Please use this identifier to cite or link to this item: https://repositorio.consejodecomunicacion.gob.ec//handle/CONSEJO_REP/7446
Title: Digital Memory and Populism| Populists’ Use of Nostalgia: A Supervised Machine Learning Approach
Other Titles: International Journal of Communication
Authors: Frischlich, Lena
Clever, Lena
Wulf, Tim
Wildschut, Tim
Sedikides, Constantine
Keywords: populism
political
nostalgia
Issue Date: 2023
Publisher: International Journal of Communication
Citation: Frischlich, L., Clever, L., Wulf, T., Wildschut, T., and Sedikides, C. (2023). Digital Memory and Populism| Populists’ Use of Nostalgia: A Supervised Machine Learning Approach. International Journal Of Communication, 17, 25. https://ijoc.org/index.php/ijoc/article/view/19063/4102
Abstract: An emotion that has recently gained traction in the context of populism is nostalgia, a sentimental longing or wistful affection for the past. Nostalgia can refer to the past of one’s group or nation, as reflected in populists’ narratives of the heartland—the vision of a utopian future based on an idealized past in which their country belonged to the “pure people.” However, research on nostalgia in political communication across the political aisle is scarce. The current study aimed to fill this gap via supervised machine learning. First, we used an experimental approach established in psychology to create a ground-truth data set and trained and evaluated a classifier for detecting nostalgic sentiment in the German language. We then applied this classifier to a large database (N = 4,022) of German political parties’ Facebook posts. We demonstrate that (a) populist (vs. non-populist)—especially right-wing—parties employ nostalgia more frequently; (b) nostalgic narratives differ between parties, and (c) nostalgic (vs. non-nostalgic) posts are associated with more user engagement.
URI: https://repositorio.consejodecomunicacion.gob.ec//handle/CONSEJO_REP/7446
ISSN: 1932-8036
Appears in Collections:Documentos internacionales sobre libertad de expresión y derechos conexos

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