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
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
Overlooking the online world: Does mismeasurement of the digital economy explain the productivity slowdown? Staff analytical note 2021-10 Alejandra Bellatin, Stéphanie Houle Since the mid-2000s, labour productivity has slowed down in Canada despite enormous technological advances that were expected to improve it. This note investigates whether mismeasurement of the digital economy can explain this paradox. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E0, E01, L, L8, L86, O, O3, O33, O4, O5, O51 Research Theme(s): Models and tools, Economic models, Structural challenges, Digitalization and productivity
Understanding the Time Variation in Exchange Rate Pass-Through to Import Prices Staff discussion paper 2017-12 Rose Cunningham, Min Jae Kim, Christian Friedrich, Kristina Hess In this paper, we analyze the presence of time variation in the pass-through from the nominal effective exchange rate to import prices for 24 advanced economies over the period 1995–2015. In line with earlier studies in the literature, we find substantial heterogeneity in the level of exchange rate pass-through across countries. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E3, E31, F, F3, F31, F4, F41 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission, Structural challenges, International trade, finance and competitiveness
October 18, 2005 What Drives Movements in Exchange Rates? Bank of Canada Review - Autumn 2005 Jeannine Bailliu, Michael R. King Understanding what causes the exchange rate to move has been on ongoing challenge for economists. Despite extensive research, traditional macro models of exchange rate determination—with the exception of the Bank of Canada's exchange rate equation—have typically not fared well, motivating economists to explore new ways to model exchange rate movements that incorporate more complex and realistic settings. Within the context of the sharp appreciation of the Canadian dollar in 2003 and 2004, Bailliu and King review the macroeconomic models of exchange rates, as well as the micro-structure studies that highlight the importance of trading mechanisms, information asymmetry, and investor heterogeneity for explaining short-term dynamics in exchange rates. In addition to summarizing the current state of knowledge, they highlight recent advances and identify promising alternative approaches. Content Type(s): Publications, Bank of Canada Review articles
November 11, 2008 The Role of Dealers in Providing Interday Liquidity in the Canadian-Dollar Market Bank of Canada Review - Winter 2008-2009 Chris D'Souza Access to information about the future direction of the exchange rate can be extremely valuable in the foreign exchange market. Evidence presented in this article suggests that Canadian dealers are more likely to provide interday liquidity to foreign, rather than Canadian, financial customers, since foreign financial flows can be more informative about future movements in the exchange rate. The author reveals a statistical relationship between the supply of liquidity provided by non-financial firms and that provided by dealing institutions across time, and across markets, and suggests that the relationship between the positions of commercial clients and market-makers, and the role played by dealers in interday liquidity provision, has been understated in the market microstructure literature. Content Type(s): Publications, Bank of Canada Review articles
Macroprudential FX Regulations: Shifting the Snowbanks of FX Vulnerability? Staff working paper 2018-55 Toni Ahnert, Kristin Forbes, Christian Friedrich, Dennis Reinhardt Can macroprudential foreign exchange (FX) regulations on banks reduce the financial and macroeconomic vulnerabilities created by borrowing in foreign currency? To evaluate the effectiveness and unintended consequences of macroprudential FX regulations, we develop a parsimonious model of bank and market lending in domestic and foreign currency and derive four predictions. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F3, F32, F34, G, G1, G15, G2, G21, G28 Research Theme(s): Financial markets and funds management, International markets and currencies, Financial system, Financial stability and systemic risk, Financial system regulation and oversight
January 11, 2010 Bank of Canada Review - Winter 2009-2010 Causes and consequences of declining inflation persistence in Canada; the evolution of capital flows to emerging-market economies (EMEs) and the need for EMEs to implement policies that support capital flows; making bank notes accessible for Canadians living with blindness or low vision, sharing assessments of the suite of accessibility features on the current series of bank notes and plans for the next series. Content Type(s): Publications, Bank of Canada Review
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