Comparison of Bayesian and Sample Theory Parametric and Semiparametric Binary Response Models Staff working paper 2022-31 Xiangjin Shen, Iskander Karibzhanov, Hiroki Tsurumi, Shiliang Li We use graphic processing unit computing to compare Bayesian and sample theory semiparametric binary response models. Our findings show that optimal bandwidth does not outperform regular bandwidth in binary semiparametric models. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C14, C3, C35, C5, C51, C6, C63, D, D1 Research Theme(s): Financial system, Household and business credit, Models and tools, Econometric, statistical and computational methods
Measuring Non-Financial Corporate Sector Vulnerabilities in Canada Staff analytical note 2019-15 Timothy Grieder, Claire Schaffter The ratio of non-financial corporate debt to gross domestic product in Canada has increased noticeably in recent years and is currently at an all-time high. In light of this development, we use a unique firm-level dataset to construct vulnerability indicators for the non-financial corporate sector in Canada. Content Type(s): Staff research, Staff analytical notes JEL Code(s): G, G0, G01, G3, G32 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Monetary policy, Real economy and forecasting
Financial Development Beyond the Formal Financial Market Staff working paper 2018-49 Lin Shao This paper studies the effects of financial development, taking into account both formal and informal financing. Using cross-country firm-level data, we document that informal financing is utilized more by rich countries than poor countries. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E44, O, O1, O17, O4, O47 Research Theme(s): Financial system, Financial institutions and intermediation, Household and business credit, Monetary policy, Real economy and forecasting
October 16, 2023 Canadian Survey of Consumer Expectations—Third Quarter of 2023 Consumers’ perceptions of current inflation remain elevated and are diverging from actual inflation. Perceptions of high inflation are also leading to persistently high expectations for inflation over the next 12 months. Consumers’ expectations for interest rates one year from now also remain high, and many consumers believe that the impacts of higher interest rates on their household spending are far from over. Homeowners with a variable-rate mortgage are more likely than other consumers to report being worse off due to high interest rates. Consumers’ plans to purchase services, such as vacations or concerts, are more widespread than plans to make major purchases of goods that are likely to be financed with loans, such as vehicles or appliances. Workers are reporting signs of job market cooling, such as more time spent looking for a new job, but they remain confident about the labour market. Content Type(s): Publications, Canadian Survey of Consumer Expectations
An Investigation into the Effects of Border Carbon Adjustments on the Canadian Economy Staff working paper 2023-27 Y.-H. Henry Chen, Hossein Hosseini Jebeli, Craig Johnston, Sergey Paltsev, Marie-Christine Tremblay We examine the economic implications of border carbon adjustments (BCAs) for Canada. We find that, BCAs, in the form of import tariffs, reduce Canada’s carbon leakage and improve its competitiveness when Canada is part of a broad coalition of BCA-implementing countries. Welfare also improves when tariff revenues are transferred to households. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C6, C68, F, F1, H, H2, Q, Q3, Q37, Q5 Research Theme(s): Structural challenges, Climate change, International trade, finance and competitiveness
Financial Constraint and Productivity: Evidence from Canadian SMEs Staff working paper 2016-44 Shutao Cao, Danny Leung The degree to which financial constraint is binding is often not directly observable in commonly used business data sets (e.g., Compustat). In this paper, we measure and estimate the likelihood of a firm being constrained by external financing using a data set of small- and medium-sized Canadian firms. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D2, D24, G, G3, G32, L, L2, L25 Research Theme(s): Financial system, Financial institutions and intermediation, Household and business credit, Models and tools, Economic models, Structural challenges, Digitalization and productivity
January 29, 2025 Monetary Policy Report—January 2025—In focus—Recent factors affecting the Canada-US exchange rate The Canadian dollar has declined against the US dollar since October 2024, mostly due to rising uncertainty around trade policies. A widening differential in policy interest rates between the two countries has also played a modest role.
Endogenous Time Variation in Vector Autoregressions Staff working paper 2020-16 Danilo Leiva-Leon, Luis Uzeda We introduce a new class of time-varying parameter vector autoregressions (TVP-VARs) where the identified structural innovations are allowed to influence — contemporaneously and with a lag — the dynamics of the intercept and autoregressive coefficients in these models. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C3, C32, E, E3, E31, E5, E52 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
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
March 9, 2010 Monetary Policy Rules in an Uncertain Environment Bank of Canada Review - Spring 2010 Gino Cateau, Stephen Murchison This article examines recent research on the influence of various forms of economic uncertainty on the performance of different classes of monetary policy rules: from simple rules to fully optimal monetary policy under commitment. The authors explain why uncertainty matters in the design of monetary policy rules and provide quantitative examples from the recent literature. They also present results for several policy rules in ToTEM, the Bank of Canada's main model for projection and analysis, including rules that respond to price level, rather than to inflation. Content Type(s): Publications, Bank of Canada Review articles