Pandemics, music, and collective sentiment: evidence from the outbreak of COVID-19

Meijun Liu, Eva Zangerle, Xiao Hu, Alessandro B. Melchiorre, M. Schedl
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引用次数: 3

Abstract

The COVID-19 pandemic causes a massive global health crisis and produces substantial economic and social distress, which in turn may cause stress and anxiety among people. Real-world events play a key role in shaping collective sentiment in a society. As people listen to music daily everywhere in the world, the sentiment of music being listened to can reflect the mood of the listeners and serve as a measure of collective sentiment. However, the exact relationship between real-world events and the sentiment of music being listened to is not clear. Driven by this research gap, we use the unexpected outbreak of COVID-19 as a natural experiment to explore how users' sentiment of music being listened to evolves before and during the outbreak of the pandemic. We employ causal inference approaches on an extended version of the LFM-1b dataset of listening events shared on Last.fm, to examine the impact of the pandemic on the sentiment of music listened to by users in different countries. We find that, after the first COVID-19 case in a country was confirmed, the sentiment of artists users listened to becomes more negative. This negative effect is pronounced for males while females' music emotion is less influenced by the outbreak of the COVID-19 pandemic. We further find a negative association between the number of new weekly COVID-19 cases and users' music sentiment. Our results provide empirical evidence that public sentiment can be monitored based on collective music listening behaviors, which can contribute to research in related disciplines.
流行病、音乐和集体情绪:来自COVID-19爆发的证据
2019冠状病毒病大流行造成了大规模的全球健康危机,并造成了巨大的经济和社会痛苦,这反过来又可能造成人们的压力和焦虑。现实世界的事件在塑造一个社会的集体情绪方面发挥着关键作用。随着世界各地的人们每天都在听音乐,所听音乐的情绪可以反映听众的情绪,并作为集体情绪的衡量标准。然而,现实世界的事件和听音乐的情绪之间的确切关系尚不清楚。在这一研究空白的推动下,我们将意外爆发的COVID-19作为一个自然实验,探索用户对音乐的感受在疫情爆发之前和期间是如何演变的。我们对Last上共享的LFM-1b收听事件数据集的扩展版本采用了因果推理方法。Fm,以研究疫情对不同国家用户所听音乐情绪的影响。我们发现,在一个国家确诊首例新冠肺炎病例后,用户听到的艺术家的情绪变得更加消极。这种负面影响在男性中更为明显,而女性的音乐情绪受新冠肺炎疫情的影响较小。我们进一步发现,每周新增COVID-19病例数与用户的音乐情绪之间存在负相关。我们的研究结果提供了基于集体音乐聆听行为的公众情绪监测的实证证据,可以为相关学科的研究提供参考。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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