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28 January 2021

Vox: Moral hazard, the fear of the markets, and how central banks responded to Covid-19


While some Fed interventions had little or no impact on market fear, the most powerful were the US dollar swap lines, which strongly reduced the perceived likelihood of global market losses decades into the future. The results suggest that the Fed's relative global role has been strengthened, possibly at the cost of increased moral hazard.

While the direct economic consequences of Covid-19 have been significant, the impact on the financial markets has been more nuanced. This column uses a unique data set on the financial markets’ fears and perceptions of long-run financial risk to identify how Covid-19, and particularly Fed policy responses to Covid-19, affected global market fears.


The direct economic consequences of Covid-19 have been significant (Baldwin and Weder di Mauro 2020) but the impact on the financial markets has been more nuanced, with considerable disruption but no crisis – unlike in 2008 – perhaps thanks to prompt central bank responses.  

While central bank interventions did alleviate immediate market fears, it remains an open question whether that success came at the expense of higher longer-term moral hazard and the increased global importance of the US Federal Reserve.

Shedding more light on those issues motivates our companion work (Bevilacqua et al. 2021), where we document how the various categories of Fed policy responses at the height of the Covid-19 crisis affected market fears across a wide range of countries, maturities, levels of losses and assets.

Data and methodology

Our empirical investigation is based on a uniquely rich global options data set provided by the data vendor IHS Markit, containing maturities ranging from one week to 30 years, strike prices from drops up to 80% all the way to 200% price increases, across 242 indices and 3,334 individual stocks.  We use the options data to obtain a time series of the risk-neutral distribution of market outcomes – the term structure of fear – the main ingredient in our empirical analysis. We show a snapshot of the data in Figure 1.

Figure 1 Probabilities (risk-neutral) of a 20% or higher drop in the S&P 500 over the next month, year and decade. 

The difference between how the markets saw the 2008 and the Covid crises is remarkable. The increase in fear was much more fleeting in 2020, and then mostly manifesting in short-term risk. 

In order to better understand the reactions to the Fed interventions in the Covid crisis, we classify them into five categories.

1. Wider economy support: Credit to households, businesses and the public sector
2. Interest rate changes and forward guidance
3. Liquidity support for domestic financial markets
4. Macroprudential regulations
5. US dollar swap lines and FIMA repo facility

We run a series of regressions, with either the one day change in the perceived quantile of expected losses or volatility (VIX) as dependent variables and policy announcements and controls as exogenous variables, and do this across a wider range of maturities and levels of losses, identifying the policy shocks by their immediate impact. Below we only report the quantiles changes, termed fear, but the companion paper does both... 

full paper Vox



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