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
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
The Relative Benefits and Risks of Stablecoins as a Means of Payment: A Case Study Perspective Staff discussion paper 2022-21 Annetta Ho, Sriram Darbha, Yuliya Gorelkina, Alejandro García Our paper contributes to the discussion about the utility of stablecoins for retail payments through an objective, evidence-based approach that compares stablecoins with traditional retail payment methods. The paper also provides insights that could be useful in the design of central bank digital currencies. Content Type(s): Staff research, Staff discussion papers JEL Code(s): D, D7, D78, O, O3, O38 Research Theme(s): Money and payments, Digital assets and fintech, Payment and financial market infrastructures, Retail payments
Variance Premium, Downside Risk and Expected Stock Returns Staff working paper 2017-58 Bruno Feunou, Ricardo Lopez Aliouchkin, Roméo Tedongap, Lai Xi We decompose total variance into its bad and good components and measure the premia associated with their fluctuations using stock and option data from a large cross-section of firms. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G1, G12 Research Theme(s): Financial markets and funds management, Market functioning, Market structure, Financial system, Financial institutions and intermediation
We Didn’t Start the Fire: Effects of a Natural Disaster on Consumers’ Financial Distress Staff working paper 2023-15 Anson T. Y. Ho, Kim Huynh, David T. Jacho-Chávez, Geneviève Vallée We use detailed consumer credit data to investigate the impact of the 2016 Fort McMurray wildfire, the costliest wildfire disaster in Canadian history, on consumers’ financial stress. We focus on the arrears of insured mortgages because of their important implications for financial institutions and insurers’ business risk and relevant management practices. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C2, C21, D, D1, D12, G, G2, G21, Q, Q5, Q54 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Structural challenges, Climate change
Firm Inattention and the Efficacy of Monetary Policy: A Text-Based Approach Staff working paper 2022-3 Wenting Song, Samuel Stern How much attention do firms pay to macroeconomic news? Through a novel text-based measure, two facts emerge. First, attention is polarized. Most firms either never or always pay attention to economic conditions. Second, it is countercyclical. During recessions, more firms pay attention, and firms pay greater attention to macroeconomic news. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D8, D83, E, E4, E44, E5, E52 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
International Economic Sanctions and Third-Country Effects Staff working paper 2023-46 Fabio Ghironi, Daisoon Kim, Galip Kemal Ozhan We study the transmission and third-country effects of international sanctions. A sanctioned country’s losses are mitigated, and the sanctioning country’s losses amplified, if a third country does not join the sanctions, but the third country benefits from not joining. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F3, F31, F4, F41, F42, F5, F51 Research Theme(s): Models and tools, Economic models, Structural challenges, International trade, finance and competitiveness
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
Improving the Efficiency of Payments Systems Using Quantum Computing Staff working paper 2022-53 Christopher McMahon, Donald McGillivray, Ajit Desai, Francisco Rivadeneyra, Jean-Paul Lam, Thomas Lo, Danica Marsden, Vladimir Skavysh We develop an algorithm and run it on a hybrid quantum annealing solver to find an ordering of payments that reduces the amount of system liquidity necessary without substantially increasing payment delays. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C6, C61, C63, D, D8, D83, E, E4, E42, E5, E58 Research Theme(s): Money and payments, Digital assets and fintech, Payment and financial market infrastructures
May 30, 2019 Economic Progress Report: Investing in Growth Remarks Carolyn A. Wilkins Calgary Chamber of Commerce Calgary, Alberta Senior Deputy Governor Carolyn A. Wilkins talks about the importance of business investment to the Canadian economy and reviews the latest interest rate decision. Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Financial system, Financial markets, Monetary policy, Economy/Economic growth, Inflation, Inflation targeting framework