Identifying Nascent High-Growth Firms Using Machine Learning Staff working paper 2023-53 Stéphanie Houle, Ryan Macdonald Firms that grow rapidly have the potential to usher in new innovations, products or processes (Kogan et al. 2017), become superstar firms (Haltiwanger et al. 2013) and impact the aggregate labour share (Autor et al. 2020; De Loecker et al. 2020). We explore the use of supervised machine learning techniques to identify a population of nascent high-growth firms using Canadian administrative firm-level data. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C55, C8, C81, L, L2, L25 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Structural challenges, Digitalization and productivity
Balancing the Canadian Repo Market through QT: The Diminishing Role of Settlement Balances Staff analytical paper 2026-40 Evan Dudley, Jean-Sébastien Fontaine, Dimitri Hadjistavropoulos, Neil Maru, Sofia Tchamova, Andreas Uthemann, Jun Yang Repo market imbalances can be large and persistent, and can lift the cost of short-term funding in Canada, including the CORRA benchmark. Banks’ holdings of settlement balances absorbed most of the repo imbalances during QE, but have become far less central by the end of QT. Content Type(s): Staff research, Staff analytical paper JEL Code(s): E, E5, E52, E58 Research Theme(s): Financial system, Financial institutions and intermediation, Monetary policy, Monetary policy tools and implementation
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
Regulatory Requirements of Banks and Arbitrage in the Post-Crisis Federal Funds Market Staff working paper 2022-48 Rodney J. Garratt, Sofia Priazhkina This paper explains the nature of interest rates in the U.S. federal funds market after the 2007-09 financial crisis. We build a model of the over-the-counter lending market that incorporates new aspects of the financial system: abundance of liquidity, different regulatory standards for banks, and arbitrage opportunities created by limited access to the facility granting interest on excess reserves. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E42, E5, E58, G, G2, G28 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial system regulation and oversight, Models and tools, Economic models, Monetary policy, Monetary policy tools and implementation
Generalized Autoregressive Gamma Processes Staff working paper 2023-40 Bruno Feunou We introduce generalized autoregressive gamma (GARG) processes, a class of autoregressive and moving-average processes in which each conditional moment dynamic is driven by a different and identifiable moving average of the variable of interest. We show that using GARG processes reduces pricing errors by substantially more than using existing autoregressive gamma processes does. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C58, G, G1, G12 Research Theme(s): Financial markets and funds management, Market functioning, Models and tools, Econometric, statistical and computational methods
Assessing Global Potential Output Growth: April 2018 Staff analytical note 2018-9 Richard Beard, Anne-Katherine Cormier, Michael Francis, Katerina Gribbin, Justin-Damien Guénette, Christopher Hajzler, James Ketcheson, Kun Mo, Louis Poirier, Peter Selcuk, Kristina Hess This note presents our estimates of potential output growth for the global economy through 2020. Overall, we expect global potential output growth to remain broadly stable over the projection horizon, averaging 3.3 per cent, although there is considerable uncertainty surrounding these estimates. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E1, E10, E2, E20, O, O4 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply, Digitalization and productivity
December 9, 2010 Central Counterparties and Systemic Risk Financial System Review - December 2010 Eric Tuer, Nicholas Labelle, Nikil Chande Content Type(s): Publications, Financial System Review articles
Detecting exuberance in house prices across Canadian cities Staff analytical note 2021-9 Ugochi Emenogu, Cars Hommes, Mikael Khan We introduce a model to detect periods of extrapolative house price expectations across Canadian cities. The House Price Exuberance Indicator can be updated on a quarterly basis to support the Bank of Canada’s broader assessment of housing market imbalances. Content Type(s): Staff research, Staff analytical notes JEL Code(s): C, C5, C53, R, R2, R21, R3, R31 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Models and tools, Economic models, Monetary policy, Real economy and forecasting
Hedge funds and bond market liquidity dynamics at the onset of the 2026 Middle East conflict Staff analytical paper 2026-42 Vincent Meh, Jabir Sandhu, Andreas Uthemann We investigate whether hedge funds contributed to Government of Canada bond market illiquidity at the onset of the Middle East war in early 2026. We find no evidence they did. Hedge funds remained active in primary auctions, while their secondary market trading remained broadly consistent with their usual relative-value strategies. Content Type(s): Staff research, Staff analytical paper JEL Code(s): G, G0, G01, G1, G12, G14, G2, G23, G24 Research Theme(s): Financial markets and funds management, Funds management, Market functioning
A Microfounded Design of Interconnectedness-Based Macroprudential Policy Staff working paper 2016-6 Jose Fique To address the challenges posed by global systemically important banks (G-SIBs), the Basel Committee on Banking Supervision recommended an “additional loss absorbency requirement” for these institutions. Along these lines, I develop a microfounded design of capital surcharges that target the interconnectedness component of systemic risk. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D8, D82, D85, G, G2, G21, G28 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial stability and systemic risk, Financial system regulation and oversight, Models and tools, Economic models