Assessing the effects of higher immigration on the Canadian economy and inflation Staff Analytical Note 2023-17 Julien Champagne, Erik Ens, Xing Guo, Olena Kostyshyna, Alexander Lam, Corinne Luu, Sarah Miller, Patrick Sabourin, Joshua Slive, Temel Taskin, Jaime Trujillo, Shu Lin Wee We assess the complex macroeconomic implications of Canada’s recent population increases. We find that newcomers significantly boost the non-inflationary, potential growth of the economy, but existing imbalances in the housing sector may be exacerbated. Greater housing supply is needed to complement the long-term economic benefits of population growth. Content Type(s): Staff research, Staff analytical notes Topic(s): Domestic demand and components, Housing, Inflation and prices, Labour markets, Potential output, Recent economic and financial developments JEL Code(s): A, A1, A10, E, E2, E20, E3, E31, J, J1, J11, J15
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 Topic(s): Central bank research, Econometric and statistical methods, Economic models JEL Code(s): A, A1, A10, B, B2, B23, C, C4, C45, C5, C55