The Application of Artificial Neural Networks to Exchange Rate Forecasting: The Role of Market Microstructure Variables Staff Working Paper 2000-23 Nikola Gradojevic, Jing Yang Artificial neural networks (ANN) are employed for high-frequency Canada/U.S. dollar exchange rate forecasting. ANN outperform random walk and linear models in a number of recursive out-of- sample forecasts. Content Type(s): Staff research, Staff working papers Research Topic(s): Exchange rates JEL Code(s): C, C4, C45, F, F3, F31
May 21, 2002 Inflation and the Macroeconomy: Changes from the 1980s to the 1990s Bank of Canada Review - Spring 2002 David Longworth Over the last 10 years, the level of inflation has been much lower than in the previous two decades. At the same time, the behaviour of inflation has changed profoundly. By surveying the data and the economic research, the author first examines changes in the variability, growth rates, and behaviour of some of the major macroeconomic variables during the 1980s and 1990s. He then looks at how these changes are linked to a shift in the approach of monetary policy over the period. Lastly, he reviews the economic benefits that these changes have had for Canada. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Business fluctuations and cycles, Credibility, Inflation targets, Inflation: costs and benefits
Evaluating the Effects of Forward Guidance and Large-scale Asset Purchases Staff Working Paper 2021-54 Xu Zhang I propose a novel method to identify and estimate the macroeconomic effects of forward guidance and large-scale asset purchases (LSAP) for each FOMC announcement. I find that LSAP is more important than forward guidance in influencing output and inflation. LSAP puts upward pressure on short-term yields, so it should always be used in conjunction with forward guidance. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Central bank research, Econometric and statistical methods, Interest rates JEL Code(s): E, E5, G, G0
November 6, 2007 North America in Today's Global Economic Setting Remarks Paul Jenkins Canadian Association of New York New York, New York In recent months, much has been said, and written, about developments in financial markets. The turbulence in global credit markets, which had its roots in developments in the market for subprime mortgages here in the United States, has been a focal point of attention for market participants and policy-makers around the world. Content Type(s): Press, Speeches and appearances, Remarks
Potential output and the neutral rate in Canada: 2022 reassessment Staff Analytical Note 2022-3 Guyllaume Faucher, Christopher Hajzler, Martin Kuncl, Dmitry Matveev, Youngmin Park, Temel Taskin We expect potential output growth to be lower in 2021 than anticipated in the April 2021 assessment. By 2025, growth is expected to reach 2.3%. We assess that the Canadian nominal neutral rate increased slightly to lie in the range of 2.00% to 3.00%. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Economic models, Interest rates, Labour markets, Monetary policy, Potential output, Productivity JEL Code(s): E, E2, E3, E4, E5
June 14, 2007 Bank of Canada Review - Summer 2007 Cover page Decimalization in Great Britain The Victorian florin on the cover is part of the National Currency Collection of the Bank of Canada. Content Type(s): Publications, Bank of Canada Review
Price Level Targeting in a Small Open Economy with Financial Frictions: Welfare Analysis Staff Working Paper 2008-40 Ali Dib, Caterina Mendicino, Yahong Zhang How important are the benefits of low price-level uncertainty? This paper explores the desirability of price-level path targeting in an estimated DSGE model fit to Canadian data. The policy implications are based on social welfare evaluations. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial stability, Inflation and prices, Monetary policy framework JEL Code(s): E, E3, E31, E32, E5, E52
Perceived Unemployment Risks over Business Cycles Staff Working Paper 2025-23 William Du, Adrian Monninger, Xincheng Qiu, Tao Wang Aggregate consumption impacts of heightened job risks during recessions can arise either from ex-ante responses to the fear of unemployment or from ex-post consumption declines due to realized income losses. We use survey-based perceptions of job risk and actual labor market transitions to quantify the relative contributions of these two channels. We further show that belief stickiness limits the extent of ex-ante insurance against job risks. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Labour markets, Monetary policy and uncertainty JEL Code(s): D, D1, D14, E, E2, E21, E7, E71, G, G5, G51
Behavioral Learning Equilibria in New Keynesian Models Staff Working Paper 2022-42 Cars Hommes, Kostas Mavromatis, Tolga Özden, Mei Zhu We introduce behavioral learning equilibria (BLE) into DSGE models with boundedly rational agents using simple but optimal first order autoregressive forecasting rules. The Smets-Wouters DSGE model with BLE is estimated and fits well with inflation survey expectations. As a policy application, we show that learning requires a lower degree of interest rate smoothing. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Economic models, Inflation and prices, Monetary policy JEL Code(s): C, C1, C11, D, D8, D83, D84, E, E3, E6, E62
Strategic Complementarities and Money Market Fund Liquidity Management Staff Working Paper 2017-14 Jonathan Witmer Following the financial crisis, there has been increased regulatory focus on the management of liquidity in mutual funds and, specifically, whether funds hold enough liquidity to guard against the potential for investor runs. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial institutions, Financial markets JEL Code(s): F, F3, F30, G, G0, G01, G1, G18, G2, G20