June 25, 2005 Changes in the Indicator Properties of Narrow Monetary Aggregates Bank of Canada Review - Summer 2005 Tracy Chan, Ramdane Djoudad, Jackson Loi Although many countries have abandoned monetary targeting in recent decades, monetary aggregates are still useful indicators of future economic activity. Past research has shown that, compared with other monetary aggregates and expressed in real terms, net M1 and gross M1 have traditionally provided superior leading information for output growth. Content Type(s): Publications, Bank of Canada Review articles
Can the Common-Factor Hypothesis Explain the Observed Housing Wealth Effect? Staff working paper 2016-62 Narayan Bulusu, Jefferson Duarte, Carles Vergara-Alert The common-factor hypothesis is one possible explanation for the housing wealth effect. Under this hypothesis, house price appreciation is related to changes in consumption as long as the available proxies for the common driver of housing and non-housing demand are noisy and housing supply is not perfectly elastic. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E21, R, R3, R31 Research Theme(s): Financial system, Household and business credit, Models and tools, Economic models, Monetary policy, Real economy and forecasting
The Impact of Potential Retail Central Bank Digital Currency on the Canadian Financial System During a Severe Recession Staff analytical paper 2026-30 Sofia Priazhkina This policy note examines how a non-interest-bearing retail central bank digital currency (CBDC) could affect the financial stability of Canada’s systemically important banks during a severe recession. Stress test results show that the banks remain resilient, maintaining key regulatory ratios even under high CBDC demand. Content Type(s): Staff research, Staff analytical paper JEL Code(s): E, E4, E44, E5, E58, E6, E61, G, G0, G01, G2, G21, G28 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Economic models, Money and payments, Digital assets and fintech, Structural challenges, Digitalization and productivity
June 23, 2004 The Organizational Structure of Financial Market Regulation: Highlights from the Literature Financial System Review - June 2004 Christine Fay, Nicolas Parent Content Type(s): Publications, Financial System Review articles
Evaluating the Effects of Forward Guidance and Large-scale Asset Purchases Staff working paper 2021-54 Xu Zhang I propose a novel method to identify and estimate the macroeconomic effects of forward guidance and large-scale asset purchases (LSAP) for each FOMC announcement. I find that LSAP is more important than forward guidance in influencing output and inflation. LSAP puts upward pressure on short-term yields, so it should always be used in conjunction with forward guidance. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E5, G, G0 Research Theme(s): Models and tools, Economic models, Monetary policy, Monetary policy tools and implementation
What Are the Macroeconomic Effects of High-Frequency Uncertainty Shocks Staff working paper 2016-25 Laurent Ferrara, Pierre Guérin This paper evaluates the effects of high-frequency uncertainty shocks on a set of low-frequency macroeconomic variables that are representative of the U.S. economy. Rather than estimating models at the same common low-frequency, we use recently developed econometric models, which allows us to deal with data of different sampling frequencies. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C3, C32, E, E3, E32, E4, E44 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
Assessing the Impact of the Bank of Canada’s Government Bond Purchases Staff discussion paper 2024-5 Chinara Azizova, Jonathan Witmer, Xu Zhang In March 2020, the Bank of Canada implemented the Government of Canada Bond Purchase Program, eventually purchasing approximately $340 billion of government bonds. In this paper, we analyze the impact of this program on financial market prices and yields as well as on GDP and inflation. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E5, E52, E58, G, G2, G21, G28 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission, Monetary policy tools and implementation, Real economy and forecasting
Asymmetric Risks to the Economic Outlook Arising from Financial System Vulnerabilities Staff analytical note 2018-6 Thibaut Duprey When financial system vulnerabilities are elevated, they can give rise to asymmetric risks to the economic outlook. To illustrate this, I consider the economic outlook presented in the Bank of Canada’s October 2017 Monetary Policy Report in the context of two key financial system vulnerabilities: high levels of household indebtedness and housing market imbalances. Content Type(s): Staff research, Staff analytical notes JEL Code(s): C, C0, C01, C1, C11, C15, E, E1, E17, E3, E32, E37, E4, E44, E47, E5, E58, E6, E66, G, G0, G01, G1, G18 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
Finding a Needle in a Haystack: A Machine Learning Framework for Anomaly Detection in Payment Systems Staff working paper 2024-15 Ajit Desai, Anneke Kosse, Jacob Sharples Our layered machine learning framework can enhance real-time transaction monitoring in high-value payment systems, which are a central piece of a country’s financial infrastructure. When tested on data from Canadian payment systems, it demonstrated potential for accurately identifying anomalous transactions. This framework could help improve cyber and operational resilience of payment systems. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C4, C45, C5, C55, D, D8, D83, E, E4, E42 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Payment and financial market infrastructures
May 23, 2004 Bank of Canada Review - Spring 2004 Cover page The Millennial Celebrations in Ancient Rome The coins pictured on the cover range from approximately 20 to 35 mm in diameter and form part of the National Currency Collection, Bank of Canada. Photography by Gord Carter, Ottawa Content Type(s): Publications, Bank of Canada Review