How to Predict Financial Stress? An Assessment of Markov Switching Models Staff working paper 2017-32 Benjamin Klaus, Thibaut Duprey This paper predicts phases of the financial cycle by using a continuous financial stress measure in a Markov switching framework. The debt service ratio and property market variables signal a transition to a high financial stress regime, while economic sentiment indicators provide signals for a transition to a tranquil state. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C54, G, G0, G01, G1, G15 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Econometric, statistical and computational methods
2023 Methods-of-Payment Survey Report: The Resilience of Cash Staff discussion paper 2024-8 Christopher Henry, Matthew Shimoda, Doina Rusu We present key results from the 2023 Methods-of-Payment Survey. Results show that measures of cash management and use have remained stable since 2020, and that Canadians increased their adoption of payment alternatives such as mobile apps in 2023. Content Type(s): Staff research, Staff discussion papers JEL Code(s): D, D8, D83, E, E4, E41 Research Theme(s): Money and payments, Cash and bank notes, Retail payments
The Anatomy of Sentiment-Driven Fluctuations Staff working paper 2021-33 Sushant Acharya, Jess Benhabib, Zhen Huo We show that changes in sentiment that aren’t related to fundamentals can drive persistent macroeconomic fluctuations even when all economic agents are rational. Changes in sentiment can also affect how fundamental shocks affect macroeconomic outcomes. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E20, E3, E32, F, F4, F44 Research Theme(s): Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission, Real economy and forecasting
March 9, 2010 Bank of Canada Review - Spring 2010 Discussion of recent research into three ways that oil-futures prices can improve our understanding of current conditions and future prospects in the global market for crude oil; inflation expectations and the conduct of monetary policy: a review of recent evidence and experience; examination of the influence of various forms of economic uncertainty on the performance of different classes of monetary policy rules; how, when, and why such revisions to many important economic variables occur. Content Type(s): Publications, Bank of Canada Review
More Than Words: Fed Chairs’ Communication During Congressional Testimonies Staff working paper 2022-20 Michelle Alexopoulos, Xinfen Han, Oleksiy Kryvtsov, Xu Zhang We measure soft information contained in the congressional testimonies of U.S. Federal Reserve Chairs and analyze its effect on financial markets. Increases in the Chair’s text-, voice-, or face-emotion indices during these testimonies generally raise stock prices and lower their volatility. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E5, E52, E58, E7, E71 Research Theme(s): Financial markets and funds management, Market functioning, Models and tools, Econometric, statistical and computational methods, Monetary policy, Monetary policy framework and transmission
Breaking Down the US Employment Multiplier Using Micro-Level Data Staff working paper 2025-8 Edoardo Briganti, Holt Dwyer, Ricardo Duque Gabriel, Victor Sellemi Using newly matched data on US defense contracts and restricted administrative employment data, we show that the employment effects of defense procurement are costly, concentrated and slow to diffuse. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E6, E62, H, H5, H57, J, J2, J21 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
Central Bank Liquidity Facilities and Market Making Staff working paper 2022-9 David Cimon, Adrian Walton We create a theoretical model of central bank asset purchases. The model helps explain how, in a crisis, these purchases ease pressures on investment dealers. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G1, G10, G2, G20, L, L1, L10 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial institutions and intermediation, Financial stability and systemic risk, Monetary policy, Monetary policy tools and implementation
Financial Inclusion—What’s it Worth? Staff working paper 2016-30 Miguel Ampudia, Michael Ehrmann The paper studies the determinants of being unbanked in the euro area and the United States as well as the effects of being unbanked on wealth accumulation. Based on household-level data from The Eurosystem Household Finance and Consumption Survey and the U.S. Survey of Consumer Finances, it first documents that there are, respectively, 3.6 per cent and 7.5 per cent of unbanked households in the two economies. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D14, G, G2, G21, G28 Research Theme(s): Financial system, Financial institutions and intermediation, Financial stability and systemic risk, Household and business credit
Predicting the Demand for Central Bank Digital Currency: A Structural Analysis with Survey Data Staff working paper 2021-65 Jiaqi Li How much of a CBDC would Canadian households want to hold, and what design features of a CBDC would they care about? Content Type(s): Staff research, Staff working papers JEL Code(s): E, E5, E50, E58 Research Theme(s): Monetary policy, Monetary policy tools and implementation, Money and payments, Digital assets and fintech, Retail payments
Is anyone surprised? The high-frequency impact of US and domestic macroeconomic data announcements on Canadian asset prices Staff analytical note 2025-10 Blake DeBruin Martos, Rodrigo Sekkel, Henry Stern, Xu Zhang Using almost two decades of detailed high-frequency data, we show how Canadian interest rates, the CAD/USD spot exchange rate, and stock market returns react to both US and domestic macro announcements. We find that Canadian macroeconomic announcements invoke greater responses in short-term yields, whereas US macroeconomic announcements play an increasingly important role in the yield movements of longer-term assets. Content Type(s): Staff research, Staff analytical notes JEL Code(s): G, G1, G14, G15 Research Theme(s): Financial markets and funds management, International markets and currencies, Market functioning, Monetary policy, Real economy and forecasting