On the Advantages of Disaggregated Data: Insights from Forecasting the U.S. Economy in a Data-Rich Environment Staff Working Paper 2010-10 Nikita Perevalov, Philipp Maier The good forecasting performance of factor models has been well documented in the literature. While many studies focus on a very limited set of variables (typically GDP and inflation), this study evaluates forecasting performance at disaggregated levels to examine the source of the improved forecasting accuracy, relative to a simple autoregressive model. We use the latest revision of over 100 U.S. time series over the period 1974-2009 (monthly and quarterly data). Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, International topics JEL Code(s): C, C5, C50, C53, E, E3, E37, E4, E47
AI Agents for Cash Management in Payment Systems Staff Working Paper 2025-35 Iñaki Aldasoro, Ajit Desai Can artificial intelligence (AI) think and act like a cash manager? In this paper we explore how generative AI agents can help manage liquidity, prioritize payments and optimize efficiency in real-time gross settlement systems. Content Type(s): Staff research, Staff working papers Research Topic(s): Digital currencies and fintech, Financial institutions, Financial services, Financial system regulation and policies, Payment clearing and settlement systems JEL Code(s): A, A1, A12, C, C7, D, D8, D83, E, E4, E42, E5, E58
September 15, 2008 Productivity in Canada: Does Firm Size Matter? Bank of Canada Review - Autumn 2008 Danny Leung, Césaire Meh, Yaz Terajima The research findings highlighted in this article suggest that firm-size differences play a significant role in explaining the productivity gap between Canada and the United States. The authors review factors that lead to a positive relationship between productivity and size and then look at Canadian evidence of this relationship at the firm level. They quantify the extent to which the change in Canadian productivity as well as the Canada-U.S. productivity differences can be accounted for by the change in the importance of large firms and identify several factors that play a role in determining average firm size and aggregate productivity. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Productivity
High-Frequency Real Economic Activity Indicator for Canada Staff Working Paper 2013-42 Gitanjali Kumar I construct a weekly measure of real economic activity in Canada. Based on the work of Aruoba et al. (2009), the indicator is extracted as an unobserved component underlying the co-movement of four monthly observed real macroeconomic variables - employment, manufacturing sales, retail sales and GDP. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Econometric and statistical methods JEL Code(s): C, C3, C38, E, E3, E32
The Microstructure of Multiple-Dealer Equity and Government Securities Markets: How They Differ Staff Working Paper 2002-9 Toni Gravelle Although dealership government and equity securities have, on the surface, similar market structures, the author demonstrates that some subtle differences exist between them that are likely to significantly affect the way market-makers trade, and as such have an impact on the liquidity that they provide. Content Type(s): Staff research, Staff working papers Research Topic(s): Debt management, Financial markets, Market structure and pricing JEL Code(s): G, G1, G10, G15, G18
The Effect of the Federal Reserve’s Tapering Announcements on Emerging Markets Staff Working Paper 2014-50 Vikram Rai, Lena Suchanek The Federal Reserve’s quantitative easing (QE) program has been accompanied by a flow of funds into emerging-market economies (EMEs) in search of higher returns. Content Type(s): Staff research, Staff working papers Research Topic(s): International financial markets, International topics, Monetary policy transmission JEL Code(s): C, C3, C33, E, E5, E58, F, F3, F32, G, G1, G14
January 23, 2004 Bank of Canada Review - Winter 2003-2004 Cover page Brass Cash Register, 1910 The register is part of the National Currency Collection, Bank of Canada. Photographed by Gord Carter, Ottawa. Content Type(s): Publications, Bank of Canada Review
On the Believable Benefits of Low Inflation Staff Working Paper 1998-15 Christopher Ragan This paper reviews the existing theoretical and empirical literature addressing the benefits of low inflation. The ultimate goal is to arrive at a set of benefits in which a monetary authority can have genuine confidence. I argue that the current state of economic research—both empirical and theoretical—provides little basis for believing in significant observable benefits […] Content Type(s): Staff research, Staff working papers Research Topic(s): Inflation: costs and benefits JEL Code(s): E, E3, E31
CBDC adoption and usage: some insights from field and laboratory experiments Staff Analytical Note 2020-12 Janet Hua Jiang This note discusses insights from historical launches of new payment methods and related laboratory experiments on the potential adoption and use of a central bank digital currency in the Canadian context. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Central bank research, Digital currencies and fintech JEL Code(s): C, C9, E, E4, E5, E58
November 14, 2013 Assessing Financial System Vulnerabilities: An Early Warning Approach Bank of Canada Review - Autumn 2013 Gurnain Pasricha, Tom Roberts, Ian Christensen, Brad Howell This article focuses on a quantitative method to identify financial system vulnerabilities, specifically, an imbalance indicator model (IIM) and its application to Canada. An IIM identifies potential vulnerabilities in a financial system by comparing current economic and financial data with data from periods leading up to past episodes of financial stress. It complements other sources of information - including market intelligence and regular monitoring of the economy - that policy-makers use to assess vulnerabilities. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Econometric and statistical methods, Financial stability, Monetary and financial indicators JEL Code(s): E, E6, E66, G, G0, G01