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
Can Media and Text Analytics Provide Insights into Labour Market Conditions in China? Staff working paper 2018-12 Jeannine Bailliu, Xinfen Han, Mark Kruger, Yu-Hsien Liu, Sri Thanabalasingam The official Chinese labour market indicators have been seen as problematic, given their small cyclical movement and their only-partial capture of the labour force. In our paper, we build a monthly Chinese labour market conditions index (LMCI) using text analytics applied to mainland Chinese-language newspapers over the period from 2003 to 2017. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C3, C38, C5, C55, E, E2, E24, E27 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
March 2, 2017 Thermometer Rising—Climate Change and Canada’s Economic Future Remarks Timothy Lane Finance and Sustainability Initiative Montréal, Quebec Deputy Governor Tim Lane discusses the implications of climate change—and actions to address it—for Canada’s economy and financial system. Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Financial system, Financial markets, Financial stability, Monetary policy, Economic models, Economy/Economic growth
January 31, 2019 Canada’s job market is solid, but some key questions remain, Senior Deputy Governor Wilkins says Media Relations Toronto, Ontario While the labour market in Canada is in good shape overall, answers to some key questions will help provide insight into slower-than-expected wage growth, Senior Deputy Governor Carolyn A. Wilkins said today. Content Type(s): Press, Press releases
September 10, 2020 Supporting growth and greater opportunity Speech summary Tiff Macklem Canadian Chamber of Commerce Ottawa, Ontario Governor Tiff Macklem outlines how the COVID-19 recession has had an uneven impact on Canadians and discusses the Bank’s decision yesterday to leave the policy rate unchanged. Content Type(s): Press, Speeches and appearances, Speech summaries Subject(s): Financial system, Financial stability, Monetary policy, Economy/Economic growth, Inflation targeting framework
January 31, 2020 Research Update - January 2020 This monthly newsletter features the latest research publications by Bank of Canada economists including external publications and working papers published on the Bank of Canada’s website. Content Type(s): Staff research, Research newsletters
April 13, 2016 Monetary Policy Report Press Conference Opening Statement Opening statement Stephen S. Poloz, Carolyn A. Wilkins Ottawa, Ontario Governor Stephen S. Poloz discusses key issues involved in the Governing Council’s deliberations about the policy rate decision and the MPR. Content Type(s): Press, Speeches and appearances, Opening statements Subject(s): Financial system, Financial markets, Monetary policy, Economy/Economic growth, Inflation, Inflation targeting framework
Implementing Cross-Border Interbank Lending in BoC-GEM-FIN Staff discussion paper 2016-19 Malik Shukayev, Argyn Toktamyssov BIS interbank lending data show that the Great Recession generated large and persistent changes in the international interbank lending positions of various countries. The main objective of this study is to understand the role of changes in international interbank credit flows in transmitting shocks across borders. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E2, E27, E3, E37, F, F4, F47 Research Theme(s): Financial system, Financial institutions and intermediation, Models and tools, Economic models, Structural challenges, International trade, finance and competitiveness
June 9, 2011 Annual Report 2010 In 2010, the economic recovery became firmly entrenched. The Bank’s Annual Report provides a Message from the Governor, highlights key achievements over the year, describes the Bank’s corporate governance, presents its financial statements, and discusses financial results. Content Type(s): Publications, Annual Report
On the Nexus of Monetary Policy and Financial Stability: Is the Financial System More Resilient? Staff discussion paper 2016-12 Patricia Palhau Mora, Michael Januska Monetary policy and financial stability are closely intertwined, and the resilience of the financial system carries weight in this relationship. This paper explores whether the financial system is more resilient as a result of the G20’s post-crisis agenda for financial regulatory reform. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E5, E52, G, G0, G01, G2, G21, G23, G28 Research Theme(s): Financial system, Financial stability and systemic risk, Financial system regulation and oversight, Monetary policy, Monetary policy framework and transmission