Predictive Density Combination Using a Tree-Based Synthesis Function Staff working paper 2023-61 Tony Chernis, Niko Hauzenberger, Florian Huber, Gary Koop, James Mitchell This paper studies non-parametric combinations of density forecasts. We introduce a regression tree-based approach that allows combination weights to vary on the features of the densities, time-trends or economic indicators. In two empirical applications, we show the benefits of this approach in terms of improved forecast accuracy and interpretability. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C3, C32, C5, C53 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
February 1, 2012 Transparency in the Canadian Fixed-Income Market: Opportunities and Constraints Financial System Review - December 2003 Tran-Minh Vu Content Type(s): Publications, Financial System Review articles
Transmission of Cyber Risk Through the Canadian Wholesale Payment System Staff working paper 2022-23 Anneke Kosse, Zhentong Lu This paper studies how the impact of a cyber attack that paralyzes one or multiple banks' ability to send payments would transmit to other banks through the Canadian wholesale payment system. Based on historical payment data, we simulate a wide range of scenarios and evaluate the total payment disruption in the system. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C4, C49, E, E4, E42, E47, G, G2, G21 Research Theme(s): Financial system, Financial stability and systemic risk, Money and payments, Payment and financial market infrastructures
Macroeconomic Predictions Using Payments Data and Machine Learning Staff working paper 2022-10 James Chapman, Ajit Desai We demonstrate the usefulness of payment systems data and machine learning models for macroeconomic predictions and provide a set of econometric tools to overcome associated challenges. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C53, C55, E, E3, E37, E4, E42, E5, E52 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting, Money and payments, Retail payments
Characterizing Breadth in Canadian Economic Activity Staff analytical note 2020-1 Taylor Webley, Carla Valerio, Maureen MacIsaac Real growth in gross domestic product tends to be meaningfully higher when a large share of industries and demand components are growing—that is, when growth is broad across many fronts. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E3, E32 Research Theme(s): Models and tools, Economic models, Monetary policy, Real economy and forecasting
Financial Distress and Hedging: Evidence from Canadian Oil Firms Staff discussion paper 2019-4 Kun Mo, Farrukh Suvankulov, Sophie Griffiths The paper explores the link between financial distress and the commodity price hedging behaviour of Canadian oil firms. Content Type(s): Staff research, Staff discussion papers JEL Code(s): G, G3, G32, Q, Q4, Q40 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Household and business credit
Chinese Monetary Policy and Text Analytics: Connecting Words and Deeds Staff working paper 2021-3 Jeannine Bailliu, Xinfen Han, Barbara Sadaba, Mark Kruger What are the main drivers behind the monetary policy reaction function of the People’s Bank of China? Content Type(s): Staff research, Staff working papers JEL Code(s): C, C6, C63, E, E5, E52, E58 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Monetary policy framework and transmission
The Central Bank’s Dilemma: Look Through Supply Shocks or Control Inflation Expectations? Staff working paper 2022-41 Paul Beaudry, Thomas J. Carter, Amartya Lahiri When countries are hit by supply shocks, central banks often face the dilemma of either looking through such shocks or reacting to them to ensure that inflation expectations remain anchored. In this paper, we propose a tractable framework to capture this dilemma and then explore optimal policy under a range of assumptions about how expectations are formed. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E1, E12, E2, E24, E3, E31, E5, E52, E58, E6, E65 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
January 8, 2026 Frequently asked questions about retail payments supervision Find answers to common questions about retail payments supervision.
September 21, 2017 4th Bank of Canada-Bank of Spain Workshop on International Financial Markets Workshop held on September 21, 2017. Content Type(s): Conferences and workshops