Testing Collusion and Cooperation in Binary Choice Games Staff working paper 2023-58 Erhao Xie This paper studies the testable implication of players’ collusive or cooperative behaviour in a binary choice game with complete information. I illustrate the implementation of this test by revisiting the entry game between Walmart and Kmart. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C57, L, L1, L13 Research Theme(s): Financial markets and funds management, Market structure, Models and tools, Econometric, statistical and computational methods
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 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
How Far Do Canadians Need to Travel to Access Cash? Staff discussion paper 2023-28 Heng Chen, Daneal O’Habib, Hongyu Xiao This paper develops a travel-based metric to measure Canadians’ access to cash from automated banking machines (ABMs) and financial institution branches. We find that, overall, access to cash remained stable between 2019 and 2022. The total number of ABMs in Canada increased by 3.7% and the total number of branches decreased by 5.2% during that period. Content Type(s): Staff research, Staff discussion papers JEL Code(s): G, G2, G21, J, J1, J15, R, R5, R51 Research Theme(s): Money and payments, Cash and bank notes
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 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 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 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 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
Borrow Now, Pay Even Later: A Quantitative Analysis of Student Debt Payment Plans Staff working paper 2023-54 Michael Boutros, Nuno Clara, Francisco Gomes We investigate alternative student debt contracts that defer payments and ease the burden of student loans on US households by preserving disposable income early in borrowers’ lives. Our model shows substantial welfare gains from these contracts relative to existing plans and gains similar to the Biden administration's proposals but with a significantly lower cost. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, G, G5, H, H3 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Models and tools, Economic models, Monetary policy, Real economy and forecasting
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 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
Decentralized finance: Innovations and challenges Staff analytical note 2023-15 Jonathan Chiu, Hanna Yu Decentralized finance surged in popularity around 2020. We explore its value and limitations and highlight some potential regulatory concerns. Content Type(s): Staff research, Staff analytical notes JEL Code(s): G, G1, G2 Research Theme(s): Financial system, Financial stability and systemic risk, Money and payments, Digital assets and fintech, Payment and financial market infrastructures