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Macro

On uncertainty measures

Posted by e-axes on October 8, 2020

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Is cross-sectional uncertainty acyclical?

In this paper, Dew-Becker and Giglio construct a novel option-implied measure of cross-sectional uncertainty. The measure is defined as the average firm-level option-implied conditional variance minus market implied conditional variance. Under general conditions, that gap measures the average variance of the residual from a regression of each stock’s return on that of the market. Because it is constructed from market prices, the measure is forward-looking, and is available continuously, in real time, making it particularly useful for policymakers. In addition, the measure is available for a long span of time (40 years), including six recessions. Their findings include:

  • Cross-sectional uncertainty is approximately acyclical overall and has little unconditional ability to forecast changes in future real activity. Overall, sometimes the data is consistent with models in which uncertainty shocks have causal negative effects on the economy, while in other periods it is consistent with models in which cross-sectional uncertainty is high following good shocks;
  • When comparing cross-sectional uncertainty in Switzerland, Germany, France, Great Britain, the Netherlands, and the constituents of the Euro Stoxx 50 index to the one in the U.S., they find a strong correlation even though the path of aggregate output in Europe over the period of 01/2002 to 5/2020 was very different from the US (a number of these countries went into recessions around 2012).



Cross-Sectional Uncertainty and the Business Cycle: Evidence from 40 Years of Options Data
Authors: Ian Dew-Becker, Stefano Giglio
From: Northwestern University, Yale University

Uncertainty during COVID in Europe

In this paper Oscar Claveria examines the evolution of business and consumer uncertainty amid the Coronavirus pandemic in 32 European countries . He approximates uncertainty by using a geometric discrepancy indicator that allows him to quantify the proportion of disagreement in business and consumer expectations. To that end he used information from all monthly forward-looking questions contained in Joint Harmonised Programme of Business and Consumer Surveys conducted by the European Commission. He finds:

  • In most cases, uncertainty/disagreement in the industry sector starts to decrease in April or May 2020;
  • In Belgium, Germany, Greece, Spain, Croatia, Latvia, Poland or Slovenia retail trade  disagreement shows an increasing trend as of June 2020. In Finland, Sweden, Lithuania, the Netherlands, Hungary, Portugal, Montenegro, and North Macedonia it is disagreement in the service sector  that maintains its growing trend;
  • In Austria and Slovakia industry disagreement does not decrease and shows an increasing trend in June 2020;
  • In most countries, around February 2020 consumer disagreement started to decrease sharply, while business disagreement had been rising since mid and late 2019.

Evolution of business and consumer uncertainty in the midst of the COVID-19 pandemic. A sector analysis in 32 European countries
Author: Oscar Claveria
From: University of Barcelona

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