Small‐Sample Tests for Stock Return Predictability with Possibly Non‐Stationary Regressors and GARCH‐Type Effects Staff working paper 2017-10 Sermin Gungor, Richard Luger We develop a simulation-based procedure to test for stock return predictability with multiple regressors. The process governing the regressors is left completely free and the test procedure remains valid in small samples even in the presence of non-normalities and GARCH-type effects in the stock returns. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C12, C3, C32, G, G1, G14 Research Theme(s): Financial markets and funds management, Market functioning, Models and tools, Econometric, statistical and computational methods
December 14, 1999 Trends in Canada's Merchandise Trade Bank of Canada Review - Winter 1999–2000 Richard Dion The author examines aspects of Canada's trade performance in light of the major trends seen in world trade over the past several decades. Canada has become more integrated with the world economy, and this openness is evident from its greater export orientation, its heavier reliance on imported inputs, and more exposure to foreign competition in its domestic markets. The author analyzes the composition of Canadian trade and the trend towards increasing two-way trade in similar products. He also looks at the increasing integration of trade within regions, which for Canada has meant a greater concentration of exports with the United States. Content Type(s): Publications, Bank of Canada Review articles
Financial Shocks and the Output Growth Distribution Staff working paper 2025-25 Francois-Michel Boire, Thibaut Duprey, Alexander Ueberfeldt This paper studies how financial shocks shape the distribution of output growth by introducing a quantile-augmented vector autoregression (QAVAR), which integrates quantile regressions into a structural VAR framework. The QAVAR preserves standard shock identification while delivering flexible, nonparametric forecasts of conditional moments and tail risk measures for gross domestic product. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C3, C32, C5, C53, E, E3, E32, E4, E44, G, G0, G01 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
Cash and COVID-19: What happened in 2021 Staff discussion paper 2022-8 Heng Chen, Walter Engert, Kim Huynh, Daneal O’Habib, Joy Wu, Julia Zhu Using data from the Bank Note Distribution System and consumer surveys, we find that bank notes in circulation remained high through 2021. Canadians continued to rely on electronic methods of payment, but a significant share also continued using cash for payments. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C1, C12, C9, E, E4, O, O5, O54 Research Theme(s): Money and payments, Cash and bank notes, Retail payments
Demand-Driven Risk Premia in Foreign Exchange and Bond Markets Staff working paper 2025-29 Ingomar Krohn, Andreas Uthemann, Rishi Vala, Jun Yang We show how Treasury demand shocks transmit to foreign exchange and bond markets globally. Higher Treasury demand weakens the U.S. dollar and raises foreign bond prices, with effects persisting for two weeks. The transmission varies predictably across countries based on their monetary policy alignment with the United States. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F3, F30, F31, G, G1, G12, G15 Research Theme(s): Financial markets and funds management, International markets and currencies, Market functioning, Financial system, Financial stability and systemic risk
January 10, 2011 Household Finances and Economic Growth Remarks Agathe Côté Canadian Club of Kingston Kingston, Ontario Why does household financial health matter to the Bank of Canada? It matters because how Canadians spend and how much they spend affect both the conduct of monetary policy and the stability of the financial system. Content Type(s): Press, Speeches and appearances, Remarks
Examining recent revisions to CPI-common Staff analytical note 2022-15 Elyse Sullivan Unusually large revisions to CPI-common in recent months stem from increased common movements across consumer price index components amid broad inflationary pressures. With recent revisions, CPI-common is more closely aligned with the Bank of Canada’s other two preferred measures of core inflation. However, caution is necessary when interpreting real-time estimates of CPI-common in the current environment. Content Type(s): Staff research, Staff analytical notes JEL Code(s): C, C1, C13, C18, E, E3, E31 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures
Gender Gaps in Time Use and Entrepreneurship Staff working paper 2024-43 Pedro Bento, Lin Shao, Faisal Sohail The prevalence of entrepreneurs, particularly low-productivity non-employers, declines as economies develop. This decline is more pronounced for women. Relative to men, women are more likely to be entrepreneurs in poor economies but less likely in rich economies. Content Type(s): Staff research, Staff working papers JEL Code(s): J, J2, L, L2, O, O1 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply, Digitalization and productivity
How to Manage Macroeconomic and Financial Stability Risks: A New Framework Staff analytical note 2018-11 Alexander Ueberfeldt, Thibaut Duprey Financial system vulnerabilities increase the downside risk to future GDP growth. Macroprudential tightening significantly reduces financial stability risks associated with vulnerabilities. Monetary policy faces a trade-off between financial stability and macroeconomic risks. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E4, E44, E5, E52, E58, G, G0, G01 Research Theme(s): Financial system, Financial stability and systemic risk, Financial system regulation and oversight, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
A Simple Method for Extracting the Probability of Default from American Put Option Prices Staff working paper 2020-15 Bo Young Chang, Greg Orosi A put option is a financial contract that gives the holder the right to sell an asset at a specific price by (or at) a specific date. A put option can therefore provide its holder insurance against a large drop in the stock price. This makes the prices of put options an ideal source of information for a market-based measure of the probability of a firm’s default. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G1, G13, G3, G33 Research Theme(s): Financial markets and funds management, Market functioning, Market structure