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 JEL Code(s): C, C1, C11, C5, C52, C53, E, E3, E37 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
Corporate Debt Composition and Business Cycles Staff working paper 2019-5 Jelena Zivanovic Based on empirical evidence, I propose a dynamic stochastic general equilibrium model with two financial sectors to analyze the role of corporate debt composition (bank versus bond financing) in the transmission of economic shocks. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E32, E4, E44 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
Exports and the Exchange Rate: A General Equilibrium Perspective Staff working paper 2022-18 Patrick Alexander, Abeer Reza How do a country’s exports change when its currency depreciates? Does it matter which forces drive the exchange rate deprecation in the first place? We find that this relationship varies greatly depending on what drives exchange rate movements, and we conclude that the direct relationship between the exchange rate and exports is weak for Canada. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F3, F31, F32, F33, F4, F41 Research Theme(s): Financial markets and funds management, International markets and currencies, Models and tools, Economic models, Structural challenges, International trade, finance and competitiveness
Climate Change and Socio-economic inequality in the US Staff working paper 2026-16 Barbara Sadaba, Tatjana Dahlhaus This paper examines how climate change affects income inequality across US states. Using a new climate-inequality VAR and a century of daily temperature data, it shows that shifts across the full temperature distribution—not just average warming—have diverse effects on within-state inequality. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C3, C32, D, D6, D63, Q, Q5, Q54 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Structural challenges, Climate change
Monetary Payoff and Utility Function in Adaptive Learning Models Staff working paper 2019-50 Erhao Xie When players repeatedly face an identical or similar game (e.g., coordination game, technology adoption game, or product choice game), they may learn through experience to perform better in the future. This learning behaviour has important economic implications. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C57, C7, C72, C9, C92 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models
Estimating the Portfolio-Balance Effects of the Bank of Canada’s Government of Canada Bond Purchase Program Staff working paper 2024-34 Antonio Diez de los Rios Using a novel dynamic portfolio balance model of the yield curve for Government of Canada bonds, I find that the Bank of Canada’s Government of Canada Bond Purchase Program reduced Canadian 10-year and 5-year zero-coupon yields by 84 and 52 basis points, respectively. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E43, E5, E52, G, G1, G12, H, H6, H63 Research Theme(s): Financial markets and funds management, Market functioning, Models and tools, Economic models, Monetary policy, Monetary policy tools and implementation
CBDC in the Market for Payments at the Point of Sale: Equilibrium Impact and Incumbent Responses Staff working paper 2024-52 Walter Engert, Oleksandr Shcherbakov, André Stenzel We simulate introducing a central bank digital currency (CBDC) and consider consumer adoption, merchant acceptance and usage at the point of sale. Modest adoption frictions significantly inhibit CBDC market penetration along all three dimensions. Incumbent responses to restore pre-CBDC market shares are moderate to small and further reduce the impact of a CBDC. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C51, D, D1, D12, E, E4, E42, L, L1, L14, L5, L52 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Digital assets and fintech, Payment and financial market infrastructures, Retail payments
November 16, 2017 An Update on the Neutral Rate of Interest Bank of Canada Review - Autumn 2017 José Dorich, Abeer Reza, Subrata Sarker The neutral rate serves as a benchmark for measuring monetary stimulus and provides a medium- to long-run anchor for the real policy rate. Global neutral rate estimates have been falling over the past few decades. Factors such as population aging, high corporate savings, and low trend productivity growth are likely to continue supporting a low global neutral rate. These global factors as well as domestic factors are exerting downward pres-sure on the Canadian real neutral rate, which is estimated to be between 0.5 to 1.5 per cent. This low neutral rate has important implications for monetary policy and financial stability. Content Type(s): Publications, Bank of Canada Review articles JEL Code(s): E, E4, E43, E5, E52, E58, F, F0, F01, F4, F43, O, O4
June 17, 2019 Flexible Exchange Rates, Commodity Prices and Price Stability Remarks Lawrence L. Schembri Economics Society of Northern Alberta (ESNA) Edmonton, Alberta Deputy Governor Lawrence Schembri speaks before the Economics Society of Northern Alberta (ESNA). Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Financial system, Financial markets, Monetary policy, Economy/Economic growth, Inflation, Inflation targeting framework
Fire Sales and Liquidity Requirements Staff working paper 2024-18 Yuteng Cheng, Roberto Robatto We study liquidity requirements in a framework with fire sales. The framework nests three common pricing mechanisms and produces the same observables. Absent risk-sharing considerations, the equilibrium is efficient with cash-in-the-market pricing; a liquidity requirement is optimal with second-best-use pricing; and a liquidity ceiling (i.e., a cap on liquid assets) is optimal with adverse selection. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G1, G12, G2, G23, G28 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial stability and systemic risk, Financial system regulation and oversight, Household and business credit