Combining Large Numbers of Density Predictions with Bayesian Predictive Synthesis Staff working paper 2023-45 Tony Chernis I show how to combine large numbers of forecasts using several approaches within the framework of a Bayesian predictive synthesis. I find techniques that choose and combine a handful of forecasts, known as global-local shrinkage priors, perform best. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C5, C52, C53, E, E3, E37 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
Examining the Links Between Firm Performance and Insolvency Staff discussion paper 2025-10 Dylan Hogg, Hossein Hosseini Jebeli Assessing insolvency dynamics is essential for evaluating the financial health of non-financial corporations and mitigating macroeconomic and financial stability risks. This study leverages a newly created Statistics Canada dataset linking insolvency records with firm-level financial data to develop a robust framework for monitoring insolvency risk Content Type(s): Staff research, Staff discussion papers JEL Code(s): D, D2, D22, G, G3, G33, L, L2, L20 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Models and tools, Econometric, statistical and computational methods
Methodology for Assigning Credit Ratings to Sovereigns Staff discussion paper 2017-7 Philippe Muller, Jérôme Bourque The investment of foreign exchange reserves or other asset portfolios requires an assessment of the credit quality of investment counterparties. Traditionally, foreign exchange reserve and asset managers have relied on credit rating agencies (CRAs) as the main source for credit assessments. Content Type(s): Staff research, Staff discussion papers JEL Code(s): F, F3, F31, G, G2, G24, G28, G3, G32 Research Theme(s): Financial markets and funds management, Funds management, Financial system, Financial institutions and intermediation, Financial stability and systemic risk, Models and tools, Economic models
Patterns and Determinants of Global Cryptocurrency Flows Staff working paper 2026-15 Christian Friedrich, Laura Zhao This paper analyzes cross-border cryptocurrency flows, focusing on Bitcoin and four major stablecoins. Using data for 162 countries, we identify the key determinants, including responses to weak economic conditions and demand for remittances. A COVID-19 case study supports these findings and emphasizes the role of cryptocurrencies in global finance. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, F, F3, F32, F38, F5, F51, G, G1, G15, G2, G23 Research Theme(s): Money and payments, Digital assets and fintech
February 23, 2012 Household Insolvency in Canada Bank of Canada Review - Winter 2011-2012 Jason Allen, H. Evren Damar With increasing levels of household debt in recent years, the number of households that may be vulnerable to a negative economic shock is rising as well. Decisions made by both the debtor and the creditor can contribute to insolvency. This article presents some stylized facts about insolvency in Canada’s household sector and analyzes the role of creditors in insolvencies. The average debt of an individual filing for bankruptcy is more than 1.5 times that of an average Canadian household; bankruptcy filers tend to be unemployed or in low-wage jobs, and are typically renters. The article reports that banks that approve more loans per branch, which is interpreted as less-intensive use of soft information (such as the loan officer’s assessment of the applicant’s character), experience more client bankruptcies. This finding has important policy implications, because financial institutions that do not use soft information risk further deterioration in their lending portfolios. Content Type(s): Publications, Bank of Canada Review articles JEL Code(s): D, D4, G, G2
Capital Structure, Pay Structure and Job Termination Staff working paper 2016-12 Jason Allen, James R. Thompson We develop a model to analyze the link between financial leverage, worker pay structure and the risk of job termination. Contrary to the conventional view, we show that even in the absence of any agency problem among workers, variable pay can be optimal despite workers being risk averse and firms risk neutral. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G2, G24, J, J3, J33 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial institutions and intermediation, Household and business credit, Models and tools, Economic models
Understanding the Cross‐Country Effects of US Technology Shocks Staff working paper 2017-23 Thuy Lan Nguyen, Wataru Miyamoto Business cycles are substantially correlated across countries. Yet most existing models are not able to generate substantial transmission through international trade. We show that the nature of such transmission depends fundamentally on the features determining the responsiveness of labor supply and labor demand to international relative prices. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E30, F, F4, F41, F44, F6, F62 Research Theme(s): Models and tools, Economic models, Monetary policy, Real economy and forecasting, Structural challenges, International trade, finance and competitiveness
The Share of Systematic Variations in the Canadian Dollar—Part II Staff analytical note 2017-1 Jean-Sébastien Fontaine, Guillaume Nolin This analytical note examines how much of the systematic variation in the Canadian dollar is attributable to its sensitivity to commodity prices. We introduce a new “oil” portfolio that captures systematic variations when the exchange rates of commodity exporters and commodity importers move in opposite directions. Content Type(s): Staff research, Staff analytical notes JEL Code(s): F, F3, F31 Research Theme(s): Financial markets and funds management, International markets and currencies
December 24, 2004 Government of Canada Yield-Curve Dynamics, 1986-2003 Bank of Canada Review - Winter 2004-2005 Grahame Johnson A database of historical Government of Canada zero-coupon yield curves developed at the Bank of Canada is introduced in this article, which also includes an initial statistical analysis of the behaviour and evolution of the zero-coupon interest (spot) rates over the full period and two distinct subperiods. Specific areas of interest include the evolution of the levels of key interest rates and yield-curve measures over the sample as well as daily changes in the key interest rates and the yield-curve measures; the identification of a relatively small number of factors that drove the evolution of the yield curve; and the total returns that would have been realized by holding bonds of different maturities for a given holding period. Content Type(s): Publications, Bank of Canada Review articles
Has wage setting changed in Canada? Evidence from the pre-pandemic 2020 Wage-Setting Survey Staff analytical note 2022-10 David Amirault, Sarah Miller, Matthieu Verstraete Just before the pandemic began, the Bank of Canada conducted the 2020 Wage-Setting Survey. The goal was to explore the unusual trend of subdued wage growth in 2018 and 2019 despite a tightening in the labour market. Although this wage puzzle was beginning to resolve at the time of the survey, results highlight changes in several factors that may have important impacts on wage dynamics. Content Type(s): Staff research, Staff analytical notes JEL Code(s): J, J3, J31, J32, J33, J6, J63 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Structural challenges, Demographics and labour supply, Digitalization and productivity