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Innovation in hyperlink and social media networks: Comparing connection strategies of innovative companies in hyperlink and social media networks
This paper seeks to unveil how (geospatial) connection strategies associated with business innovation, differ between geolocated social media and hyperlink company networks. Thereby, we provide a first step towards understanding connection strategies of innovative companies on social media platforms...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10062652/ https://www.ncbi.nlm.nih.gov/pubmed/36996089 http://dx.doi.org/10.1371/journal.pone.0283372 |
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author | Arifi, Dorian Resch, Bernd Kinne, Jan Lenz, David |
author_facet | Arifi, Dorian Resch, Bernd Kinne, Jan Lenz, David |
author_sort | Arifi, Dorian |
collection | PubMed |
description | This paper seeks to unveil how (geospatial) connection strategies associated with business innovation, differ between geolocated social media and hyperlink company networks. Thereby, we provide a first step towards understanding connection strategies of innovative companies on social media platforms. For this purpose, we build a hyperlink and Twitter follower network for 11,892 companies in the information technology (IT) sector and compare them along four dimensions. First, underlying network structures were assessed. Second, we asserted information flow patterns between companies with the help of centrality measures. Third, geographic and cognitive proximities of companies were compared. Fourth, the influence of company characteristics was examined through linear and logistic regression models. This comparison revealed, that on a general level the basic connection patterns of the hyperlink and Twitter network differ. Nevertheless, the geospatial dimension (geographic proximity) and the knowledge base of a company (cognitive proximity) appear to have a similar influence on the decision to connect with other companies on Twitter and via hyperlinks. Further, the results suggest that innovative companies most likely align their connection strategies across hyperlink and Twitter networks. Thus, business innovation might effect connection strategies across online company networks in a comparable manner. |
format | Online Article Text |
id | pubmed-10062652 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-100626522023-03-31 Innovation in hyperlink and social media networks: Comparing connection strategies of innovative companies in hyperlink and social media networks Arifi, Dorian Resch, Bernd Kinne, Jan Lenz, David PLoS One Research Article This paper seeks to unveil how (geospatial) connection strategies associated with business innovation, differ between geolocated social media and hyperlink company networks. Thereby, we provide a first step towards understanding connection strategies of innovative companies on social media platforms. For this purpose, we build a hyperlink and Twitter follower network for 11,892 companies in the information technology (IT) sector and compare them along four dimensions. First, underlying network structures were assessed. Second, we asserted information flow patterns between companies with the help of centrality measures. Third, geographic and cognitive proximities of companies were compared. Fourth, the influence of company characteristics was examined through linear and logistic regression models. This comparison revealed, that on a general level the basic connection patterns of the hyperlink and Twitter network differ. Nevertheless, the geospatial dimension (geographic proximity) and the knowledge base of a company (cognitive proximity) appear to have a similar influence on the decision to connect with other companies on Twitter and via hyperlinks. Further, the results suggest that innovative companies most likely align their connection strategies across hyperlink and Twitter networks. Thus, business innovation might effect connection strategies across online company networks in a comparable manner. Public Library of Science 2023-03-30 /pmc/articles/PMC10062652/ /pubmed/36996089 http://dx.doi.org/10.1371/journal.pone.0283372 Text en © 2023 Arifi et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Arifi, Dorian Resch, Bernd Kinne, Jan Lenz, David Innovation in hyperlink and social media networks: Comparing connection strategies of innovative companies in hyperlink and social media networks |
title | Innovation in hyperlink and social media networks: Comparing connection strategies of innovative companies in hyperlink and social media networks |
title_full | Innovation in hyperlink and social media networks: Comparing connection strategies of innovative companies in hyperlink and social media networks |
title_fullStr | Innovation in hyperlink and social media networks: Comparing connection strategies of innovative companies in hyperlink and social media networks |
title_full_unstemmed | Innovation in hyperlink and social media networks: Comparing connection strategies of innovative companies in hyperlink and social media networks |
title_short | Innovation in hyperlink and social media networks: Comparing connection strategies of innovative companies in hyperlink and social media networks |
title_sort | innovation in hyperlink and social media networks: comparing connection strategies of innovative companies in hyperlink and social media networks |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10062652/ https://www.ncbi.nlm.nih.gov/pubmed/36996089 http://dx.doi.org/10.1371/journal.pone.0283372 |
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