Machine learning for economics research: when, what and how Staff analytical note 2023-16 Ajit Desai This article reviews selected papers that use machine learning for economics research and policy analysis. Our review highlights when machine learning is used in economics, the commonly preferred models and how those models are used. Content Type(s): Staff research, Staff analytical notes JEL Code(s): A, A1, A10, B, B2, B23, C, C4, C45, C5, C55 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Structural challenges, Digitalization and productivity
Does Unconventional Monetary and Fiscal Policy Contribute to the COVID Inflation Surge in the US? Staff working paper 2024-38 Jing Cynthia Wu, Yinxi Xie, Ji Zhang We assess whether unconventional monetary and fiscal policy implemented in response to the COVID-19 pandemic in the U.S. contribute to the 2021-2023 inflation surge through the lens of several different empirical methodologies and establish a null result. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E31, E5, E52, E6, E63 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Monetary policy tools and implementation
Interpreting Volatility Shocks as Preference Shocks Staff working paper 2016-45 Shaofeng Xu This paper examines the relationship between volatility shocks and preference shocks in an analytically tractable endogenous growth model with recursive preferences and stochastic volatility. I show that there exists an explicit mapping between volatility shocks and preference shocks, and a rise in volatility generates the same impulse responses of macroeconomic aggregates as a negative preference shock. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E3 Research Theme(s): Models and tools, Economic models, Monetary policy, Real economy and forecasting
December 9, 2010 Contingent Capital and Bail-In Debt: Tools for Bank Resolution Financial System Review - December 2010 Chris D'Souza, Liane Orsi, Toni Gravelle, Walter Engert Content Type(s): Publications, Financial System Review articles
Housing Market Dynamics and Macroprudential Policy Staff working paper 2016-31 Gabriel Bruneau, Ian Christensen, Césaire Meh We perform an analysis to determine how well the introduction of a countercyclical loanto- value (LTV) ratio can reduce household indebtedness and housing price fluctuations compared with a monetary policy rule augmented with house price inflation. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E31, E4, E42, H, H2, H23 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
August 16, 2012 Bank of Canada Review - Summer 2012 This issue features three articles that present research and analysis by Bank of Canada staff. The first updates previous Bank estimates of measurement bias in the Canadian consumer price index; the second uses a new term-structure model to analyze the relationship between the short-term policy rate and long-term interest rates; and the third examines indicators of balance-sheet risks at financial institutions in Canada. Content Type(s): Publications, Bank of Canada Review
June 21, 2006 Bank of Canada Review - Summer 2006 Cover page Irish Gun Money The coins pictured on the cover are part of the National Currency Collection of the Bank of Canada. Photography by Gord Carter Content Type(s): Publications, Bank of Canada Review
The Share of Systematic Variations in the Canadian Dollar—Part I Staff analytical note 2016-15 Jean-Sébastien Fontaine, Guillaume Nolin In this analytical note we show that the share of the systematic variations in the Canadian dollar has risen significantly in the past two decades. Systematic variations in the exchange rate are shared with other currencies. This parallels the equity market, where variations in the price of a given stock are shared with variations in the prices of other stocks. 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, Structural challenges, International trade, finance and competitiveness
Canadians’ access to cash in 2023 Staff analytical note 2025-13 Heng Chen, Hongyu Xiao, Daneal O’Habib, Stephen Wild This study updates our measure of Canadians' access to cash through automated banking machines and financial institution branches. We find that in 2023 overall access to cash remains stable, while rural Canadians continue having less access. Content Type(s): Staff research, Staff analytical notes JEL Code(s): J, J1, J15, O, O1, R, R5, R51 Research Theme(s): Money and payments, Cash and bank notes
Estimating the impacts on GDP of natural disasters in Canada Staff analytical note 2025-5 Tatjana Dahlhaus, Thibaut Duprey, Craig Johnston Extreme weather events contribute to increased volatility in both economic activity and prices, interfering with the assessment of the true underlying trends of the economy. With this in mind, we conduct a timely assessment of the impact of natural disasters on Canadian gross domestic product (GDP). Content Type(s): Staff research, Staff analytical notes JEL Code(s): B, B2, B23, C, C1, C13, C2, C23, E, E1, E17, E3, E37, E6, E62, H, H6 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Climate change