High-Frequency Cross-Sectional Identification of Military News Shocks Staff working paper 2025-27 Francesco Amodeo, Edoardo Briganti We identify and quantify fiscal news shocks, compiling events (2001–2023) that altered the expected path of U.S. defense expenditure. For each event, we estimate market-implied shifts in expected spending. A shift-share analysis yields a two-year, metropolitan statistical area–level GDP multiplier of approximately 1 for U.S. military build-ups. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E20, E3, E30, E32, E6, E60, E62, E65 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models, Monetary policy, Monetary policy framework and transmission, Real economy and forecasting
Business Closures and (Re)Openings in Real Time Using Google Places Staff working paper 2022-1 Thibaut Duprey, Daniel E. Rigobon, Philip Schnattinger, Artur Kotlicki, Soheil Baharian, T. R. Hurd The COVID-19 pandemic highlighted the need for policy-makers to closely monitor disruptions to the retail and food business sectors. We present a new method to measure business opening and closing rates using real-time data from Google Places, the dataset behind the Google Maps service. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C55, C8, C81, D, D2, D22, E, E3, E32 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
February 1, 2012 Excess Collateral in the LVTS: How Much Is Too Much? Financial System Review - December 2003 Kim McPhail, Anastasia Vakos Content Type(s): Publications, Financial System Review articles
March 28, 2005 The Thiessen Lectures Lectures delivered by Gordon G. Thiessen, Governor of the Bank of Canada 1994 to 2001 Content Type(s): Publications, Books and monographs
Measuring Limits of Arbitrage in Fixed-Income Markets Staff working paper 2017-44 Jean-Sébastien Fontaine, Guillaume Nolin We use relative value to measure limits to arbitrage in fixed-income markets. Relative value captures apparent deviations from no-arbitrage relationships. It is simple, intuitive and can be computed model-free for any bond. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G1, G12 Research Theme(s): Financial markets and funds management, International markets and currencies, Market functioning, Market structure
Finding a Needle in a Haystack: A Machine Learning Framework for Anomaly Detection in Payment Systems Staff working paper 2024-15 Ajit Desai, Anneke Kosse, Jacob Sharples Our layered machine learning framework can enhance real-time transaction monitoring in high-value payment systems, which are a central piece of a country’s financial infrastructure. When tested on data from Canadian payment systems, it demonstrated potential for accurately identifying anomalous transactions. This framework could help improve cyber and operational resilience of payment systems. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C4, C45, C5, C55, D, D8, D83, E, E4, E42 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Payment and financial market infrastructures
November 17, 2011 Bank of Canada Review - Autumn 2011 This issue features four articles that present research and analysis by Bank staff. The first focuses on reforming the international monetary system; the second on the role of collateral and haircut policy in central bank lending; and the third on the extraction of information from the Business Outlook Survey using principal-component analysis. The fourth reviews studies that model the counterfeiting of bank notes. Content Type(s): Publications, Bank of Canada Review
Starting from a Blank Page? Semantic Similarity in Central Bank Communication and Market Volatility Staff working paper 2016-37 Michael Ehrmann, Jonathan Talmi Press releases announcing and explaining monetary policy decisions play a critical role in the communication strategy of central banks. Because of their market-moving potential, it is particularly important how they are drafted. Often, central banks start from the previous statement and update the earlier text with only small changes. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E43, E5, E52, E58 Research Theme(s): Financial markets and funds management, Market functioning, Monetary policy, Monetary policy framework and transmission
Firm-Specific Shocks and Aggregate Fluctuations Staff working paper 2016-51 Leonid Karasik, Danny Leung, Ben Tomlin In order to understand what drives aggregate fluctuations, many macroeconomic models point to aggregate shocks and discount the contribution of firm-specific shocks. Recent research from other developed countries, however, has found that aggregate fluctuations are in part driven by idiosyncratic shocks to large firms. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E22, E23, E24, E3, L, L6 Research Theme(s): Financial markets and funds management, Market structure, Monetary policy, Real economy and forecasting
On the Evolution of Multiple Jobholding in Canada Staff working paper 2019-49 Olena Kostyshyna, Etienne Lalé The number of workers who hold more than one job (a.k.a. multiple jobholders) has increased recently in Canada. While this seems to echo the view that non-standard work arrangements are becoming pervasive, the increase has in fact been trivial compared with the long-run rise of multiple jobholding that has occurred since the mid-1970s. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E24, J, J2, J21, J22, J6, J60 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply