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Research Spotlight
Comparing News Sentiment in the Time of COVID-19 to the 2008 Financial Crisis
The Daily News Sentiment Index can be used to assess how sentiment responded to the COVID-19 crisis compared to the 2008 financial crisis. News sentiment declined at a similar pace and scale during both crises but recovered more quickly in the financial crisis. Read more on SF Fed Blog by Shelby Buckman, Adam Shapiro, and Dan Wilson.
Recent Publications
FedViews
Economic Outlook
Mark Spiegel, senior policy advisor at the Federal Reserve Bank of San Francisco, stated his views on the current economy and the outlook as of May 28, 2020.
Economic Letter
The Unequal Impact of COVID-19: Why Education Matters
Since COVID-19 hit the United States, more than 20 million American workers have become unemployed and countless others have left the labor force altogether. While the labor market disruptions have affected workers in a wide set of industries and occupations, those without a college degree have experienced the most severe impact. Addressing gaps in educational attainment will be important to creating better economic resiliency for individuals against future shocks.
Working Paper
Replicating and Projecting the Path of COVID-19 with a Model-Implied Reproduction Number
We fit a simple epidemiology model to daily data on the number of currently-infected cases of COVID-19 in China, Italy, the United States, and Brazil. These four countries can be viewed as representing different stages, from late to early, of a COVID-19 epidemic cycle. We solve for a model-implied effective reproduction number Rt each day so that the model closely replicates the daily number of currently infected cases in each country. Using the model-implied time series of Rt, we construct a smoothed version of the in-sample trajectory which is used to project the future evolution of Rt and the out-of-sample number of infected and closed cases (recovered or deceased). For the United States, the number of infected cases is projected to peak around July 19. For Brazil, the number of infected cases is projected to peak around July 24. We show that declines in measures of population mobility tend to precede declines in the model-implied reproduction numbers for each country. This pattern suggests that mandatory and voluntary stay-at-home behavior and social distancing in recent months has helped to reduce the effective reproduction number and reduce the spread of COVID-19.
Indicators and Data
China Cyclical Activity Tracker
The China Cyclical Activity Tracker, China CAT, is an alternative measure of China’s economic growth based on research in Fernald, Hsu, and Spiegel (2019).
Cyclical and Acyclical Core PCE Inflation
Cyclical and Acyclical Core PCE Inflation divides components of core personal consumption expenditures according to whether they move in tandem with economic cycles or are independent of the state of the overall economy.
Daily News Sentiment Index
The Daily News Sentiment Index is a high frequency measure of U.S. economic sentiment based on lexical analysis of economics-related news articles.
PCE Inflation Dispersion
PCE Inflation Dispersion statistics present a more detailed summary of the personal consumption expenditure price index (PCEPI), a measure of U.S. inflation. Included are measures of the distribution of price changes across categories and diffusion indices.
Tech Pulse
The Tech Pulse Index is an index of coincident indicators of activity in the U.S. information technology sector. It can be interpreted as a summary statistic that tracks the health of the tech sector in a timely manner.
Total Factor Productivity
Total Factor Productivity (TFP) presents a real-time, quarterly data series for the U.S. business sector, adjusted for variations in factor utilization—labor effort and capital’s workweek.
Treasury Yield Premiums
The Treasury yield premium model decomposes nominal bond yields of various maturities into three components: expectations of the average future short-term interest rate, a term premium, and a model residual.
Wage Rigidity Meter
The Wage Rigidity Meter offers a closer examination of the annual wage changes of U.S. workers that have not changed jobs over the year.
Weather-Adjusted Employment Change
This page provides estimates of weather-adjusted employment change in the United States for the past six months. The estimates are aggregated from county-level estimates of weather’s employment effects, which were derived from a county-level analysis of the short-run effects of unusual weather on employment growth.
