{"title":"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","authors":"L. Brown, L. Horvath, Daniel P. Stevens","doi":"10.1080/17457289.2021.1924739","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":46791,"journal":{"name":"Journal of Elections Public Opinion and Parties","volume":"50 1","pages":"335 - 347"},"PeriodicalIF":2.0000,"publicationDate":"2021-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Moonshots or a cautious take-off? How the Big Five leadership traits predict Covid-19 policy response\",\"authors\":\"L. Brown, L. Horvath, Daniel P. Stevens\",\"doi\":\"10.1080/17457289.2021.1924739\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"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.\",\"PeriodicalId\":46791,\"journal\":{\"name\":\"Journal of Elections Public Opinion and Parties\",\"volume\":\"50 1\",\"pages\":\"335 - 347\"},\"PeriodicalIF\":2.0000,\"publicationDate\":\"2021-05-31\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Elections Public Opinion and Parties\",\"FirstCategoryId\":\"90\",\"ListUrlMain\":\"https://doi.org/10.1080/17457289.2021.1924739\",\"RegionNum\":3,\"RegionCategory\":\"社会学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"POLITICAL SCIENCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Elections Public Opinion and Parties","FirstCategoryId":"90","ListUrlMain":"https://doi.org/10.1080/17457289.2021.1924739","RegionNum":3,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"POLITICAL SCIENCE","Score":null,"Total":0}
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.