State Correlation and Forecasting: A Bayesian Approach Using Unobserved Components Models Staff working paper 2018-14 Luis Uzeda Implications for signal extraction from specifying unobserved components (UC) models with correlated or orthogonal innovations have been well investigated. In contrast, the forecasting implications of specifying UC models with different state correlation structures are less well understood. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C15, C5, C51, C53 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
November 8, 2016 Wood, Wheat, Wheels and the Web: Historical Pivots and Future Prospects for Canadian Exports Remarks Lawrence L. Schembri Atlantic Institute for Market Studies Halifax, Nova Scotia Deputy Governor Lawrence Schembri discusses the historical evolution and future prospects for Canadian exports. Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Financial system, Financial markets, Financial stability, Monetary policy, Economy/Economic growth
Quantum Monte Carlo for Economics: Stress Testing and Macroeconomic Deep Learning Staff working paper 2022-29 Vladimir Skavysh, Sofia Priazhkina, Diego Guala, Thomas Bromley Using the quantum Monte Carlo algorithm, we study whether quantum computing can improve the run time of economic applications and challenges in doing so. We apply the algorithm to two models: a stress testing bank model and a DSGE model solved with deep learning. We also present innovations in the algorithm and benchmark it to classical Monte Carlo. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C15, C6, C61, C63, C68, C7, E, E1, E13, G, G1, G17, G2, G21 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Econometric, statistical and computational methods, Economic models
Assessing the US and Canadian neutral rates: 2026 update Staff analytical paper 2026-21 Felipe Alves, William Beaudoin, Hélène Desgagnés, Wei Dong, Jan David Schneider, Eugene Trostin, Argyn Toktamyssov, Hannes Twieling We assess the Canadian nominal neutral rate to be in the range of 2.25% to 3.25%, unchanged from our assessment in 2025. We assess the US nominal neutral rate to be in the range of 2.50% to 3.50%, somewhat higher than the range of 2.25% to 3.25% reported in the 2025 assessment. Content Type(s): Staff research, Staff analytical paper JEL Code(s): E, E4, E43, E5, E52 Research Theme(s): Monetary policy, Monetary policy framework and transmission
Limits to Arbitrage and Deviations from Covered Interest Rate Parity Staff discussion paper 2016-4 James Pinnington, Maral Shamloo We document an increase in deviations from short-term covered interest rate parity (CIP) in the first half of 2015. Since the Swiss National Bank’s (SNB) decision to abandon its minimum exchange rate policy, both the magnitude and volatility of deviations from CIP have increased across several currency pairs. The effect is particularly pronounced for pairs involving the Swiss franc. Content Type(s): Staff research, Staff discussion papers JEL Code(s): F, F3, F31, G, G1, G15 Research Theme(s): Financial markets and funds management, International markets and currencies, Market functioning
Dynamic Consumer Cash Inventory Model Staff working paper 2025-22 Kim Huynh, Oleksandr Shcherbakov, André Stenzel We study consumer cash inventory behavior by developing a dynamic model of forward-looking consumers and estimating structural parameters of the model using detailed consumer survey data. Consumers facing holding and withdrawal costs solve a discrete-time continuous-control dynamic programming problem to optimally use cash at the point of sale. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D12, D14, E, E4, E41, E42, G, G2, G21 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Cash and bank notes
CBDC: Banking and Anonymity Staff working paper 2024-9 Yuteng Cheng, Ryuichiro Izumi We examine the optimal amount of user anonymity in a central bank digital currency in the context of bank lending. Anonymity, defined as the lender’s inability to discern an entrepreneur’s actions that enable fund diversion, influences the choice of payment instrument due to its impact on a bank’s lending decisions. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E42, E5, E58, G, G2, G28 Research Theme(s): Financial system, Financial institutions and intermediation, Monetary policy, Monetary policy tools and implementation, Money and payments, Digital assets and fintech, Retail payments
Managing Risk Taking with Interest Rate Policy and Macroprudential Regulations Staff working paper 2016-47 Simona Cociuba, Malik Shukayev, Alexander Ueberfeldt We develop a model in which a financial intermediary’s investment in risky assets—risk taking—is excessive due to limited liability and deposit insurance and characterize the policy tools that implement efficient risk taking. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E44, E5, E52, G, G1, G11, G18 Research Theme(s): Financial system, Financial stability and systemic risk, Financial system regulation and oversight, Monetary policy, Monetary policy framework and transmission, Monetary policy tools and implementation
Monetary Policy Tradeoffs Between Financial Stability and Price Stability Staff working paper 2016-49 Malik Shukayev, Alexander Ueberfeldt We analyze the impact of interest rate policy on financial stability in an environment where banks can experience runs on their short-term liabilities, forcing them to sell assets at fire-sale prices. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D6, D62, E, E3, E32, E4, E44, G, G0, G01 Research Theme(s): Financial system, Financial stability and systemic risk, Monetary policy, Monetary policy framework and transmission
The Countercyclical Capital Buffer and International Bank Lending: Evidence from Canada Staff working paper 2021-61 David Xiao Chen, Christian Friedrich We examine the impact of the CCyB on foreign lending activities of Canadian banks. We show that the announcement of a tightening in another country’s CCyB leads to a decrease in the growth rate of cross-border lending between Canadian banks and borrowers in that other country. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E32, F, F2, F21, F3, F32, G, G2, G21, G28 Research Theme(s): Financial markets and funds management, International markets and currencies, Financial system, Financial stability and systemic risk, Financial system regulation and oversight