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
Order Flow Segmentation, Liquidity and Price Discovery: The Role of Latency Delays Staff Working Paper 2018-16 Michael Brolley, David Cimon Latency delays—known as “speed bumps”—are an intentional slowing of order flow by exchanges. Supporters contend that delays protect market makers from high-frequency arbitrage, while opponents warn that delays promote “quote fading” by market makers. We construct a model of informed trading in a fragmented market, where one market operates a conventional order book and the other imposes a latency delay on market orders. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets, Financial system regulation and policies, Market structure and pricing JEL Code(s): G, G1, G14, G18
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
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
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
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
June 21, 2007 Modelling Payments Systems: A Review of the Literature Financial System Review - June 2007 Jonathan Chiu, Alexandra Lai Content Type(s): Publications, Financial System Review articles
November 16, 2016 Follow the Money: A Canadian Perspective on Financial Globalization Remarks Timothy Lane Centre for International Governance Innovation (CIGI) Waterloo, Ontario Deputy Governor Timothy Lane discusses the benefits and challenges of international capital mobility. Content Type(s): Press, Speeches and appearances, Remarks Research Topic(s): Balance of payments and components, Exchange rates, Financial markets, International financial markets, Market structure and pricing, Trade integration
Indebtedness and the Household Financial Health: An Examination of the Canadian Debt Service Ratio Distribution Staff Working Paper 2008-46 Umar Faruqui The household debt-to-disposable income ratio in Canada increased from 110 per cent in 1999 to 127 per cent in 2007. This increase has raised questions about the ability of households to service their increased debt if faced with a negative economic or socio-economic shock. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial stability, Monetary and financial indicators JEL Code(s): D, D1, D11, D14, D3, D39
June 20, 2010 The Impact of the Financial Crisis on Cross-Border Funding Financial System Review - June 2010 Harri Vikstedt, Jonathan Witmer, Yaz Terajima Content Type(s): Publications, Financial System Review articles