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Working Paper
Monetary Policy, Uncertainty, and Communications
Garga, Vaishali; Herbst, Edward P.; McKay, Alisdair; Nicolo, Giovanni; Paustian, Matthias (2025-09-01)
We review the design and communication of monetary policy strategies that take into account risks and uncertainty. A key element in a robust monetary strategy is the concept of risk management, which is the weighing of key risks when setting policy. When risks to the outlook are balanced, the baseline outlook may be sufficient to guide policy decisions. However, risk-management considerations become important when risks are asymmetric. We discuss how robust simple interest rate rules and optimal control policy can incorporate risk-management considerations into the design of a monetary ...
Working Papers , Paper 25-11

Working Paper
Modeling the Evolution of Expectations and Uncertainty in General Equilibrium
Melosi, Leonardo; Bianchi, Francesco (2013-09-01)
We develop methods to solve general equilibrium models in which forward-looking agents are subject to waves of pessimism, optimism, and uncertainty that turn out to critically affect macroeconomic outcomes. Agents in the model are fully rational, conduct Bayesian learning, and they know that they do not know. Therefore, agents take into account that their beliefs will evolve according to what they will observe. This framework accommodates both gradual and abrupt changes in beliefs and allows for an analytical characterization of uncertainty. Shocks to beliefs affect economic dynamics and ...
Working Paper Series , Paper WP-2013-12

Working Paper
Macroeconomic Responses to Uncertainty Shocks: The Perils of Recursive Orderings
Kilian, Lutz; Plante, Michael D.; Richter, Alexander W. (2022-11-23)
A common practice in empirical macroeconomics is to examine alternative recursive orderings of the variables in structural vector autoregressive (VAR) models. When the implied impulse responses look similar, the estimates are considered trustworthy. When they do not, the estimates are used to bound the true response without directly addressing the identification challenge. A leading example of this practice is the literature on the effects of uncertainty shocks on economic activity. We prove by counterexample that this practice is invalid in general, whether the data generating process is a ...
Working Papers , Paper 2223

Report
Human capital investments and expectations about career and family
Zafar, Basit; Wiswall, Matthew (2016-08-01)
This paper studies how individuals believe human capital investments will affect their future career and family life. We conducted a survey of high-ability currently enrolled college students and elicited beliefs about how their choice of college major, and whether to complete their degree at all, would affect a wide array of future events, including future earnings, employment, marriage prospects, potential spousal characteristics, and fertility. We find that students perceive large ?returns" to human capital not only in their own future earnings, but also in a number of other dimensions ...
Staff Reports , Paper 792

Working Paper
The Nonlinear Effects of Uncertainty Shocks
Owyang, Michael T.; Kliesen, Kevin L.; Jackson, Laura E. (2018-11-16)
We consider the effects of uncertainty shocks in a nonlinear VAR that allows uncertainty to have amplification effects. When uncertainty is relatively low, fluctuations in uncertainty have small, linear effects. In periods of high uncertainty, the effect of a further increase in uncertainty is magnified. We find that uncertainty shocks in this environment have a more pronounced effect on real economic variables. We also conduct counterfactual experiments to determine the channels through which uncertainty acts. Uncertainty propagates through both the household consumption channel and through ...
Working Papers , Paper 2018-035

Working Paper
Pricing Poseidon: Extreme Weather Uncertainty and Firm Return Dynamics
Roth Tran, Brigitte; Kruttli, Mathias S.; Watugala, Sumudu W. (2019-07-17)
We investigate the uncertainty dynamics surrounding extreme weather events through the lens of option and stock markets by identifying market responses to the uncertainty regarding both potential hurricane landfall and subsequent economic impact. Stock options on firms with establishments exposed to the landfall region exhibit increases in implied volatility of 5-10 percent, reflecting impact uncertainty. Using hurricane forecasts, we show that landfall uncertainty and potential impact uncertainty are reflected in prices before landfall. We find no evidence that markets incorporate better ...
Finance and Economics Discussion Series , Paper 2019-054

Working Paper
Pricing Poseidon: Extreme Weather Uncertainty and Firm Return Dynamics
Kruttli, Mathias S.; Watugala, Sumudu W.; Roth Tran, Brigitte (2021-03-01)
We present a framework to identify market responses to uncertainty faced by firms regarding both the potential incidence of extreme weather events and subsequent economic impact. Stock options of firms with establishments in forecast and realized hurricane landfall regions exhibit large increases in implied volatility, reflecting significant incidence uncertainty and long-lasting impact uncertainty. Comparing ex ante expected volatility to ex post realized volatility by analyzing volatility risk premia changes shows that investors significantly underestimate extreme weather uncertainty. After ...
Working Paper Series , Paper 2021-23

Working Paper
Attention and a Paradox of Uncertainty
Chiang, Yu-Ting (2024-10-08)
I show that macroeconomic uncertainty during recessions can arise from people paying more attention to aggregate events. When information is dispersed, people's attempts to acquire more information can lead to higher aggregate volatility, forecast dispersion, and uncertainty about aggregate output. Information rigidity is reduced, consistent with evidence in forecast surveys, and distinct from the prediction of exogenous volatility shocks. When the model is calibrated to U.S. data, endogenous attention accounts for half of the observed fluctuations in volatility, forecast dispersion, and ...
Working Papers , Paper 2022-004

Speech
On the Optimal Supply of Reserves
Williams, John C. (2025-05-22)
Remarks at the New York Fed – Columbia SIPA Monetary Policy Implementation Workshop, Federal Reserve Bank of New York, New York City.
Speech

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