A Three‐Frequency Dynamic Factor Model for Nowcasting Canadian Provincial GDP Growth Staff discussion paper 2017-8 Tony Chernis, Gabriella Velasco, Calista Cheung This paper estimates a three‐frequency dynamic factor model for nowcasting Canadian provincial gross domestic product (GDP). Canadian provincial GDP is released by Statistics Canada on an annual basis only, with a significant lag (11 months). Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C5, C53, E, E3, E32, E37, R, R1, R11 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models, Monetary policy, Real economy and forecasting
Financial Frictions, Durable Goods and Monetary Policy Staff working paper 2019-31 Ugochi Emenogu, Leo Michelis Financial frictions affect how much consumers spend on durable and non-durable goods. Borrowers can face both loan-to-value (LTV) constraints and payment-to-income (PTI) constraints. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E44, E5, E52 Research Theme(s): Financial system, Household and business credit, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
Security and convenience of a central bank digital currency Staff analytical note 2020-21 Charles M. Kahn, Francisco Rivadeneyra An anonymous token-based central bank digital currency (CBDC) would pose certain security risks to users. These risks arise from how balances are aggregated, from their transactional use and from the competition between suppliers of aggregation solutions. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E4, E42, G, G2, G21 Research Theme(s): Financial system, Financial system regulation and oversight, Money and payments, Digital assets and fintech, Payment and financial market infrastructures
Integrating Non-traditional Data and AI into Central Banking: A Canadian Perspective Staff analytical paper 2026-17 James Chapman, Ajit Desai, Maryam Haghighi, James (Jim) C. MacGee This paper reviews how central banks are integrating non traditional data and artificial intelligence (AI) into policy analysis and operations. Using the Bank of Canada’s experience, it examines emerging applications, governance challenges, and strategic choices for responsibly scaling AI to enhance insight, efficiency, and institutional resilience. Content Type(s): Staff research, Staff analytical paper JEL Code(s): C, C4, C45, C5, C55, C8, C88, L, L2, L23, M, M1, M15, O, O3, O33 Research Theme(s): Financial system, Financial stability and systemic risk, Monetary policy, Monetary policy tools and implementation, Money and payments, Payment and financial market infrastructures
June 8, 2017 Canada’s International Investment Position: Benefits and Potential Vulnerabilities Financial System Review - June 2017 Gabriel Bruneau, Maxime Leboeuf, Guillaume Nolin While greater global financial integration is beneficial, the authors discuss how foreign capital inflows can also facilitate the buildup of domestic vulnerabilities and potentially lead to destabilizing reversals. Canada’s current international investment position is typical of advanced economies and will likely continue to act as an economic stabilizer. However, the growth and composition of Canada’s international investment position warrant continued monitoring. Content Type(s): Publications, Financial System Review articles JEL Code(s): F, F2, F21, F3, F32, F34, F36, F4, F6
To Share or Not to Share? Uncovered Losses in a Derivatives Clearinghouse Staff working paper 2016-4 Radoslav Raykov This paper studies how the allocation of residual losses affects trading and welfare in a central counterparty. I compare loss sharing under two loss-allocation mechanisms – variation margin haircutting and cash calls – and study the privately and socially optimal degree of loss sharing. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G1, G19, G2, G21 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial stability and systemic risk, Money and payments, Payment and financial market infrastructures
A New Measure of Monetary Policy Shocks Staff working paper 2021-29 Xu Zhang Combining various high frequency financial data with central bank projections, I construct a new measure of monetary policy shocks not predictable by the public information preceding a central bank’s announcements. I then study the causal effects of monetary policy on the macro economy. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E5, G, G0 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models, Monetary policy, Monetary policy framework and transmission, Monetary policy tools and implementation
What Can Earnings Calls Tell Us About the Output Gap and Inflation in Canada? Staff discussion paper 2023-13 Marc-André Gosselin, Temel Taskin We construct new indicators of demand and supply for the Canadian economy by using natural language processing techniques to analyze earnings calls of publicly listed firms. Our results indicate that the new indicators could help central banks identify inflationary pressures in real time. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C1, C3, E, E3, E5 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
December 21, 2008 The Role of Bank Capital in the Propagation of Shocks Financial System Review - December 2008 Césaire Meh, Kevin Moran Content Type(s): Publications, Financial System Review articles
Does Unconventional Monetary and Fiscal Policy Contribute to the COVID Inflation Surge in the US? Staff working paper 2024-38 Jing Cynthia Wu, Yinxi Xie, Ji Zhang We assess whether unconventional monetary and fiscal policy implemented in response to the COVID-19 pandemic in the U.S. contribute to the 2021-2023 inflation surge through the lens of several different empirical methodologies and establish a null result. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E31, E5, E52, E6, E63 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Monetary policy tools and implementation