Identifying Aggregate Shocks with Micro-level Heterogeneity: Financial Shocks and Investment Fluctuation Staff working paper 2020-17 Xing Guo This paper identifies aggregate financial shocks and quantifies their effects on business investment based on an estimated DSGE model with firm-level heterogeneity. On average, financial shocks contribute only 3% of the variation in U.S. public firms’ aggregate investment. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E1, E12, E2, E22, G, G3, G31, G32 Research Theme(s): Financial system, Household and business credit, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission, Real economy and forecasting
Extreme Weather and Low-Income Household Finance: Evidence from Payday Loans Staff working paper 2024-1 Shihan Xie, Victoria Wenxin Xie, Xu Zhang This paper explores the impact of extreme weather exposures on the financial outcomes of low-income households. Our findings highlight the heightened financial vulnerability of low-income households to environmental shocks and underscore the need for targeted policies. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G5, Q, Q5, Q54 Research Theme(s): Financial system, Household and business credit, Structural challenges, Climate change
November 19, 2015 Bank of Canada Review - Autumn 2015 In this issue, Bank researchers discuss the muted recovery from the 2007–09 financial crisis and possible causes. There are also discussions about the Bank’s new Canadian survey of household expectations, measuring both durable goods and housing prices in the CPI and how regulatory changes may affect monetary policy operating frameworks. In the final article, improvements to the management of Canada’s foreign exchange reserves are introduced. Content Type(s): Publications, Bank of Canada Review
Differentiable, Filter Free Bayesian Estimation of DSGE Models Using Mixture Density Networks Staff working paper 2025-3 Chris Naubert I develop a method for Bayesian estimation of globally solved, non-linear macroeconomic models. The method uses a mixture density network to approximate the initial state distribution. The mixture density network results in more reliable posterior inference compared with the case when the initial states are set to their steady-state values. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C6, C61, C63, E, E3, E37, E4, E47 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models
The Trade War in Numbers Staff working paper 2018-57 Karyne B. Charbonneau, Anthony Landry We build upon new developments in the international trade literature to isolate and quantify the long-run economic impacts of tariff changes on the United States and the global economy. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F1, F11, F13, F14, F15, F5, F50, F6, F62, F68 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, International trade, finance and competitiveness
Occasionally Binding Constraints in Large Models: A Review of Solution Methods Staff discussion paper 2021-5 Jonathan Swarbrick Solving macroeconomic models is difficult. One challenge is the occasionally binding constraint of the zero lower bound on nominal interest rates. This paper reviews various ways to solve models that include this feature. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C6 Research Theme(s): Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
The Case of Serial Disappointment Staff analytical note 2016-10 Justin-Damien Guénette, Nicholas Labelle, Martin Leduc, Lori Rennison Similar to those of other forecasters, the Bank of Canada’s forecasts of global GDP growth have shown persistent negative errors over the past five years. This is in contrast to the pre-crisis period, when errors were consistently positive as global GDP surprised to the upside. All major regions have contributed to the forecast errors observed since 2011, although the United States has been the most persistent source of notable errors. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E2, E27, E6, E66, F, F0, F01 Research Theme(s): Models and tools, Economic models, Monetary policy, Real economy and forecasting
Fragility of Resale Markets for Securitized Assets and Policy of Asset Purchases Staff working paper 2016-46 Martin Kuncl Markets for securitized assets were characterized by high liquidity prior to the recent financial crisis and by a sudden market dry-up at the onset of the crisis. A general equilibrium model with heterogeneous investment opportunities and information frictions predicts that, in boom periods or mild recessions, the degree of adverse selection in resale markets for securitized assets is limited because of the reputation-based guarantees by asset originators. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E32, E5, G, G0, G01, G2 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial institutions and intermediation, Financial stability and systemic risk, Models and tools, Economic models
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
June 22, 2011 Emerging from the Shadows: Market-Based Financing in Canada Financial System Review - June 2011 James Chapman, Lawrence L. Schembri, Stéphane Lavoie Content Type(s): Publications, Financial System Review articles