登月计划还是谨慎起飞?五大领导特质如何预测新冠肺炎政策应对

IF 2 3区 社会学 Q2 POLITICAL SCIENCE
L. Brown, L. Horvath, Daniel P. Stevens
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引用次数: 0

摘要

新冠肺炎危机是真正的全球性危机,几乎同时在全球展开。为了控制其传播并减轻其影响,各国政府在遏制和关闭、加强医疗保健和减轻其经济影响方面面临着一系列政策选择。在本文中,我们探讨了政策反应的严格程度和速度作为领导人人格特质的函数,考虑了政党政治取向。为此,我们构建了一个文本语料库,由26位国家领导人在各自国家首次记录死亡前10天至90天内收集的关于Covid-19的言论组成,并使用预训练的机器分类器为每位领导人生成五大人格特征。我们发现了两种普遍模式:(1)神经质,这是一种与负应激反应相关的特征,与控制和卫生政策措施的宽容有关;(2)一些证据表明,与风险厌恶相关的尽责性特征与更快的政策反应相关。最后,我们建议在次国家层面进行分析,以提高测试能力,并在验证方面做更多工作,将我们对五大人格的估计与专家对人格的评级联系起来。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Moonshots or a cautious take-off? How the Big Five leadership traits predict Covid-19 policy response
ABSTRACT The Covid-19 crisis has been truly worldwide and has unfolded almost simultaneously across the globe. In order to control its spread and alleviate its impact governments have been faced with a range of policy options in terms of containment and closure, ramping up healthcare, and mitigating its economic effects. In this paper, we explore the stringency as well as the speed of policy response as a function of leaders’ personality traits, accounting for party-political orientation. To do this, we construct a text corpus composed of 26 country leaders’ rhetoric on Covid-19 collected from 10 days before the first recorded death in their respective countries until 90 days after, and use a pre-trained machine classifier to generate the Big Five personality traits for each leader. We find two general patterns: (1) one around neuroticism, a trait associated with negative stress response, which is associated with leniency in containment and health policy measures; and (2) some evidence that conscientiousness, a trait associated with risk aversion, is associated with quicker policy response. We conclude by suggesting analysis on the sub-national level in order to increase test power, and more work on validation linking our estimates of Big Five to expert ratings of personality.
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来源期刊
CiteScore
4.00
自引率
5.60%
发文量
21
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