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Tourism companies risk exposures on text disclosure

机译:旅游公司在文字披露方面的风险敞口

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摘要

Tourism is a risk-prone industry. But most studies focus on tourist risk perception while ignoring company risk exposure. As service providers, the companies play an important role in tourism activities, and systematically identifying the risks they face is vital to the development of the tourism industry. This paper attempts to identify tourism companies' risk exposures based on textual risk disclosure of financial statements. Using 51,008 risk headings of 255 public companies, we adopt Sentence-Latent Dirichlet Allocation (Sent-LDA) method to discover 30 risk exposures of the tourism industry. Further, we discuss the universality and industry representativeness of these risk exposures, as well as risk differences between different sub-industries and years. Findings can help stakeholders develop reasonable and timely risk management strategies.
机译:旅游业是一个容易发生风险的产业。但是大多数研究都将重点放在游客风险感知上,而忽略了公司的风险敞口。作为服务提供商,这些公司在旅游活动中发挥着重要作用,并且系统地识别他们面临的风险对于旅游业的发展至关重要。本文试图根据财务报表的文本风险披露来识别旅游公司的风险敞口。我们使用255家上市公司的51,008个风险标题,采用了Sentence-Latent Dirichlet Allocation(Sent-LDA)方法来发现30个旅游行业的风险敞口。此外,我们讨论了这些风险敞口的普遍性和行业代表性,以及不同子行业和年份之间的风险差异。调查结果可以帮助利益相关者制定合理,及时的风险管理策略。

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