Küpfer, Andreas (2024)
Nonrandom Tweet Mortality and Data Access Restrictions: Compromising the Replication of Sensitive Twitter Studies.
In: Political Analysis
doi: 10.1017/pan.2024.7
Artikel, Bibliographie
Kurzbeschreibung (Abstract)
Used by politicians, journalists, and citizens, Twitter has been the most important social media platform to investigate political phenomena such as hate speech, polarization, or terrorism for over a decade. A high proportion of Twitter studies of emotionally charged or controversial content limit their ability to replicate findings due to incomplete Twitter-related replication data and the inability to recrawl their datasets entirely. This paper shows that these Twitter studies and their findings are considerably affected by nonrandom tweet mortality and data access restrictions imposed by the platform. While sensitive datasets suffer a notably higher removal rate than nonsensitive datasets, attempting to replicate key findings of Kim’s (2023, Political Science Research and Methods 11, 673–695) influential study on the content of violent tweets leads to significantly different results. The results highlight that access to complete replication data is particularly important in light of dynamically changing social media research conditions. Thus, the study raises concerns and potential solutions about the broader implications of nonrandom tweet mortality for future social media research on Twitter and similar platforms.
| Typ des Eintrags: | Artikel |
|---|---|
| Erschienen: | 2024 |
| Autor(en): | Küpfer, Andreas |
| Art des Eintrags: | Bibliographie |
| Titel: | Nonrandom Tweet Mortality and Data Access Restrictions: Compromising the Replication of Sensitive Twitter Studies |
| Sprache: | Englisch |
| Publikationsjahr: | 2024 |
| Titel der Zeitschrift, Zeitung oder Schriftenreihe: | Political Analysis |
| DOI: | 10.1017/pan.2024.7 |
| URL / URN: | https://doi.org/10.1017/pan.2024.7 |
| Kurzbeschreibung (Abstract): | Used by politicians, journalists, and citizens, Twitter has been the most important social media platform to investigate political phenomena such as hate speech, polarization, or terrorism for over a decade. A high proportion of Twitter studies of emotionally charged or controversial content limit their ability to replicate findings due to incomplete Twitter-related replication data and the inability to recrawl their datasets entirely. This paper shows that these Twitter studies and their findings are considerably affected by nonrandom tweet mortality and data access restrictions imposed by the platform. While sensitive datasets suffer a notably higher removal rate than nonsensitive datasets, attempting to replicate key findings of Kim’s (2023, Political Science Research and Methods 11, 673–695) influential study on the content of violent tweets leads to significantly different results. The results highlight that access to complete replication data is particularly important in light of dynamically changing social media research conditions. Thus, the study raises concerns and potential solutions about the broader implications of nonrandom tweet mortality for future social media research on Twitter and similar platforms. |
| Fachbereich(e)/-gebiet(e): | 02 Fachbereich Gesellschafts- und Geschichtswissenschaften 02 Fachbereich Gesellschafts- und Geschichtswissenschaften > Institut für Politikwissenschaft 02 Fachbereich Gesellschafts- und Geschichtswissenschaften > Institut für Politikwissenschaft > Politisches System der BRD und Vergleich politischer Systeme |
| Hinterlegungsdatum: | 29 Mai 2024 09:25 |
| Letzte Änderung: | 15 Nov 2024 12:02 |
| PPN: | 520298764 |
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| Suche nach Titel in: | TUfind oder in Google |
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