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
Cash, COVID-19 and the Prospects for a Canadian Digital Dollar Staff Discussion Paper 2022-17 Walter Engert, Kim Huynh We provide an analysis of cash trends in Canada before and during the COVID-19 pandemic. We also consider the potential two scenarios for issuance of a central bank digital currency in Canada: the emergence of a cashless society or the widespread use of an alternative digital currency in Canada. Finally, we discuss the Canadian experience in maintaining cash as an efficient and accessible method of payment and store of value. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Bank notes, Central bank research, Coronavirus disease (COVID-19), Digital currencies and fintech, Econometric and statistical methods JEL Code(s): C, C1, C12, C9, E, E4, O, O5, O54
November 18, 2014 Inflation Targeting in the Post-Crisis Era Remarks Agathe Côté Calgary CFA Society Calgary, Alberta Deputy Governor Agathe Côté discusses the inflation-targeting framework and issues the Bank is researching in the run-up to the renewal of the framework in 2016. Content Type(s): Press, Speeches and appearances, Remarks
Fiscal Policy in the Age of COVID-19: Does It “Get in All of the Cracks”? Staff Working Paper 2022-45 Pierre-Olivier Gourinchas, Şebnem Kalemli-Özcan, Veronika Penciakova, Nicholas Sander The COVID-19 pandemic has caused an atypical recession in which some sectors of the economy boomed and others collapsed. This required a unique fiscal policy reaction to both support firms and stimulate activity in sectors with slack. Was fiscal policy able to get where it was needed? Mostly, yes. Content Type(s): Staff research, Staff working papers Research Topic(s): Coronavirus disease (COVID-19), Firm dynamics, Fiscal policy, International topics JEL Code(s): D, D5, D57, E, E6, E62, F, F4, F41
Exchange Rate Volatility and Trade: A Survey Staff Working Paper 1994-5 Agathe Côté This paper provides an extensive survey of the literature on exchange rate volatility and trade, examining both the theory that underlies the work in this area and the results of empirical studies published since 1988. Content Type(s): Staff research, Staff working papers Research Topic(s): Exchange rates
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
August 16, 2001 Innovation and Competition in Canadian Equity Markets Bank of Canada Review - Summer 2001 Serge Boisvert, Charles Gaa Innovations in communications and information technology and the related globalization of financial markets have created the potential for important changes to the structure of Canadian equity markets. Established marketplaces can now compete more effectively on an inter-regional and international basis. At the same time, reduced costs have lowered the barriers to entry faced by new competitors known as alternative trading systems (ATSs). In response to this heightened competition, established Canadian stock exchanges have taken measures to improve market quality. While regulators see innovation as positive for the development of Canadian markets, there is some concern that market liquidity may be fragmented in the short run. The Canadian Securities Administrators have proposed a framework that attempts to address this issue and that would allow ATSs to compete with traditional exchanges for the first time. The authors provide an overview of the Canadian equity market and its structure, focusing on these recent developments. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Financial markets
December 23, 2003 The Comparative Growth of Goods and Services Prices Bank of Canada Review - Winter 2003-2004 Edith Gagnon, Patrick Sabourin, Sébastien Lavoie For several decades, the prices of services have been rising more rapidly than the prices of goods in Canada and the other major industrialized countries. In 2002, this gap between the growth rates of these two components of the consumer price index (CPI) widened considerably, leading researchers to ask if this was the beginning of a trend. Analysis reveals, however, that the gap is based on short-term dynamics and that it appears to be independent of the trend in the development of the overall price level. Evidence also shows that the gap is eventually reabsorbed. The authors examine a number of potential causes for the prices of services to rise faster than those of goods. These include the more rapid pace of productivity growth in the goods sector, the greater openness of goods to foreign trade, and stronger growth in the demand for services. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Inflation and prices, International topics, Productivity
Using Payments Data to Nowcast Macroeconomic Variables During the Onset of COVID-19 Staff Working Paper 2021-2 James Chapman, Ajit Desai We use retail payment data in conjunction with machine learning techniques to predict the effects of COVID-19 on the Canadian economy in near-real time. Our model yields a significant increase in macroeconomic prediction accuracy over a linear benchmark model. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Payment clearing and settlement systems JEL Code(s): C, C5, C53, C55, E, E3, E37, E4, E42, E5, E52
Modelling Payments Systems: A Review of the Literature Staff Working Paper 2007-28 Jonathan Chiu, Alexandra Lai Payments systems play a fundamental role in an economy by providing the mechanisms through which payments arising from transactions can be settled. The existing literature on the economics of payments systems is large but loosely organized, in that each model uses a distinct set-up and sometimes a distinct equilibrium concept. Content Type(s): Staff research, Staff working papers Research Topic(s): Payment clearing and settlement systems JEL Code(s): E, E4, E42, E5, E58, G, G2, G21