Predictive Density Combination Using a Tree-Based Synthesis Function Staff Working Paper 2023-61 Tony Chernis, Niko Hauzenberger, Florian Huber, Gary Koop, James Mitchell This paper studies non-parametric combinations of density forecasts. We introduce a regression tree-based approach that allows combination weights to vary on the features of the densities, time-trends or economic indicators. In two empirical applications, we show the benefits of this approach in terms of improved forecast accuracy and interpretability. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods JEL Code(s): C, C1, C11, C3, C32, C5, C53
Third-Country Effects of U.S. Immigration Policy Staff Working Paper 2023-60 Agostina Brinatti, Xing Guo We study how the tightening of US immigration policy affects the Canadian economy and American workers. After the reduction in H-1B visa admissions in 2017, more immigrants came to Canada, and Canadian firms expanded their employment, sales and exports. The close trade link between the United States and Canada dampens the benefit American workers derive from this policy change. Content Type(s): Staff research, Staff working papers Research Topic(s): International topics, Labour markets, Recent economic and financial developments, Trade integration JEL Code(s): F, F1, F16, F2, F22, J, J6, J61
Perceived versus Calibrated Income Risks in Heterogeneous-Agent Consumption Models Staff Working Paper 2023-59 Tao Wang Perceived income risks reported in a survey of consumer expectations are more heterogeneous and, on average, lower than indirectly calibrated risks based on panel data. They prove to be one explanation for why a large fraction of households hold very little liquid savings and why accumulated wealth is widely unequal across households. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Monetary policy, Monetary policy and uncertainty JEL Code(s): D, D1, D14, E, E2, E21, E7, E71, G, G5, G51
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 Research Topic(s): Econometric and statistical methods, Market structure and pricing JEL Code(s): C, C5, C57, L, L1, L13
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
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
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 separation, 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 job displacement 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
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 Research Topic(s): Asset pricing, Economic models, Financial markets, Labour markets, Market structure and pricing JEL Code(s): E, E2, G, G5, H, H3
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
Labor Market Shocks and Monetary Policy Staff Working Paper 2023-52 Serdar Birinci, Fatih Karahan, Yusuf Mercan, Kurt See We develop a heterogeneous-agent New Keynesian model featuring a frictional labor market with on-the-job search to quantitatively study the positive and normative implications of employer-to-employer transitions for inflation. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Inflation and prices, Labour markets, Monetary policy JEL Code(s): E, E1, E12, E2, E24, E5, E52, J, J3, J31, J6, J62, J64