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Who’s watching? Classifying sports viewers on social live streaming services
The newly emergent social live streaming services (SLSSs) provide the sport consumers with a synchronised and more interactive viewing experience. In order to help the sport SLSSs firms understanding and engaging with the viewers effectively, this research aims to classify the sports SLSS viewers ba...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9735134/ https://www.ncbi.nlm.nih.gov/pubmed/36533276 http://dx.doi.org/10.1007/s10479-022-05062-y |
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author | Liu, Haoyu Tan, Kim Hua Wu, Xianfeng |
author_facet | Liu, Haoyu Tan, Kim Hua Wu, Xianfeng |
author_sort | Liu, Haoyu |
collection | PubMed |
description | The newly emergent social live streaming services (SLSSs) provide the sport consumers with a synchronised and more interactive viewing experience. In order to help the sport SLSSs firms understanding and engaging with the viewers effectively, this research aims to classify the sports SLSS viewers based on their engagement behaviour, and identify the perceived value and value contribution of each group of viewers. Firstly, 52,545 sports SLSSs viewers’ viewing duration time is predicted by a feedforward neural network. Second, the predicted viewing duration time and other extracted viewer behavioural data (number of messages, number of virtual gifts, and value of virtual gifts) are analysed through two-step clustering in SPSS, and classified viewers into four types. Semi-structured interviews were then conducted to understand how each type of viewer co-creates value. The results identified four groups of viewers, namely content consumers, super co-creators, co-creators, and tourists, and identified their distinct value co-creations and perceived value. This study sheds light on combining engagement behaviour and value co-creation literature to classify the sports viewers in the context of SLSSs. This understanding assists the decision-making processes of marketers and operators to promote viewers’ co-creation effectively. |
format | Online Article Text |
id | pubmed-9735134 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-97351342022-12-12 Who’s watching? Classifying sports viewers on social live streaming services Liu, Haoyu Tan, Kim Hua Wu, Xianfeng Ann Oper Res Original Research The newly emergent social live streaming services (SLSSs) provide the sport consumers with a synchronised and more interactive viewing experience. In order to help the sport SLSSs firms understanding and engaging with the viewers effectively, this research aims to classify the sports SLSS viewers based on their engagement behaviour, and identify the perceived value and value contribution of each group of viewers. Firstly, 52,545 sports SLSSs viewers’ viewing duration time is predicted by a feedforward neural network. Second, the predicted viewing duration time and other extracted viewer behavioural data (number of messages, number of virtual gifts, and value of virtual gifts) are analysed through two-step clustering in SPSS, and classified viewers into four types. Semi-structured interviews were then conducted to understand how each type of viewer co-creates value. The results identified four groups of viewers, namely content consumers, super co-creators, co-creators, and tourists, and identified their distinct value co-creations and perceived value. This study sheds light on combining engagement behaviour and value co-creation literature to classify the sports viewers in the context of SLSSs. This understanding assists the decision-making processes of marketers and operators to promote viewers’ co-creation effectively. Springer US 2022-12-03 2023 /pmc/articles/PMC9735134/ /pubmed/36533276 http://dx.doi.org/10.1007/s10479-022-05062-y Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2022. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Research Liu, Haoyu Tan, Kim Hua Wu, Xianfeng Who’s watching? Classifying sports viewers on social live streaming services |
title | Who’s watching? Classifying sports viewers on social live streaming services |
title_full | Who’s watching? Classifying sports viewers on social live streaming services |
title_fullStr | Who’s watching? Classifying sports viewers on social live streaming services |
title_full_unstemmed | Who’s watching? Classifying sports viewers on social live streaming services |
title_short | Who’s watching? Classifying sports viewers on social live streaming services |
title_sort | who’s watching? classifying sports viewers on social live streaming services |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9735134/ https://www.ncbi.nlm.nih.gov/pubmed/36533276 http://dx.doi.org/10.1007/s10479-022-05062-y |
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