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 JEL Code(s): C, C6, C61, C63, E, E3, E37, E4, E47 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models
July 15, 2026 Monetary Policy Report—July 2026—Risks The evolution of Canada’s trade relationship with the United States and the war in the Middle East remain the two most important risks to the outlook for inflation.
January 16, 2025 Back to normal for the balance sheet Speech summary Toni Gravelle VersaFi (formerly Women in Capital Markets) Toronto, Ontario Deputy Governor Toni Gravelle provides an update on when quantitative tightening will end and explains how the Bank of Canada will manage its balance sheet going forward. Content Type(s): Press, Speeches and appearances, Speech summaries Subject(s): Financial system, Financial markets, Financial stability, Funds management
April 29, 2026 Monetary Policy Report—April 2026—Overview Before the outbreak of the war in the Middle East, the Canadian economy was evolving as expected. Since the war began, oil prices have risen, pushing inflation up, and the outlook has become more uncertain.
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
June 2, 2022 Navigating high inflation Speech summary Paul Beaudry Gatineau Chamber of Commerce Gatineau, Quebec On June 1, the Bank of Canada decided to increase its policy interest rate by half a percentage point. Speaking the next day, Deputy Governor Paul Beaudry explains why inflation has been higher than expected and what we are doing to get it back to our 2% target. Content Type(s): Press, Speeches and appearances, Speech summaries Subject(s): Financial system, Financial stability, Monetary policy, Economy/Economic growth, Inflation, Inflation targeting framework
October 23, 2024 Monetary Policy Report—October 2024—In focus: Prices change all the time, and some change more often than others. How often prices change can affect how quickly shifts in economic conditions affect inflation.
September 23, 2021 Delivering on Our Promise: Putting our plan into action Read a message from Governor Macklem and learn more about our planning framework and how we will put our strategic plan into action.
Best Before? Expiring Central Bank Digital Currency and Loss Recovery Staff working paper 2021-67 Charles M. Kahn, Maarten van Oordt, Yu Zhu We consider introducing an expiry date for offline digital currency balances. Consumers whose digital cash expired would automatically receive the funds back into their online account. This functionality could increase demand for digital cash, with the time to expiry playing a key role. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E41, E42 Research Theme(s): Money and payments, Digital assets and fintech, Payment and financial market infrastructures
Potential Output in Canada: 2019 Reassessment Staff analytical note 2019-10 Dany Brouillette, Julien Champagne, Carol Khoury, Natalia Kyui, Jeffrey Mollins, Youngmin Park Potential output is expected to grow on average at 1.8 per cent over 2019–21 and at 1.9 per cent in 2022. While the contribution of trend labour input to potential output growth is expected to decrease between 2019 and 2022, the contribution of trend labour productivity is projected to increase. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E0, E00, E2, E22, E23, E24, E3, E37, E6 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply, Digitalization and productivity