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
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
Global Commodity Markets and Rebalancing in China: The Case of Copper Staff discussion paper 2019-3 Jeannine Bailliu, Doga Bilgin, Kun Mo, Kurt Niquidet, Benjamin Sawatzky Given that China accounts for about half of global copper consumption, it is reasonable to expect that any significant change in Chinese copper consumption will have an impact on the global market. Content Type(s): Staff research, Staff discussion papers JEL Code(s): O, O1, O13, O14, Q, Q0, Q02 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting, Structural challenges, International trade, finance and competitiveness
Ambiguity, Nominal Bond Yields and Real Bond Yields Staff working paper 2018-24 Guihai Zhao Equilibrium bond-pricing models rely on inflation being bad news for future growth to generate upward-sloping nominal yield curves. We develop a model that can generate upward-sloping nominal and real yield curves by instead using ambiguity about inflation and growth. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E43, G, G0, G00, G1, G12 Research Theme(s): Financial markets and funds management, Market functioning, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
Assessing Global Potential Output Growth: October 2020 Staff discussion paper 2020-10 Xin Scott Chen, Ali Jaffery, Guillaume Nolin, Karim Salhab, Peter Shannon, Subrata Sarker This paper presents updated estimates of potential output growth for the global economy through 2022. Global potential output growth is expected to decline sharply in the aftermath of the COVID-19 pandemic and recover partially by the end of the projection horizon of the October 2020 Monetary Policy Report. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E1, E10, E2, E20, O, O4 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply, Digitalization and productivity
March 2, 2017 Thermometer Rising—Climate Change and Canada’s Economic Future Remarks Timothy Lane Finance and Sustainability Initiative Montréal, Quebec Deputy Governor Tim Lane discusses the implications of climate change—and actions to address it—for Canada’s economy and financial system. Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Financial system, Financial markets, Financial stability, Monetary policy, Economic models, Economy/Economic growth
The Value of Mortgage Choice: Payment Structure and Contract Length Staff working paper 2026-2 Michael Boutros, Nuno Clara, Katya Kartashova We study household mortgage choice in a model with three mortgage contracts that differ in their payment structures: fixed-rate fixed-payment, variable-rate variable-payment, and a hybrid variable-rate fixed-payment mortgage where interest rate changes affect principal repayment rather than payment size. We calibrate the model to match mortgage choice patterns in Canada, where all these options are offered with short terms. We demonstrate that restricting contract choice or mandating long terms, as in the U.S. system, can lead to substantial welfare losses by limiting risk management strategies and increasing mortgage pricing ex-ante. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D14, E, E2, E21, G, G1, G18, G2, G21, G5, G51 Research Theme(s): Financial system, Financial institutions and intermediation, Household and business credit
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
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
Alternative Futures for Government of Canada Debt Management Staff discussion paper 2018-15 Corey Garriott, Sophie Lefebvre, Guillaume Nolin, Francisco Rivadeneyra, Adrian Walton This paper presents four blue-sky ideas for lowering the cost of the Government of Canada’s debt without increasing the debt’s risk profile. We argue that each idea would improve the secondary-market liquidity of government debt, thereby increasing the demand for government bonds and thus lowering their cost at issuance. Content Type(s): Staff research, Staff discussion papers JEL Code(s): G, G1, G12, G2, G24, H, H6, H63 Research Theme(s): Financial markets and funds management, Funds management, Market functioning, Market structure