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
Variance Premium, Downside Risk and Expected Stock Returns Staff working paper 2017-58 Bruno Feunou, Ricardo Lopez Aliouchkin, Roméo Tedongap, Lai Xi We decompose total variance into its bad and good components and measure the premia associated with their fluctuations using stock and option data from a large cross-section of firms. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G1, G12 Research Theme(s): Financial markets and funds management, Market functioning, Market structure, Financial system, Financial institutions and intermediation
May 30, 2019 Economic Progress Report: Investing in Growth Remarks Carolyn A. Wilkins Calgary Chamber of Commerce Calgary, Alberta Senior Deputy Governor Carolyn A. Wilkins talks about the importance of business investment to the Canadian economy and reviews the latest interest rate decision. Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Financial system, Financial markets, Monetary policy, Economy/Economic growth, Inflation, Inflation targeting framework
Firm Inattention and the Efficacy of Monetary Policy: A Text-Based Approach Staff working paper 2022-3 Wenting Song, Samuel Stern How much attention do firms pay to macroeconomic news? Through a novel text-based measure, two facts emerge. First, attention is polarized. Most firms either never or always pay attention to economic conditions. Second, it is countercyclical. During recessions, more firms pay attention, and firms pay greater attention to macroeconomic news. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D8, D83, E, E4, E44, E5, E52 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, 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
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
Understanding Monetary Policy and its Effects: Evidence from Canadian Firms Using the Business Outlook Survey Staff working paper 2017-24 Matthieu Verstraete, Lena Suchanek This paper shows (i) that business sentiment, as captured by survey data, matters for monetary policy decisions in Canada, and (ii) how business perspectives are affected by monetary policy shocks. Measures of business sentiment (soft data) are shown to have systematic explanatory power for monetary policy decisions over and above typical Taylor rule variables. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D2, D22, E, E4, E44, E5, E52 Research Theme(s): Monetary policy, Monetary policy framework and transmission, Monetary policy tools and implementation, Real economy and forecasting
Can the Business Outlook Survey Help Improve Estimates of the Canadian Output Gap? Staff discussion paper 2020-14 Calista Cheung, Luke Frymire, Lise Pichette We investigate whether questions in the Bank of Canada’s Business Outlook Survey can provide useful signals for the output gap. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E3 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
December 23, 2002 Financial Structure and Economic Growth: A Non-Technical Survey Financial System Review - December 2002 Veronika Dolar, Césaire Meh Content Type(s): Publications, Financial System Review articles
October 25, 2005 Bank of Canada Review - Autumn 2005 Cover page Ready References The book is part of the National Currency Collection, Bank of Canada. Photography by Gord Carter, Ottawa. Content Type(s): Publications, Bank of Canada Review