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Open AccessJournal ArticleDOI

Monetary Policy in Real Time

TLDR
In this paper, a two-factor model that exploits, in real time, information on many time series to extract a twodimensional signal produces a degree of forecasting accuracy of the federal funds rate similar to that of the markets and, for output and inflation, similar to the Greenbook forecasts.
Abstract
We analyze the panel of the Greenbook forecasts (sample 1970-1996) and a large panel of monthly variables for the United States (sample 1970-2003) and show that the bulk of dynamics of both the variables and their forecasts is explained by two shocks. A two-factor model that exploits, in real time, information on many time series to extract a two-dimensional signal produces a degree of forecasting accuracy of the federal funds rate similar to that of the markets and, for output and inflation, similar to that of the Greenbook forecasts. This leads us to conclude that the stochastic dimension of the U.S. economy is two. We also show that dimension two is generated by a real and nominal shock, with output mainly driven by the real shock, and inflation mainly driven by the nominal shock. The implication is that, by tracking any forecastable measure of real activity and price dynamics, the central bank can track all fundamental dynamics in the economy.

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Journal ArticleDOI

Large Bayesian vector auto regressions

TL;DR: In this article, the authors show that vector auto regression with Bayesian shrinkage is an appropriate tool for large dynamic models and that large VARs with shrinkage produce credible impulse responses and are suitable for structural analysis.
Journal ArticleDOI

Disentangling the Channels of the 2007–09 Recession

TL;DR: This paper examined the macroeconomic dynamics of the 2007-09 recession in the United States and the subsequent slow recovery using a dynamic factor model with 200 variables and reached three main conclusions: although many of the events of 2007-2009 collapse were unprecedented, their net effect was to produce macro shocks that were larger versions of shocks previously experienced, to which the economy responded in a historically predictable way.
Journal ArticleDOI

A quasi maximum likelihood approach for large approximate dynamic factor models

TL;DR: In this article, the authors show that the common factors based on maximum likelihood are consistent for the size of the cross-section (n) and the sample size (T) going to infinity along any path of n and T and therefore maximum likelihood is viable for n large.
Posted Content

Forecasting Using a Large Number of Predictors: Is Bayesian Regression a Valid Alternative to Principal Components?

TL;DR: In this article, the authors consider Bayesian regression with normal and double-exponential priors as forecasting methods based on large panels of time series and show that these forecasts are highly correlated with principal component forecasts and that they perform equally well for a wide range of prior choices.
Journal ArticleDOI

A two-step estimator for large approximate dynamic factor models based on Kalman filtering

TL;DR: In this paper, the authors show consistency of a two-step estimation of the factors in a dynamic approximate factor model when the panel of time series is large (n large), in the first step, the parameters of the model are estimated from an OLS on principal components.
References
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Journal ArticleDOI

Discretion versus policy rules in practice

TL;DR: In this article, the authors examine how recent econometric policy evaluation research on monetary policy rules can be applied in a practical policymaking environment, and the discussion centers around a hypothetical but representative policy rule much like that advocated in recent research.
Journal ArticleDOI

Monetary policy rules and macroeconomic stability: Evidence and some theory

TL;DR: In this article, the authors estimate a forward-looking monetary policy reaction function for the postwar United States economy, before and after Volcker's appointment as Fed Chairman in 1979, and compare some of the implications of the estimated rules for the equilibrium properties of ineation and output, using a simple macroeconomic model.
ReportDOI

The Dynamic Effects of Aggregate Demand and Supply Disturbances

TL;DR: In this article, the authors interpret fluctuations in GNP and unemployment as due to two types of disturbances: disturbances that have a permanent effect on output and disturbances that do not, and they interpret the first as supply disturbances, the second as demand disturbances.
Journal ArticleDOI

Macroeconomic Forecasting Using Diffusion Indexes

TL;DR: This paper used principal component analysis (PCA) to predict macroeconomic time series variable using a large number of predictors, and the predictors were summarized using a small number of indexes constructed by principal component analyzer.
Posted Content

Determining the Number of Factors in Approximate Factor Models

TL;DR: In this paper, the authors developed some econometric theory for factor models of large dimensions and proposed some panel C(p) criteria and showed that the number of factors can be consistently estimated using the criteria.
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