Immigration and Provision of Public Goods: Evidence at the Local Level in the U.S. Staff working paper 2023-57 Anna Maria Mayda, Mine Z. Senses, Walter Steingress Using U.S. county-level data from 1990 to 2010, we study the causal impact of immigration on the provision of local public goods. We uncover substantial heterogeneity across immigrants with different skills and immigrants of different generations, which leads to unequal fiscal effects across U.S. counties. Content Type(s): Staff research, Staff working papers Research Topic(s): Fiscal policy, International topics, Regional economic developments JEL Code(s): F, F2, F22, H, H4, H41, H7, J, J6, J61, J68, R, R5 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
International Portfolio Rebalancing and Fiscal Policy Spillovers Staff working paper 2023-56 Sami Alpanda, Uluc Aysun, Serdar Kabaca We evaluate, both empirically and theoretically, the spillover effects that debt-financed fiscal policy interventions of the United States have on other economies. We consider a two-country model with international portfolio rebalancing effects. We show that US fiscal expansions would increase global long-term rates and hinder economic activity in the rest of the world. Content Type(s): Staff research, Staff working papers Research Topic(s): Economic models, Fiscal policy, International topics JEL Code(s): E, E3, E32, E6, E62, F, F4, F41, F44 Research Theme(s): Financial markets and funds management, International markets and currencies, Financial system, Financial stability and systemic risk, Models and tools, Economic models, Structural challenges, International trade, finance and competitiveness
Digitalization: Prices of Goods and Services Staff discussion paper 2023-27 Vivian Chu, Tatjana Dahlhaus, Christopher Hajzler This paper outlines and assesses the various channels through which digitalization can affect prices of goods and services. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Digitalization, Inflation and prices, Market structure and pricing, Monetary policy JEL Code(s): D, D2, E, E3, E31, E5, E52, L, L1, L11 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Structural challenges, Digitalization and productivity
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 Research 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 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Structural challenges, Digitalization and productivity
The Heterogeneous Impacts of Job Displacement: Evidence from Canadian Job Separation Records Staff working paper 2023-55 Serdar Birinci, Youngmin Park, Kurt See When estimating earnings losses upon job separations, existing strategies focus on separations in mass layoffs to distinguish involuntary separations from voluntary separations. We revisit the measurement of the sources and consequences of involuntary job separations using Canadian job separation records. Content Type(s): Staff research, Staff working papers Research Topic(s): Labour markets, Potential output, Productivity JEL Code(s): E, E2, E24, E3, E32, J, J3, J31, J6, J63, J65 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
Identifying Nascent High-Growth Firms Using Machine Learning Staff working paper 2023-53 Stéphanie Houle, Ryan Macdonald Firms that grow rapidly have the potential to usher in new innovations, products or processes (Kogan et al. 2017), become superstar firms (Haltiwanger et al. 2013) and impact the aggregate labour share (Autor et al. 2020; De Loecker et al. 2020). We explore the use of supervised machine learning techniques to identify a population of nascent high-growth firms using Canadian administrative firm-level data. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Firm dynamics JEL Code(s): C, C5, C55, C8, C81, L, L2, L25 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Structural challenges, Digitalization and productivity
An Overview of the Indigenous Economy in Canada Staff discussion paper 2023-25 Alex Chernoff, Calista Cheung Several measures suggest economic outcomes have improved for Indigenous Peoples in recent decades. Yet, institutional settings and gaps in infrastructure and financing continue to hinder their economic progress. Recent efforts have helped address some data gaps, and new institutions are helping Indigenous communities to overcome historic barriers to growth. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Central bank research, Development economics, Financial services, Labour markets, Monetary policy transmission, Regional economic developments JEL Code(s): E, E0, E01, E02, N, N4, N41, N42, O, O4, O43, P, P4, P48 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
Variations in Pass-Through from Global Agricultural Commodity Prices to Domestic Food Inflation Staff discussion paper 2023-24 Daniel Hyun, Jacky Lee This paper examines factors that affect the transmission of fluctuations in global agricultural commodity prices to domestic food inflation. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Inflation and prices, International topics JEL Code(s): E, E3, E31, Q, Q0, Q02, Q1, Q11, Q17, Q18 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Structural challenges, International trade, finance and competitiveness
Redefining Financial Inclusion for a Digital Age: Implications for a Central Bank Digital Currency Staff discussion paper 2023-22 Alexandra Sutton-Lalani, Sebastian Hernandez, John Miedema, Jiamin Dai, Badr Omrane We explore quantitative and qualitative information about Canadians who face barriers to making digital payments. We also consider the implications of ongoing digitalization for modern financial inclusion and a potential central bank digital currency. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Accessibility, Bank notes, Central bank research, Digital currencies and fintech, Digitalization, Financial services JEL Code(s): A, A1, A14, E, E4, E42, E5, E50, I, I3, I31, O, O3, O33, O5, O51 Research Theme(s): Money and payments, Digital assets and fintech, Retail payments, Structural challenges, Demographics and labour supply, Digitalization and productivity
Digitalization: Definition and Measurement Staff discussion paper 2023-20 Guyllaume Faucher, Stéphanie Houle This paper provides an overview of digitalization and its economic implications. We assess the scope of digitalization in Canada as well as the challenges related to its measurement. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Digitalization, Potential output JEL Code(s): E, E0, E01, O, O3, O33, O5, O51 Research Theme(s): Models and tools, Economic models, Structural challenges, Digitalization and productivity