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
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
Crowdfunding and Risk Staff working paper 2023-28 David Cimon Crowdfunding may enable unique products to reach the consumer market. I model a crowdfunding technology that publicly screens consumer demand early in the production process. In this model, entrepreneurs like crowdfunding for risky projects where demand is uncertain, but not for large, safe projects or for projects where production costs are uncertain. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G2, G21, G24, G3, G32 Research Theme(s): Financial system, Financial institutions and intermediation, Household and business credit, Money and payments, Digital assets and fintech
Strategic Uncertainty in Financial Markets: Evidence from a Consensus Pricing Service Staff working paper 2020-55 Lerby Ergun, Andreas Uthemann We look at the informational content of consensus pricing in opaque over-the-counter markets. We show that the availability of price data informs participants mainly about other participants’ valuations, rather than about the value of a financial security. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C58, D, D5, D53, D8, D83, G, G1, G12, G14 Research Theme(s): Financial markets and funds management, Market functioning, Market structure
Managing GDP Tail Risk Staff working paper 2020-3 Thibaut Duprey, Alexander Ueberfeldt Models for macroeconomic forecasts do not usually take into account the risk of a crisis—that is, a sudden large decline in gross domestic product (GDP). However, policy-makers worry about such GDP tail risk because of its large social and economic costs. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D8, E, E4, E44, E5, E52, E58, G, G0, G01 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
From LVTS to Lynx: Quantitative Assessment of Payment System Transition Staff working paper 2023-24 Ajit Desai, Zhentong Lu, Hiru Rodrigo, Jacob Sharples, Phoebe Tian, Nellie Zhang We quantitatively assess the changes in participants’ payment behaviour from modernizing Canada's high-value payments system to Lynx. Our analysis suggests that Lynx's liquidity-saving mechanism encourages liquidity pooling and early payments submission, resulting in improved efficiency for participants but with slightly increased payment delays. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C10, E, E4, E42, G, G2, G28 Research Theme(s): Money and payments, Payment and financial market infrastructures
Implementing Market-Based Indicators to Monitor Vulnerabilities of Financial Institutions Staff analytical note 2016-5 Cameron MacDonald, Maarten van Oordt, Robin Scott This note introduces several market-based indicators and examines how they can further inform the Bank of Canada’s vulnerability assessment of Canadian financial institutions. Market-based indicators of leverage suggest that the solvency risk for major Canadian banks has increased since the beginning of the oil-price correction in the second half of 2014. Content Type(s): Staff research, Staff analytical notes JEL Code(s): G, G1, G10, G2, G21 Research Theme(s): Financial system, Financial institutions and intermediation, Financial stability and systemic risk
April 16, 2014 Monetary Policy Report – April 2014 Economic growth in Canada is expected to average about 2 1/2 per cent in 2014 and 2015 before easing to around the 2 per cent growth rate of the economy’s potential in 2016. Content Type(s): Publications, Monetary Policy Report
Examining the Impact of Home Purchase Restrictions on China’s Housing Market Staff working paper 2021-18 Zhentong Lu, Sisi Zhang, Jian Hong How do “cooling measures” in the housing market—policies aimed to stabilize prices—affect the market? We use a structural model of housing demand and price competition among developers to evaluate China’s home purchase restriction policies implemented in 2010–11. Content Type(s): Staff research, Staff working papers JEL Code(s): O, O1, O18, R, R3, R31, R38 Research Theme(s): Financial markets and funds management, Market structure, Financial system, Household and business credit, Monetary policy, Real economy and forecasting
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