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
Data Externalities, Market Power, and the Optimal Design of Central Bank Digital Currencies Staff working paper 2026-21 Yuteng Cheng, Jonathan Chiu, Mohammad Davoodalhosseini, Janet Hua Jiang This paper studies how a central bank should design a CBDC when private payment providers collect and monetize transaction data. It characterizes the optimal CBDC’s pricing and data policy, and shows how its effects on private payment use and total data depend on market power and data externalities. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G2, L, L1, L14 Research Theme(s): Money and payments, Digital assets and fintech, Payment and financial market infrastructures, Retail payments
January 31, 2012 International Cross-Listing and the Bonding Hypothesis Financial System Review - June 2004 Michael R. King, Dan Segal Content Type(s): Publications, Financial System Review articles
May 11, 2017 Why Is Global Business Investment So Weak? Some Insights from Advanced Economies Bank of Canada Review - Spring 2017 Robert Fay, Justin-Damien Guénette, Martin Leduc, Louis Morel Various drivers of business investment can be used to explain the underwhelming performance of investment in advanced economies since the global financial crisis, particularly since 2014. The slow growth in aggregate demand cannot by itself explain the full extent of the recent weakness in investment, which appears to be linked primarily to the collapse of global commodity prices and a rise in economic uncertainty. Looking ahead, business investment growth is likely to remain slower than in the pre-crisis period, largely because of structural factors such as population aging. Content Type(s): Publications, Bank of Canada Review articles JEL Code(s): C, C2, C22, D, D2, D24, D8, D80, E, E2, E22, F, F0, F01, G, G3, G31
Canadian Labour Market Dispersion: Mind the (Shrinking) Gap Staff analytical note 2016-3 David Amirault, Naveen Rai Shocks to a currency area can and often do have asymmetric impacts on its regions that, in the absence of perfect labour mobility, lead to gaps in relative labour market performance. Witness, for example, the effects of the 2008/09 recession and subsequent financial crisis in Europe on the dispersion of employment rates across the euro area – and to a lesser extent the United States. Content Type(s): Staff research, Staff analytical notes JEL Code(s): J, J0, J01, R, R2, R23 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
February 25, 2020 Contingency planning for a central bank digital currency This background note explains the Bank’s official position on CBDC. It outlines the public policy, design, technology and risk management issues the Bank is considering as it builds its capacity to issue a CBDC in case it is needed in the future. Content Type(s): Background materials Subject(s): Currency, Digital currency
August 27, 2007 The Bank of Canada's Research Agenda and the Future of Inflation Targeting Remarks Pierre Duguay Canadian Association for Business Economics Kingston, Ontario The last few weeks have been a time of turbulence in financial markets. In times such as these, it is common for people to focus on day-by-day or even hour-by-hour events, and to lose sight of the future. But tonight, I want to focus on the future; specifically, the future of inflation targeting in Canada. Content Type(s): Press, Speeches and appearances, Remarks
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
How to Predict Financial Stress? An Assessment of Markov Switching Models Staff working paper 2017-32 Benjamin Klaus, Thibaut Duprey This paper predicts phases of the financial cycle by using a continuous financial stress measure in a Markov switching framework. The debt service ratio and property market variables signal a transition to a high financial stress regime, while economic sentiment indicators provide signals for a transition to a tranquil state. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C54, G, G0, G01, G1, G15 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Econometric, statistical and computational methods
The BoC-BoE Sovereign Default Database: What’s New in 2019? Staff working paper 2019-39 David Beers, Patrisha de Leon-Manlagnit Until recently, few efforts have been made to systematically measure and aggregate the nominal value of the different types of sovereign government debt in default. To help fill this gap, the Bank of Canada (BoC) developed a comprehensive database of sovereign defaults that is posted on its website and updated in partnership with the Bank of England (BoE). Content Type(s): Staff research, Staff working papers JEL Code(s): F, F3, F34, G, G1, G10, G14, G15 Research Theme(s): Financial markets and funds management, Funds management, Financial system, Financial stability and systemic risk