pants. Springer Singapore 2021-10-15 2021 /pmc/articles/PMC8516492/ http://dx.doi.org/10.1186/s40691-021-00264-7 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 | Research Kim, Chunjeong Na, Youngjoo Consumer reviews analysis on cycling pants in online shopping malls using text mining |
title | Consumer reviews analysis on cycling pants in online shopping malls using text mining |
title_full | Consumer reviews analysis on cycling pants in online shopping malls using text mining |
title_fullStr | Consumer reviews analysis on cycling pants in online shopping malls using text mining |
title_full_unstemmed | Consumer reviews analysis on cycling pants in online shopping malls using text mining |
title_short | Consumer reviews analysis on cycling pants in online shopping malls using text mining |
title_sort | consumer reviews analysis on cycling pants in online shopping malls using text mining |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8516492/ http://dx.doi.org/10.1186/s40691-021-00264-7 |
work_keys_str_mv | AT kimchunjeong consumerreviewsanalysisoncyclingpantsinonlineshoppingmallsusingtextmining AT nayoungjoo consumerreviewsanalysisoncyclingpantsinonlineshoppingmallsusingtextmining |