Differentiable, Filter Free Bayesian Estimation of DSGE Models Using Mixture Density Networks Staff Working Paper 2025-3 Chris Naubert I develop a method for Bayesian estimation of globally solved, non-linear macroeconomic models. The method uses a mixture density network to approximate the initial state distribution. The mixture density network results in more reliable posterior inference compared with the case when the initial states are set to their steady-state values. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Economic models JEL Code(s): C, C6, C61, C63, E, E3, E37, E4, E47
The Dynamics of Capital Flow Episodes Staff Working Paper 2016-9 Christian Friedrich, Pierre Guérin This paper proposes a novel methodology for identifying episodes of strong capital flows based on a regime-switching model. In comparison with the existing literature, a key advantage of our methodology is to estimate capital flow regimes without the need for context- and sample-specific assumptions. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, International financial markets, International topics, Monetary policy and uncertainty JEL Code(s): F, F2, F21, F3, F32, G, G1, G11
Combining Large Numbers of Density Predictions with Bayesian Predictive Synthesis Staff Working Paper 2023-45 Tony Chernis I show how to combine large numbers of forecasts using several approaches within the framework of a Bayesian predictive synthesis. I find techniques that choose and combine a handful of forecasts, known as global-local shrinkage priors, perform best. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods JEL Code(s): C, C1, C11, C5, C52, C53, E, E3, E37
A Blessing in Disguise: The Implications of High Global Oil Prices for the North American Market Staff Working Paper 2013-23 Ron Alquist, Justin-Damien Guénette We examine the implications of increased unconventional crude oil production in North America. This production increase has been made possible by the existence of alternative oil-recovery technologies and persistently elevated oil prices that make these technologies commercially viable. Content Type(s): Staff research, Staff working papers Research Topic(s): International topics, Recent economic and financial developments JEL Code(s): Q, Q4, Q41, Q43, Q47
April 16, 2006 Bank of Canada Review - Spring 2006 Cover page Depression Scrip The examples of Depression scrip illustrated here are part of the National Currency Collection of the Bank of Canada. Content Type(s): Publications, Bank of Canada Review
Fragility of Resale Markets for Securitized Assets and Policy of Asset Purchases Staff Working Paper 2016-46 Martin Kuncl Markets for securitized assets were characterized by high liquidity prior to the recent financial crisis and by a sudden market dry-up at the onset of the crisis. A general equilibrium model with heterogeneous investment opportunities and information frictions predicts that, in boom periods or mild recessions, the degree of adverse selection in resale markets for securitized assets is limited because of the reputation-based guarantees by asset originators. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Credit and credit aggregates, Economic models, Financial markets, Financial stability, Financial system regulation and policies JEL Code(s): E, E3, E32, E5, G, G0, G01, G2
Lagging Productivity Growth in the Service Sector: Mismeasurement, Mismanagement or Misinformation? Staff Working Paper 1997-6 Dinah Maclean While the service sector has been growing rapidly as a share of total output, aggregate productivity growth has generally lagged behind that of the goods sector. In this report, the author assesses a range of explanations for lagging service sector productivity growth. Content Type(s): Staff research, Staff working papers Research Topic(s): Productivity, Recent economic and financial developments JEL Code(s): L, L8, L80, O, O4, O47
Potential output in Canada: 2025 assessment Staff Analytical Note 2025-14 Selam Abraham, Dany Brouillette, Alex Chernoff, Christopher Hajzler, Stéphanie Houle, Mark Kim, Temel Taskin We explore two scenarios for potential output growth to gain insights into the economic consequences associated with different possible trade policies. Scenario 1 includes limited US tariffs on Canadian exports. Scenario 2 adds a permanent, broad-based 25% increase in US tariffs on imports from all countries excluding Canada and Mexico. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Economic models, Labour markets, Monetary policy, Potential output, Productivity JEL Code(s): E, E2, E3, E4, E5
June 13, 2013 The Market for Collateral: The Potential Impact of Financial Regulation Financial System Review - June 2013 Jorge Cruz Lopez, Royce Mendes, Harri Vikstedt Content Type(s): Publications, Financial System Review articles
Canadian Bitcoin Ownership in 2023: Key Takeaways Staff Discussion Paper 2025-4 Daniela Balutel, Marie-Hélène Felt, Doina Rusu The Bitcoin Omnibus Survey is an important tool for monitoring Canadians’ awareness and ownership of bitcoin and other cryptoassets over time. In this paper, we present data highlights from the 2023 survey. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods JEL Code(s): C, C8, C81, E, E4, O, O5, O51