Composite Likelihood Estimation of an Autoregressive Panel Probit Model with Random Effects Staff working paper 2019-16 Kerem Tuzcuoglu Modeling and estimating persistent discrete data can be challenging. In this paper, we use an autoregressive panel probit model where the autocorrelation in the discrete variable is driven by the autocorrelation in the latent variable. In such a non-linear model, the autocorrelation in an unobserved variable results in an intractable likelihood containing high-dimensional integrals. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C2, C23, C25, C5, C58, G, G2, G24 Research Theme(s): Financial system, Household and business credit, Models and tools, Econometric, statistical and computational methods, Economic models
December 8, 2011 Financial System Review - December 2011 In this issue of the Financial System Review, the Bank of Canada’s Governing Council judges that the risks to the stability of Canada’s financial system are high and have increased markedly over the past six months, owing primarily to an escalation of the sovereign debt crisis in the euro area and a weaker global economic outlook. Erratum: The data for Chart 7 on page 8 were plotted incorrectly. See revised chart. Content Type(s): Publications, Financial Stability Report
Persistent Debt and Business Cycles in an Economy with Production Heterogeneity Staff working paper 2023-17 Aubhik Khan, Soyoung Lee We examine the role of debt in amplifying and propagating recessions. Firms’ debt adjustment makes recessions deeper but makes expansions gradual. In particular, when the aggregate business leverage is ten percentage points above average, the half-life of the recovery doubles. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E23, E3, E30, E32 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Monetary policy, Real economy and forecasting
The State of Labour Market Churn in Canada Staff analytical note 2019-4 Olena Kostyshyna, Corinne Luu The literature highlights that labour market churn, including job-to-job transitions, is a key element of wage growth. Using microdata from the Labour Force Survey, we compute measures of labour market churn and compare these with pre-crisis averages to assess implications for wage growth. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E2, E24, J, J2, J20, J3, J30, J6, J63 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
December 16, 2001 Risk Management in the Exchange Fund Account Bank of Canada Review - Winter 2001–2002 Michel Rochette In this article, author Michel Rochette of the Bank's Risk-Management Unit briefly describes the initiatives undertaken to identify, analyze, model, and manage the principal risks inherent in the transactions of the Exchange Fund Account (EFA), where the international reserves of the federal government are held. The author focuses on five types of risk: credit risk, market risk, liquidity risk, operational risk, and legal risk. In addition, the author presents the risk-management principles underlying the activities of the EFA and the governance structure of the Account. Content Type(s): Publications, Bank of Canada Review articles
November 20, 1997 Monetary Policy Report – November 1997 In the last half-year, the economic expansion in Canada has become well established, supported by low inflation, highly stimulative monetary conditions, and a strong U.S. economy. Content Type(s): Publications, Monetary Policy Report
Endogenous Liquidity and Capital Reallocation Staff working paper 2022-27 Wei Cui, Randall Wright, Yu Zhu We study economies where firms acquire capital in primary markets then retrade it in secondary markets after information on idiosyncratic productivity arrives. Our secondary markets incorporate bilateral trade with search, bargaining and liquidity frictions. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E22, E4, E44 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Household and business credit, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
The International Exposure of the Canadian Banking System Staff working paper 2025-1 Christian Friedrich, Hanno Friedrich, Nick Lawrence, Javier Cortes Orihuela, Phoebe Tian In 2023, the share of Canadian banks’ foreign assets and liabilities amounted to around 50%. While Canadian banks engage domestically mostly with households and non-financial corporations, their most common counterparties abroad are non-bank financial institutions. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F2, F21, F23, F3, F31, F32, G, G2, G21, G23, G3 Research Theme(s): Financial system, Financial institutions and intermediation, Financial stability and systemic risk, Structural challenges, International trade, finance and competitiveness
Seeking Safety Staff working paper 2018-41 Toni Ahnert, Enrico Perotti The scale of safe assets suggests a structural demand for a safe wealth share beyond transaction and liquidity roles. We study how investors achieve a reference wealth level by combining self-insurance and contingent liquidation of investment. Intermediaries improve upon autarky, insuring investors with poor self-insurance and limiting liquidation. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G2 Research Theme(s): Financial system, Financial institutions and intermediation, Financial stability and systemic risk
August 22, 2004 Canada's Capital Markets: How Do They Measure Up? Bank of Canada Review - Summer 2004 Sheryl Kennedy In a recent speech, Deputy Governor Sheryl Kennedy discusses how the efficiency of Canada's capital markets compares in a global context. Taking into account the three inter-related aspects of an efficient market (allocational, operational, and informational efficiency), Kennedy reviews the recent performance of Canadian capital markets under such headings as size, completeness, and access to capital and the instruments needed to hedge, or distribute, risk (allocational efficiency). To assess operational efficiency, she considers Canadian markets' liquidity and whether their transactional costs are competitive. Finally, she reviews transparency and market integrity (and how integrity is maintained) to determine markets' informational efficiency. She also offers several suggestions as to how Canadian markets can continue to be improve and maintain their competitiveness. Content Type(s): Publications, Bank of Canada Review articles