Uninsured Idiosyncratic Production Risk with Borrowing Constraints Staff Working Paper 2005-26 Francisco Covas The author analyzes a general-equilibrium model of a heterogeneous agents economy in which the agents are subject to borrowing constraints and uninsurable idiosyncratic production risk. Content Type(s): Staff research, Staff working papers Research Topic(s): Economic models, Financial institutions, Financial markets JEL Code(s): E, E2, E22, G, G1, G11, M, M1, M13
Combining Large Numbers of Density Predictions with Bayesian Predictive Synthesis Staff Working Paper 2023-45 Tony Chernis I show how to combine large numbers of forecasts using several approaches within the framework of a Bayesian predictive synthesis. I find techniques that choose and combine a handful of forecasts, known as global-local shrinkage priors, perform best. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods JEL Code(s): C, C1, C11, C5, C52, C53, E, E3, E37
November 17, 2016 Bank of Canada Review - Autumn 2016 What is the role of central banks in financial stability? How has this role changed in recent years? Bank researchers share their insights on this matter and provide an overview of recent changes the Bank has made to its Emergency Lending Assistance Policy. Researchers also provide a history of four major commodity supercycles, dating back to the early 1900s. Finally, there is discussion about structural reforms in emerging-market economies, such as China, and how these reforms influence potential growth. Content Type(s): Publications, Bank of Canada Review
Non-Performing Loans, Fiscal Costs and Credit Expansion in China Staff Working Paper 2018-53 Huixin Bi, Yongquan Cao, Wei Dong This paper studies how the credit expansion policy pursued by the Chinese government in an effort to stimulate its economy in the post-crisis period affects bank–firm loan contracts and the macroeconomy. We build a structural model with financial frictions in which the optimal loan contract reflects the trade-off between leverage and the probability of default. Content Type(s): Staff research, Staff working papers Research Topic(s): Credit and credit aggregates, Fiscal policy, International topics JEL Code(s): E, E4, E44, E6, E62
Housing and Tax-Deferred Retirement Accounts Staff Working Paper 2016-24 Anson T. Y. Ho, Jie Zhou Assets in tax-deferred retirement accounts (TDA) and housing are two major components of household portfolios. In this paper, we develop a life-cycle model to examine the interaction between households’ use of TDA and their housing decisions. Content Type(s): Staff research, Staff working papers Research Topic(s): Economic models, Housing JEL Code(s): C, C6, C61, D, D1, D14, D9, D91, E, E2, E21, H, H2, H24, R, R2, R21
Lagging Productivity Growth in the Service Sector: Mismeasurement, Mismanagement or Misinformation? Staff Working Paper 1997-6 Dinah Maclean While the service sector has been growing rapidly as a share of total output, aggregate productivity growth has generally lagged behind that of the goods sector. In this report, the author assesses a range of explanations for lagging service sector productivity growth. Content Type(s): Staff research, Staff working papers Research Topic(s): Productivity, Recent economic and financial developments JEL Code(s): L, L8, L80, O, O4, O47
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 Research Topic(s): Business fluctuations and cycles, Economic models JEL Code(s): C, C6, C61, C63, E, E3, E37, E4, E47
The Dynamics of Capital Flow Episodes Staff Working Paper 2016-9 Christian Friedrich, Pierre Guérin This paper proposes a novel methodology for identifying episodes of strong capital flows based on a regime-switching model. In comparison with the existing literature, a key advantage of our methodology is to estimate capital flow regimes without the need for context- and sample-specific assumptions. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, International financial markets, International topics, Monetary policy and uncertainty JEL Code(s): F, F2, F21, F3, F32, G, G1, G11
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 Research Topic(s): Business fluctuations and cycles, Credit and credit aggregates, Economic models, Financial markets, Financial stability, Financial system regulation and policies JEL Code(s): E, E3, E32, E5, G, G0, G01, G2
Potential output in Canada: 2025 assessment Staff Analytical Note 2025-14 Selam Abraham, Dany Brouillette, Alex Chernoff, Christopher Hajzler, Stéphanie Houle, Mark Kim, Temel Taskin We explore two scenarios for potential output growth to gain insights into the economic consequences associated with different possible trade policies. Scenario 1 includes limited US tariffs on Canadian exports. Scenario 2 adds a permanent, broad-based 25% increase in US tariffs on imports from all countries excluding Canada and Mexico. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Economic models, Labour markets, Monetary policy, Potential output, Productivity JEL Code(s): E, E2, E3, E4, E5