Firm-level Risk


We will release a paper with early evidence on the firm-level impact of exposure to the coronavirus. The corresponding data will be made available on this website. The data contains measures of a given firm's exposure, sentiment and risk to epidemic diseases (covid-19, SARS, H1N1, Ebola, etc.) for a sample of firms from over 70 countries between January 2002 and March 2020. Use our email sign-up if you wish to be notified when we upload the data.

In our paper “Firm-Level Political Risk: Measurement and Effects,” as published in the Quarterly Journal of Economics , we construct measures of sentiment and risk for individual listed firms using textual analysis of their earnings conference calls. Our data is at the quarterly frequency and covers over 11,000 US-based and international firms that hold English-language conference calls, ranging from 2002 to 2019q2.

Reference & details

Measures of Risk

Our measures of risk use simple tools from computational linguistics to quantify the share of the earnings call devoted to discussing risk in general, risks associated with politics, and risks associated with particular political topics, such as health care and economic policy.

Overall risk

Political risk

Non-political risk

Topic-specific political risk

Measures of Sentiment

Our measures of sentiment count positive and negative tone words used during the earnings call to measure the overall tone of the conversation, as well as call participants' optimism or pessimism associated with political and non-political topics.

Overall sentiment

Political sentiment

Non-political sentiment