Missing data for return predictors is a common problem in cross sectional asset pricing. Most papers do not explicitly discuss how they deal with missing data but conventional treatments focus on the subset of firms with no missing data for any predictor or impute the unconditional mean. Both...

Inflation expectations of households and firms are central determinants in all dynamic macro models. Yet, empirical evidence suggests these decision makers form expectations in a way that deviates from the assumptions in these models: on average, inflation expectations are biased upwards, are...

Monetary policy shocks have a large impact on stock returns in narrow windows around press releases by the Federal Reserve. We use spatial autoregressions to decompose the overall effect of monetary policy shocks into a direct effect and an indirect (network) effect. We attribute 50%-85% of the...

We propose a nonparametric method to test which characteristics provide independent information for the cross section of expected returns. We use the adaptive group LASSO to select characteristics and to estimate how they affect expected returns nonparametrically. Our method can handle a large...

We construct a slope factor from changes in federal funds futures of different horizons. Slope predicts stock returns at the weekly frequency: faster monetary policy easing positively predicts excess returns. Investors can achieve increases in weekly Sharpe ratios of 20% conditioning on the...

Unconventional fiscal policy uses announcements of future increases in consumption taxes to generate inflation expectations and accelerate consumption expenditure. It is budget neutral and time consistent. We exploit a unique natural experiment for an empirical test of the effectiveness of...

As of January 2022, a total of 3,856 social protection and labor measures were planned or implemented by 223 economies. This constitutes a net increase of 523 measures, or 15.6 percent since the last update in May 2021. While noteworthy, such increase is the lowest among net additions observed...

Most support programs targeted at small firms in low- and middle-income countries fail to generate transformative effects at a large scale due to poor targeting, too little flexibility, and the limited size of the support, among others. This paper assesses the short-term effects of a randomized...

We use a large-scale representative survey of households from October 19-21 that elicits respondents’ expectations about the presidential election’s outcome as well as their economic expectations to document several new facts. First, people disagree strongly about the likely outcome of the...

We use a large-scale representative survey of households from October 19-21 that elicits respondents’ expectations about the presidential election’s outcome as well as their economic expectations to document several new facts. First, people disagree strongly about the likely outcome of the...