Model Averaging in Markov-Switching Models: Predicting National Recessions with Regional Data Staff Working Paper 2015-24 Pierre Guérin, Danilo Leiva-Leon This paper introduces new weighting schemes for model averaging when one is interested in combining discrete forecasts from competing Markov-switching models. In particular, we extend two existing classes of combination schemes – Bayesian (static) model averaging and dynamic model averaging – so as to explicitly reflect the objective of forecasting a discrete outcome. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Econometric and statistical methods JEL Code(s): C, C5, C53, E, E3, E32, E37
Optimal Monetary Policy According to HANK Staff Working Paper 2021-55 Sushant Acharya, Edouard Challe, Keshav Dogra We study optimal monetary policy in an analytically tractable Heterogeneous Agent New Keynesian model. In the model, the central bank has an incentive to reduce consumption inequality in addition to keeping economic activity at its efficient level and inflation stable. Content Type(s): Staff research, Staff working papers Research Topic(s): Economic models, Monetary policy JEL Code(s): E, E2, E21, E3, E30, E5, E52, E6, E62, E63
An Empirical Analysis of Foreign Exchange Reserves in Emerging Asia Staff Working Paper 2005-38 Marc-André Gosselin, Nicolas Parent Over the past few years, the ability of the United States to finance its current account deficit has been facilitated by massive purchases of U.S. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Financial stability, International topics JEL Code(s): C, C2, C23, F, F3, F31, G, G1, G15
May 15, 1999 Recent developments in the monetary aggregates and their implications Bank of Canada Review - Spring 1999 Joseph Atta-Mensah, Loretta Nott In its conduct of monetary policy, the Bank of Canada carefully monitors the pace of monetary expansion for indications about the outlook for inflation and economic activity. In recent years, a number of factors have distorted the growth of the traditional broad and narrow aggregates. In this article, the authors discuss the uncertainty surrounding the classification of deposit instruments that has resulted from the elimination of reserve requirements and from other financial innovations. They introduce two new measures of transactions balances, M1+ and M1++ (described more fully in a technical note in this issue of the Review), that internalize some of the substitutions that have occurred. They attribute the deceleration in M1 growth in 1998 partly to the declining influence of special factors, partly to a lagged response to interest rate increases in 1997 and early 1998, and partly to some temporary tightening in credit conditions in the autumn of 1998. The broad monetary aggregate M2++, which includes all personal savings deposits, life insurance annuities, and mutual funds, grew at a steady pace in 1998, presaging growth of about 4 to 5 per cent in total dollar spending and inflation inside the target range. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Monetary aggregates
Stability and Efficiency in Decentralized Two‐Sided Markets with Weak Preferences Staff Working Paper 2017-4 Radoslav Raykov Many decentralized markets are able to attain a stable outcome despite the absence of a central authority (Roth and Vande Vate, 1990). A stable matching, however, need not be efficient if preferences are weak. This raises the question whether a decentralized market with weak preferences can attain Pareto efficiency in the absence of a central matchmaker. Content Type(s): Staff research, Staff working papers Research Topic(s): Economic models JEL Code(s): C, C7, C78, D, D6, D61
June 22, 2005 Estimating the Impact of Monetary Policy Surprises on Fixed-Income Markets Bank of Canada Review - Summer 2005 Jason Andreou In the interest of better understanding the impact of the Bank of Canada's policy actions on bond and bill yields, Andreou assesses the impact of policy-rate announcements on short and long bonds over the period 1996 to 2004. To aid the analysis, policy actions are decomposed into expected and surprise components. He also examines whether the introduction of fixed announcement dates (FADs) has affected these results, including markets' perceptions. The main finding is that unexpected policy actions by the Bank have a significant effect on market rates at the shorter end of the yield curve, with the effect dissipating as the maturity increases. A second finding, that the impact on longer-term interest rates of a surprise action by the Bank has diminished since the introduction of the FADs, suggests that the Bank's long-term policy goals are well understood and credible. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Credibility, Financial markets, Monetary policy and uncertainty
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 Research Topic(s): Financial markets, Market structure and pricing JEL Code(s): C, C5, C52, D, D5, D58, G, G1, G11, G12
Tracking Canadian Trend Productivity: A Dynamic Factor Model with Markov Switching Staff Discussion Paper 2007-12 Michael Dolega The author attempts to track Canadian labour productivity over the past four decades using a multivariate dynamic factor model that, in addition to the labour productivity series, includes aggregate compensation and consumption information. Productivity is assumed to switch between two regimes (the high-growth state and the low-growth state) with different trend growth rates according to […] Content Type(s): Staff research, Staff discussion papers Research Topic(s): Productivity JEL Code(s): C, C3, C32, O, O4, O5, O51
The Equity Premium and the Volatility Spread: The Role of Risk-Neutral Skewness Staff Working Paper 2009-20 Bruno Feunou, Jean-Sébastien Fontaine, Roméo Tedongap We introduce the Homoscedastic Gamma [HG] model where the distribution of returns is characterized by its mean, variance and an independent skewness parameter under both measures. The model predicts that the spread between historical and risk-neutral volatilities is a function of the risk premium and of skewness. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets JEL Code(s): G, G1, G12, G13
December 9, 2010 Financial System Review - December 2010 Although the global financial system continues to recover gradually from the unprecedented dislocations experienced in recent years, significant downside risks remain. Market concerns over acute fiscal strains in some euro-area countries have intensified sharply in recent weeks.FSR Highlights - December 2010 Content Type(s): Publications, Financial Stability Report