Quantile VARs and Macroeconomic Risk Forecasting Staff working paper 2025-4 Stéphane Surprenant This paper provides an extensive evaluation of the performance of quantile vector autoregression (QVAR) to forecast macroeconomic risk. Generally, QVAR outperforms standard benchmark models. Moreover, QVAR and QVAR augmented with factors perform equally well. Both are adequate for modeling macroeconomic risks. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C53, C55, E, E3, E37 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
August 19, 2010 Conference Summary: New Frontiers in Monetary Policy Design Bank of Canada Review - Summer 2010 Robert Amano, Kevin Devereux, Rhys R. Mendes Although the current inflation-targeting regime has served Canadians well, sound public policy demands the continuous exploration of possible improvements in the monetary policy framework. Content Type(s): Publications, Bank of Canada Review articles
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
Estimating the Appropriate Quantity of Settlement Balances in a Floor System Staff discussion paper 2023-26 Narayan Bulusu, Matthew McNeely, Kaetlynd McRae, Jonathan Witmer This paper presents two complementary approaches to estimating the appropriate quantity of settlement balances needed to effectively operate monetary policy under a floor system in Canada. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E4, E41, E42, E5, E52, E58, G, G2, G21, G28 Research Theme(s): Monetary policy, Monetary policy tools and implementation, Money and payments, Payment and financial market infrastructures
Risk and State-Dependent Financial Frictions Staff working paper 2022-37 Martin Harding, Rafael Wouters Using a nonlinear New Keynesian model with a financial accelerator, we show that financial frictions generate large state-dependent amplification effects. Shocks propagate more strongly in periods of financial stress. We propose an endogenous regime-switching DSGE framework for efficient estimation and improved model fit. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E5, E52, E58 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Models and tools, Economic models
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
November 13, 2014 Recent Developments in Experimental Macroeconomics Bank of Canada Review - Autumn 2014 Robert Amano, Oleksiy Kryvtsov, Luba Petersen This article describes experimental economics, in general, and new developments in experimental macroeconomics, in particular. The approach has a clear niche in providing evidence on economic phenomena that cannot be observed directly or that are difficult to measure. Experimental work conducted by Bank of Canada economists has shed light on a number of issues important to monetary policy, such as the relative efficacy between price-level and inflation targeting, and the nature of inflation expectations formation. Content Type(s): Publications, Bank of Canada Review articles JEL Code(s): C, C9, E, E3, E31, E5, E52
November 17, 2016 Structural Reforms and Economic Growth in Emerging-Market Economies Bank of Canada Review - Autumn 2016 Jeannine Bailliu, Christopher Hajzler Growth has slowed in many emerging-market economies (EMEs) since the 2007–09 global financial crisis, reflecting both cyclical and structural factors. In this context, it will be in-creasingly important for EMEs to raise potential growth by maintaining steady progress on structural reforms. How do structural reforms generally support growth? What are the re-form priorities for EMEs over recent history and today? Finally, what will be the impact of planned structural reforms on potential output growth among the world’s larger EMEs? These are some of the questions considered by the authors. Content Type(s): Publications, Bank of Canada Review articles JEL Code(s): E, E0, E02, E6, E61, E65, O, O1, O11, O4, O41
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, 2005 Efficiency and Economies of Scale of Large Canadian Banks Financial System Review - June 2005 Jason Allen, Ying Liu Content Type(s): Publications, Financial System Review articles