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Revisiting useful approaches to data-rich macroeconomic forecasting
Kapetanios, George; Groen, Jan J. J. (2008)
This paper analyzes the properties of a number of data-rich methods that are widely used in macroeconomic forecasting, in particular principal components (PC) and Bayesian regressions, as well as a lesser-known alternative, partial least squares (PLS) regression. In the latter method, linear, orthogonal combinations of a large number of predictor variables are constructed such that the covariance between a target variable and these common components is maximized. Existing studies have focused on modelling the target variable as a function of a finite set of unobserved common factors that ...
Staff Reports , Paper 327

Working Paper
Modeling Time-Varying Uncertainty of Multiple-Horizon Forecast Errors
Clark, Todd E.; McCracken, Michael W.; Mertens, Elmar (2017-08-28)
We develop uncertainty measures for point forecasts from surveys such as the Survey of Professional Forecasters, Blue Chip, or the Federal Open Market Committee's Summary of Economic Projections. At a given point of time, these surveys provide forecasts for macroeconomic variables at multiple horizons. To track time-varying uncertainty in the associated forecast errors, we derive a multiple-horizon specification of stochastic volatility. Compared to constant-variance approaches, our stochastic-volatility model improves the accuracy of uncertainty measures for survey forecasts.
Working Papers , Paper 2017-026

Working Paper
The stimulative effect of forward guidance
Gavin, William T.; Keen, Benjamin D.; Richter, Alexander W.; Throckmorton, Nathaniel A. (2013)
This paper examines the stimulative effect of central bank forward guidance?the promise to keep future policy rates lower than its policy rule suggests?when the short-term nominal interest rate is stuck at its zero lower bound (ZLB).We utilize a standard New Keynesian model in which forward guidance enters our model as news shocks to the monetary policy rule. Three key findings emerge: (1) Forward guidance is more stimulative at the ZLB when households believe the economic recovery will be strong. When households expect a weak recovery or initially have low confidence in the economy, forward ...
Working Papers , Paper 2013-38

Working Paper
Three Scenarios for Interest Rates in the Transition to Normalcy
Cooke, Diana A.; Gavin, William T. (2014-10-03)
This article develops time-series models to represent three alternative, potential monetary policy regimes as monetary policy returns to normal. The first regime is a return to the high and volatile inflation rate of the 1970s. The second regime, the one that most Federal Reserve officials and business economists expect, is a return to the credible low inflation policy that characterized the U.S. economy from 1983 to 2007, a period that has come to be known as the Great Moderation. The third regime is one in which policymakers decide to keep policy interest rates at or near zero for the ...
Working Papers , Paper 2014-27

Working Paper
How Persistent Are Unconventional Monetary Policy Effects?
Neely, Christopher J. (2014-02-09)
Event studies show that the Federal Reserve?s announcements of forward guidance and large Scale asset purchases had large and desired effects on asset prices but they do not tell us how long such effects last. Wright (2012) used a structural vector autoregression (SVAR) to argue that unconventional policies have very transient effects on bond yields, with half-lives of 3 to 6 months. The present paper shows, however, that the SVAR is very possibly misspecified, structurally unstable, forecasts very poorly and therefore delivers spurious inference. In addition, the implied in-sample return ...
Working Papers , Paper 2014-4

Working Paper
Inflation Uncertainty and Disagreement in Bond Risk Premia
D'Amico, Stefania; Orphanides, Athanasios (2014-01-11)
This paper examines the relation between variations in perceived inflation uncertainty and bond premia. Using the subjective probability distributions available in the Survey of Professional Forecasters we construct a quarterly time series of average individual uncertainty about inflation forecasts since 1968. We show that this ex-ante measure of inflation uncertainty differs importantly from measures of disagreement regarding inflation forecasts and other proxies, such as model-based ex-post measures of macroeconomic risk. Inflation uncertainty is an important driver of bond premia, but the ...
Working Paper Series , Paper WP-2014-24

Working Paper
A Sequential Bargaining Model of the Fed Funds Market with Excess Reserves
Schulhofer-Wohl, Sam; Clouse, James A. (2018-05-01)
We model bargaining between non-bank investors and heterogeneous bank borrowers in the federal funds market. The analysis highlights how the federal funds rate will respond to movements in other money market interest rates in an environment with elevated levels of excess reserves. The model predicts that the administered rate offered through the Federal Reserve's overnight reverse repurchase agreement facility influences the fed funds rate even when the facility is not used. Changes in repo rates pass through to the federal funds rate, but by less than one-for-one. We calibrate the model to ...
Working Paper Series , Paper WP-2018-8

Working Paper
Taylor Rule Estimation by OLS
Tristao, Tiago; Nechio, Fernanda; Carvalho, Carlos (2018-09-06)
Ordinary Least Squares (OLS) estimation of monetary policy rules produces potentially inconsistent estimates of policy parameters. The reason is that central banks react to variables, such as inflation and the output gap, which are endogenous to monetary policy shocks. Endogeneity implies a correlation between regressors and the error term, and hence, an asymptotic bias. In principle, Instrumental Variables (IV) estimation can solve this endogeneity problem. In practice, IV estimation poses challenges as the validity of potential instruments also depends on other economic relationships. We ...
Working Paper Series , Paper 2018-11

Working Paper
The Long-Run Effects of Monetary Policy
Singh, Sanjay R.; Jordà, Òscar; Taylor, Alan M. (2020-01-16)
Is the effect of monetary policy on the productive capacity of the economy long lived? Yes, in fact we find such impacts are significant and last for over a decade based on: (1) merged data from two new international historical databases; (2) identification of exogenous monetary policy using the macroeconomic trilemma; and (3) improved econometric methods. Notably, the capital stock and total factor productivity (TFP) exhibit hysteresis, but labor does not. Money is non-neutral for a much longer period of time than is customarily assumed. A New Keynesian model with endogenous TFP growth can ...
Working Paper Series , Paper 2020-01

Working Paper
Inflation Globally
Jordà, Òscar; Nechio, Fernanda (2018-12-07)
The Phillips curve remains central to stabilization policy. Increasing financial linkages, international supply chains, and managed exchange rate policy have given core currencies an outsized influence on the domestic affairs of world economies. We exploit such influence as a source of exogenous variation to examine the effects of the recent financial crisis on the Phillips curve mechanism. Using a difference-in-differences approach, and comparing countries before and after the 2008 financial crisis sorted by whether they endured or escaped the crisis, we are able to assess the evolution of ...
Working Paper Series , Paper 2018-15

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