A combined synchronization index for evaluating collective action social media
Abstract Social media has provided a citizen voice, giving rise to grassroots collective action, where users deploy a concerted effort to disseminate online narratives and even carry out offline protests. Sometimes these collective action are aided by inorganic synchronization, which arise from bot...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
SpringerOpen
2023-01-01
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| Series: | Applied Network Science |
| Subjects: | |
| Online Access: | https://doi.org/10.1007/s41109-022-00526-3 |
| _version_ | 1797958795884756992 |
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| author | Lynnette Hui Xian Ng Kathleen M. Carley |
| author_facet | Lynnette Hui Xian Ng Kathleen M. Carley |
| author_sort | Lynnette Hui Xian Ng |
| collection | DOAJ |
| description | Abstract Social media has provided a citizen voice, giving rise to grassroots collective action, where users deploy a concerted effort to disseminate online narratives and even carry out offline protests. Sometimes these collective action are aided by inorganic synchronization, which arise from bot actors. It is thus important to identify the synchronicity of emerging discourse on social media and the indications of organic/inorganic activity within the conversations. This provides a way of profiling an event for possibility of offline protests and violence. In this study, we build on past definitions of synchronous activity on social media— simultaneous user action–and develop a Combined Synchronization Index (CSI) which adopts a hierarchical approach in measuring user synchronicity. We apply this index on six political and social activism events on Twitter and analyzed three action types: synchronicity by hashtag, URL and @mentions.The CSI provides an overall quantification of synchronization across all action types within an event, which allows ranking of a spectrum of synchronicity across the six events. Human users have higher synchronous scores than bot users in most events; and bots and humans exhibits the most synchronized activities across all events as compared to other pairs (i.e., bot-bot and human-human). We further rely on the harmony and dissonance of CSI-Network scores with network centrality metrics to observe the presence of organic/inorganic synchronization. We hope this work aids in investigating synchronized action within social media in a collective manner. |
| first_indexed | 2024-04-11T00:23:51Z |
| format | Article |
| id | doaj.art-3f6c017c3585460d8f9b1b92e864af73 |
| institution | Directory Open Access Journal |
| issn | 2364-8228 |
| language | English |
| last_indexed | 2024-04-11T00:23:51Z |
| publishDate | 2023-01-01 |
| publisher | SpringerOpen |
| record_format | Article |
| series | Applied Network Science |
| spelling | doaj.art-3f6c017c3585460d8f9b1b92e864af732023-01-08T12:07:09ZengSpringerOpenApplied Network Science2364-82282023-01-018112210.1007/s41109-022-00526-3A combined synchronization index for evaluating collective action social mediaLynnette Hui Xian Ng0Kathleen M. Carley1Software and Societal Systems, CASOS, Software and Societal SystemsSoftware and Societal Systems, CASOS, Software and Societal SystemsAbstract Social media has provided a citizen voice, giving rise to grassroots collective action, where users deploy a concerted effort to disseminate online narratives and even carry out offline protests. Sometimes these collective action are aided by inorganic synchronization, which arise from bot actors. It is thus important to identify the synchronicity of emerging discourse on social media and the indications of organic/inorganic activity within the conversations. This provides a way of profiling an event for possibility of offline protests and violence. In this study, we build on past definitions of synchronous activity on social media— simultaneous user action–and develop a Combined Synchronization Index (CSI) which adopts a hierarchical approach in measuring user synchronicity. We apply this index on six political and social activism events on Twitter and analyzed three action types: synchronicity by hashtag, URL and @mentions.The CSI provides an overall quantification of synchronization across all action types within an event, which allows ranking of a spectrum of synchronicity across the six events. Human users have higher synchronous scores than bot users in most events; and bots and humans exhibits the most synchronized activities across all events as compared to other pairs (i.e., bot-bot and human-human). We further rely on the harmony and dissonance of CSI-Network scores with network centrality metrics to observe the presence of organic/inorganic synchronization. We hope this work aids in investigating synchronized action within social media in a collective manner.https://doi.org/10.1007/s41109-022-00526-3SynchronizationSocial networksBot analysisPoliticsActivismCoordination |
| spellingShingle | Lynnette Hui Xian Ng Kathleen M. Carley A combined synchronization index for evaluating collective action social media Applied Network Science Synchronization Social networks Bot analysis Politics Activism Coordination |
| title | A combined synchronization index for evaluating collective action social media |
| title_full | A combined synchronization index for evaluating collective action social media |
| title_fullStr | A combined synchronization index for evaluating collective action social media |
| title_full_unstemmed | A combined synchronization index for evaluating collective action social media |
| title_short | A combined synchronization index for evaluating collective action social media |
| title_sort | combined synchronization index for evaluating collective action social media |
| topic | Synchronization Social networks Bot analysis Politics Activism Coordination |
| url | https://doi.org/10.1007/s41109-022-00526-3 |
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