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
The Size and Characteristics of Informal (“Gig”) Work in Canada Staff Analytical Note 2019-6 Olena Kostyshyna, Corinne Luu Underlying wage growth has fallen short of what would be consistent with an economy operating with little or no slack. While many factors could explain this weakness, the availability of additional labour resources from informal (“gig”) work—not fully captured in standard measures of employment and hours worked—may play a role. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Labour markets, Recent economic and financial developments JEL Code(s): E, E2, E24, E26, J, J2, J20, J3, J30, J4
Commodity Price Co-Movement and Global Economic Activity Staff Working Paper 2014-32 Ron Alquist, Olivier Coibion Guided by a macroeconomic model in which non-energy commodity prices are endogenously determined, we apply a new factor-based identification strategy to decompose the historical sources of changes in commodity prices and global economic activity. Content Type(s): Staff research, Staff working papers Research Topic(s): Economic models, International topics JEL Code(s): E, E3, F, F4
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
Assessing global potential output growth: April 2025 Staff Analytical Note 2025-15 Samuel Boulanger, Raheeb Dastagir, Daniel de Munnik, Eshini Ekanayake, Kun Mo, Walter Muiruri, Faiza Noor, Sabreena Obaid, Louis Poirier This note presents the annual update of Bank of Canada staff estimates for growth in global potential output. These estimates served as key inputs to the analysis supporting the April 2025 Monetary Policy Report. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Potential output, Productivity JEL Code(s): E, E1, E2, F, F0, F1, O, O3, O33, O4
December 10, 2013 The Residential Mortgage Market in Canada: A Primer Financial System Review - December 2013 Allan Crawford, Césaire Meh, Jie Zhou Content Type(s): Publications, Financial System Review articles
June 17, 2019 Flexible Exchange Rates, Commodity Prices and Price Stability Remarks Lawrence L. Schembri Economics Society of Northern Alberta (ESNA) Edmonton, Alberta Deputy Governor Lawrence Schembri speaks before the Economics Society of Northern Alberta (ESNA). Content Type(s): Press, Speeches and appearances, Remarks Research Topic(s): Exchange rate regimes, Exchange rates, Financial markets, Inflation targets, Monetary policy framework
A Consistent Test for Multivariate Conditional Distributions Staff Working Paper 2009-34 Fuchun Li, Greg Tkacz We propose a new test for a multivariate parametric conditional distribution of a vector of variables yt given a conditional vector xt. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods JEL Code(s): C, C1, C12, C2, C22
The Propagation of U.S. Shocks to Canada: Understanding the Role of Real-Financial Linkages Staff Working Paper 2010-40 Kimberly Beaton, René Lalonde, Stephen Snudden This paper examines the transmission of U.S. real and financial shocks to Canada and, in particular, the role of financial frictions in affecting the transmission of these shocks. These questions are addressed within the Bank of Canada's Global Economy Model (de Resende et al. forthcoming), a dynamic stochastic general-equilibrium model with an active banking sector and a detailed role for financial frictions. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Economic models, International topics JEL Code(s): E, E2, E21, E27, E3, E32, F, F3, F36, F4, F40
The Welfare Cost of Inflation Revisited: The Role of Financial Innovation and Household Heterogeneity Staff Working Paper 2018-40 Shutao Cao, Césaire Meh, José-Víctor Ríos-Rull, Yaz Terajima We document that, across households, the money consumption ratio increases with age and decreases with consumption, and that there has been a large increase in the money consumption ratio during the recent era of very low interest rates. We construct an overlapping generations (OLG) model of money holdings for transaction purposes subject to age (older households use more money), cohort (younger generations are exposed to better transaction technology), and time effects (nominal interest rates affect money holdings). Content Type(s): Staff research, Staff working papers Research Topic(s): Inflation: costs and benefits JEL Code(s): E, E2, E21, E4, E41