On the Advantages of Disaggregated Data: Insights from Forecasting the U.S. Economy in a Data-Rich Environment Staff Working Paper 2010-10 Nikita Perevalov, Philipp Maier The good forecasting performance of factor models has been well documented in the literature. While many studies focus on a very limited set of variables (typically GDP and inflation), this study evaluates forecasting performance at disaggregated levels to examine the source of the improved forecasting accuracy, relative to a simple autoregressive model. We use the latest revision of over 100 U.S. time series over the period 1974-2009 (monthly and quarterly data). Content Type(s): Staff research, Staff working papers Topic(s): Econometric and statistical methods, International topics JEL Code(s): C, C5, C50, C53, E, E3, E37, E4, E47
Real Time Detection of Structural Breaks in GARCH Models Staff Working Paper 2009-31 Zhongfang He, John M. Maheu A sequential Monte Carlo method for estimating GARCH models subject to an unknown number of structural breaks is proposed. Particle filtering techniques allow for fast and efficient updates of posterior quantities and forecasts in real time. Content Type(s): Staff research, Staff working papers Topic(s): Econometric and statistical methods, Financial markets JEL Code(s): C, C1, C11, C15, C2, C22, C5, C53
Structural Inflation Models with Real Wage Rigidities: The Case of Canada Staff Working Paper 2009-21 Jean-Marie Dufour, Lynda Khalaf, Maral Kichian Real wage rigidities have recently been proposed as a way of building intrinsic persistence in inflation within the context of New Keynesian Phillips Curves. Using two recent illustrative structural models, we evaluate empirically the importance of real wage rigidities in the data and the extent to which such models provide useful information regarding price stickiness. Content Type(s): Staff research, Staff working papers Topic(s): Econometric and statistical methods, Inflation and prices, Labour markets JEL Code(s): C, C1, C13, C5, C52, E, E3, E31
Structural Multi-Equation Macroeconomic Models: Identification-Robust Estimation and Fit Staff Working Paper 2009-19 Jean-Marie Dufour, Lynda Khalaf, Maral Kichian Weak identification is likely to be prevalent in multi-equation macroeconomic models such as in dynamic stochastic general equilibrium setups. Identification difficulties cause the breakdown of standard asymptotic procedures, making inference unreliable. Content Type(s): Staff research, Staff working papers Topic(s): Econometric and statistical methods, Inflation and prices JEL Code(s): C, C5, C52, C53, E, E3, E37
Assessing Indexation-Based Calvo Inflation Models Staff Working Paper 2009-7 Jean-Marie Dufour, Lynda Khalaf, Maral Kichian Using identification-robust methods, the authors estimate and evaluate for Canada and the United States various classes of inflation equations based on generalized structural Calvo-type models. The models allow for different forms of frictions and vary in their assumptions regarding the type of price indexation adopted by firms. Content Type(s): Staff research, Staff working papers Topic(s): Econometric and statistical methods, Inflation and prices JEL Code(s): C, C1, C13, C5, C52, E, E3, E31
A Structural VAR Approach to Core Inflation in Canada Staff Discussion Paper 2008-10 Sylvain Martel The author constructs a measure of core inflation using a structural vector autoregression containing oil-price growth, output growth, and inflation. This "macro-founded" measure of inflation forecasts total inflation at least as well as other, atheoretical measures. Content Type(s): Staff research, Staff discussion papers Topic(s): Inflation and prices JEL Code(s): C, C5, C53, E, E3, E31
On Portfolio Separation Theorems with Heterogeneous Beliefs and Attitudes towards Risk Staff Working Paper 2008-16 Fousseni Chabi-Yo, Eric Ghysels, Eric Renault The early work of Tobin (1958) showed that portfolio allocation decisions can be reduced to a two stage process: first decide the relative allocation of assets across the risky assets, and second decide how to divide total wealth between the risky assets and the safe asset. This so called twofund separation relies on special assumptions on either returns or preferences. Content Type(s): Staff research, Staff working papers Topic(s): Financial markets, Market structure and pricing JEL Code(s): C, C5, C52, D, D5, D58, G, G1, G11, G12
Inflation Targeting and Price-Level-Path Targeting in the GEM: Some Open Economy Considerations Staff Working Paper 2008-6 Donald Coletti, René Lalonde, Dirk Muir This paper compares the performance of simple inflation targeting (IT) and price-level path targeting (PLPT) rules to stabilize the macroeconomy, in response to a series of shocks, similar to those seen in Canada and the United States over the 1983 to 2004 period. Content Type(s): Staff research, Staff working papers Topic(s): Economic models, Inflation and prices, Inflation: costs and benefits, Monetary policy framework JEL Code(s): C, C5, C51, C52, E, E1, E17, E3, E31, E5, E52
Estimation and Inference by the Method of Projection Minimum Distance Staff Working Paper 2007-56 Òscar Jordà, Sharon Kozicki A covariance-stationary vector of variables has a Wold representation whose coefficients can be semi-parametrically estimated by local projections (Jordà, 2005). Substituting the Wold representations for variables in model expressions generates restrictions that can be used by the method of minimum distance to estimate model parameters. Content Type(s): Staff research, Staff working papers Topic(s): Econometric and statistical methods JEL Code(s): C, C3, C32, C5, C53, E, E4, E47
Implications of Asymmetry Risk for Portfolio Analysis and Asset Pricing Staff Working Paper 2007-47 Fousseni Chabi-Yo, Dietmar Leisen, Eric Renault Asymmetric shocks are common in markets; securities' payoffs are not normally distributed and exhibit skewness. This paper studies the portfolio holdings of heterogeneous agents with preferences over mean, variance and skewness, and derives equilibrium prices. Content Type(s): Staff research, Staff working papers Topic(s): Financial markets, Market structure and pricing JEL Code(s): C, C5, C52, D, D5, D58, G, G1, G11, G12