G2TT
来源类型Discussion paper
规范类型论文
来源IDDP14573
DP14573 Firm-Level Exposure to Epidemic Diseases: Covid-19, SARS, and H1N1
Tarek Hassan; Stephan Hollander; Laurence van Lent; Markus Schwedeler; Ahmed Tahoun
发表日期2020-04-06
出版年2020
语种英语
摘要We introduce a new word pattern-based method to automatically classify firms' primary concerns related to the spread of epidemic diseases raised in their quarterly earnings conference calls. We construct text-based measures of the costs, benefits, and risks listed firms in the US and over 80 other countries associate with the spread of Covid-19 and other epidemic diseases. We identify which firms and sectors expect to lose/gain from a given epidemic and which are most affected by the associated uncertainty. Our new automatic pattern-based method shows how firms' primary concerns (varying from the collapse in demand and disruptions in their production facilities or supply chain, to financing concerns) are changing over time and varying geographically as epidemics spread regionally and globally. We find that the Covid-crisis manifests itself at the firm-level as a simultaneous shock to both demand and supply. In prior epidemics, in contrast, firm discussions center more on shortfalls in demand. In 2020, supply and financing-related concerns are relatively more salient in regions where the spread of Covid-19 is less contained.
主题Financial Economics ; International Macroeconomics and Finance ; Macroeconomics and Growth ; Monetary Economics and Fluctuations
关键词Epidemic diseases Pandemic Exposure Virus Firms Uncertainty Sentiment Machine learning
URLhttps://cepr.org/publications/dp14573-1
来源智库Centre for Economic Policy Research (United Kingdom)
资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/543480
推荐引用方式
GB/T 7714
Tarek Hassan,Stephan Hollander,Laurence van Lent,et al. DP14573 Firm-Level Exposure to Epidemic Diseases: Covid-19, SARS, and H1N1. 2020.
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