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 Canadian Neutral Rate of Interest through the Lens of an Overlapping-Generations Model Staff discussion paper 2023-5 Martin Kuncl, Dmitry Matveev We use a small open economy model with overlapping generations to evaluate secular dynamics of the neutral rate in Canada from 1980 to 2018. We find that changes in both foreign and domestic factors resulted in a protracted decline in the neutral rate. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E2, E21, E22, E4, E43, E5, E50, E52, E58, F, F4, F41 Research Theme(s): Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission, Structural challenges, Demographics and labour supply
Net Send Limits in the Lynx Payment System: Usage and Implications Staff discussion paper 2025-13 Virgilio B Pasin, Anna Wyllie We study how participants in the Lynx payment system use the net send limit (NSL) tool to control their intraday payment outflow levels. Our results show that participants typically adopt a “set it and forget it” approach to scheduling NSLs and sometimes have distinct intraday NSL adjustment behaviours. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C1, C10, D, D8, D82, E, E4, E42, E5, E58, G, G2, G21, G4, G41 Research Theme(s): Financial system, Financial institutions and intermediation, Money and payments, Payment and financial market infrastructures
January 24, 2012 Sectoral Default Rates under Stress: The Importance of Non-Linearities Financial System Review - June 2007 Miroslav Misina, David Tessier Content Type(s): Publications, Financial System Review articles
August 28, 2006 Productivity, Terms of Trade, and Economic Adjustment Remarks Pierre Duguay Canadian Association for Business Economics Kingston, Ontario The Bank of Canada is keenly interested in productivity - for a number of reasons. Productivity gains are a key determinant of growth in potential output and, hence, of Canada's sustainable pace of non-inflationary economic expansion. Content Type(s): Press, Speeches and appearances, Remarks
How Do Interest Rates Spur the Housing Market: Exploring Nonlinear Effects Staff analytical paper 2026-35 Benjamin Straus, Stéphane Surprenant, Kerem Tuzcuoglu In this note we examine how monetary policy affects housing demand, supply and prices in Canada, and whether these effects vary with labour market conditions Content Type(s): Staff research, Staff analytical paper JEL Code(s): C, C3, C32, E, E5, E52, R, R3, R31 Research Theme(s): Monetary policy, Monetary policy framework and transmission
November 19, 2015 The Effect of Regulatory Changes on Monetary Policy Implementation Frameworks Bank of Canada Review - Autumn 2015 Meyer Aaron, Annick Demers, Sean Durr This article provides an analysis of some recent banking regulatory initiatives that are likely to influence the activities of financial intermediaries and the effectiveness of central bank monetary policy implementation frameworks. Although the effects of individual regulations can be anticipated in most cases, the combined regulatory impact is not yet clear. Central banks should, however, be able to accommodate the effects of the emerging regulatory environment within their existing policy implementation frameworks. Content Type(s): Publications, Bank of Canada Review articles JEL Code(s): E, E5, E52, G, G2, G21, L, L5, L50
Sources of pandemic-era inflation in Canada: An application of the Bernanke and Blanchard model Staff analytical note 2024-13 Fares Bounajm, Jean Garry Junior Roc, Yang Zhang We explore the drivers of the surge in inflation in Canada during the COVID-19 pandemic. This work is part of a joint effort by 11 central banks using the model developed by Bernanke and Blanchard (2023) to identify similarities and differences across economies. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E2, E24, E3, E31, E37, E5, E52, E6 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
Understanding Monetary Policy and its Effects: Evidence from Canadian Firms Using the Business Outlook Survey Staff working paper 2017-24 Matthieu Verstraete, Lena Suchanek This paper shows (i) that business sentiment, as captured by survey data, matters for monetary policy decisions in Canada, and (ii) how business perspectives are affected by monetary policy shocks. Measures of business sentiment (soft data) are shown to have systematic explanatory power for monetary policy decisions over and above typical Taylor rule variables. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D2, D22, E, E4, E44, E5, E52 Research Theme(s): Monetary policy, Monetary policy framework and transmission, Monetary policy tools and implementation, Real economy and forecasting
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 JEL Code(s): F, F2, F21, F3, F32, G, G1, G11 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Econometric, statistical and computational methods, Structural challenges, International trade, finance and competitiveness