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
Heterogeneity and Monetary Policy: A Thematic Review Staff discussion paper 2022-2 Felipe Alves, Christian Bustamante, Xing Guo, Katya Kartashova, Soyoung Lee, Thomas Michael Pugh, Kurt See, Yaz Terajima, Alexander Ueberfeldt The theory that rich economic diversity of businesses and households both affects and is shaped by economy-wide fluctuations has strong implications for monetary policy. This review places these insights in a Canadian context. Content Type(s): Staff research, Staff discussion papers JEL Code(s): D, D2, D25, D3, D31, E, E2, E22, E24, E5, E50, E52 Research Theme(s): Financial system, Household and business credit, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
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
The Evolution of the Chinese Housing Market and Its Impact on Base Metal Prices Staff discussion paper 2016-7 Mark Kruger, Kun Mo, Benjamin Sawatzky The Chinese housing market has grown rapidly following its liberalization in the 1990s, generating significant economic activity and demand for base metals. In this paper, we discuss the evolution of the Chinese housing market and quantify its importance for the overall Chinese economy and its linkages to base metal prices. Content Type(s): Staff research, Staff discussion papers JEL Code(s): Q, Q3, Q31, R, R3, R31 Research Theme(s): Financial markets and funds management, Market functioning, Monetary policy, Real economy and forecasting, Structural challenges, International trade, finance and competitiveness
November 24, 2004 Bank of Canada Review - Autumn 2004 Cover page Bus Transportation Tokens and Tickets The pieces illustrated on the cover range in size from 12 mm to 38 mm in diameter or width. They form part of the National Currency Collection, Bank of Canada. Photography by Gord Carter, Ottawa Content Type(s): Publications, Bank of Canada Review
December 14, 2007 The Costs of Inflation in New Keynesian Models Bank of Canada Review - Winter 2007-2008 Steve Ambler Ambler describes three new channels through which inflation affects economic welfare in New Keynesian models. These channels were absent from traditional analyses and may have caused researchers to underestimate the costs associated with variable inflation, even at relatively low levels of inflation. The article concludes with a preliminary assessment of the quantitative importance of the new channels and their significance for monetary policy. Content Type(s): Publications, Bank of Canada Review articles
BoC–BoE Sovereign Default Database: Appendix and References Technical report No. 125 David Beers, Obiageri Ndukwe, Joe Berry Since 2014, the Bank of Canada (BoC) has maintained a comprehensive database of sovereign defaults to systematically measure and aggregate the nominal value of the different types of sovereign government debt in default. The database is posted on the BoC’s website and is updated annually in partnership with the Bank of England (BoE). Content Type(s): Staff research, Technical reports 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
September 18, 2008 Measuring Inflation: Methodology and Misconceptions Remarks John Murray Certified General Accountants of Ontario Toronto, Ontario These past few months have been busy for central bankers, to say the least, and the past few days are certainly no exception. While developments on Wall Street have garnered much attention, the cost of living has also been an issue for us all, whether we're buying gas at the pumps, booking an airline ticket, or just picking up a loaf of bread at the grocery store. Content Type(s): Press, Speeches and appearances, Remarks
Blockchain-Based Settlement for Asset Trading Staff working paper 2018-45 Jonathan Chiu, Thorsten Koeppl Can securities be settled on a blockchain and, if so, what are the gains relative to existing settlement systems? We consider a blockchain that ensures delivery versus payment by linking transfers of assets with payments and operates using a proof-of-work protocol. The main benefit of a blockchain is faster and more flexible settlement, whereas the challenge is to avoid settlement fails when participants fork the chain to get rid of trading losses. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G2, H, H4, P, P4, P43 Research Theme(s): Money and payments, Digital assets and fintech, Payment and financial market infrastructures