Forecasting GDP Growth Using Artificial Neural Networks Staff Working Paper 1999-3 Greg Tkacz, Sarah Hu Financial and monetary variables have long been known to contain useful leading information regarding economic activity. In this paper, the authors wish to determine whether the forecasting performance of such variables can be improved using neural network models. The main findings are that, at the 1-quarter forecasting horizon, neural networks yield no significant forecast improvements. […] Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Monetary and financial indicators JEL Code(s): C, C4, C45, E, E3, E37, E4, E44
Heterogeneous Beliefs and Housing-Market Boom-Bust Cycles in a Small Open Economy Staff Working Paper 2009-15 Hajime Tomura This paper introduces heterogeneous beliefs among households in a small open economy model for the Canadian economy. The model suggests that simultaneous boom-bust cycles in house prices, output, investment, consumption and hours worked emerge when credit-constrained mortgage borrowers expect that future house prices will rise and this expectation is neither shared by savers nor realized ex-post. Content Type(s): Staff research, Staff working papers Research Topic(s): Credit and credit aggregates, Financial stability, Inflation targets JEL Code(s): E, E4, E44, E5, E52
A Measure of Underlying Inflation in the United States Staff Working Paper 1997-20 Iris Claus A monetary authority with the primary objective of price stability has to distinguish between temporary price shocks and persistent shocks to the rate of inflation. A measure of underlying inflation, therefore, has an important role to play as a guideline for monetary policy. Content Type(s): Staff research, Staff working papers Research Topic(s): Inflation and prices, International topics JEL Code(s): E, E3, E31
Safe Payments Staff Working Paper 2020-53 Jonathan Chiu, Mohammad Davoodalhosseini, Janet Hua Jiang, Yu Zhu In a cashless economy, would the private sector invest in the optimal level of safety in a deposit-based payment system? In general, because of externalities, the answer is no. While the private sector could over- or under-invest in safety, the government can use taxes or subsidies to correct private incentives. Content Type(s): Staff research, Staff working papers Research Topic(s): Central bank research, Digital currencies and fintech, Financial institutions, Payment clearing and settlement systems JEL Code(s): E, E4, E42, E5, E50, G, G2, G21
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
September 11, 2008 Bank of Canada Review - Autumn 2008 Cover page Leonard C. Wyon: Canada’s Victorian Engraver Photography by Gord Carter Content Type(s): Publications, Bank of Canada Review
October 18, 2005 What Drives Movements in Exchange Rates? Bank of Canada Review - Autumn 2005 Jeannine Bailliu, Michael R. King Understanding what causes the exchange rate to move has been on ongoing challenge for economists. Despite extensive research, traditional macro models of exchange rate determination—with the exception of the Bank of Canada's exchange rate equation—have typically not fared well, motivating economists to explore new ways to model exchange rate movements that incorporate more complex and realistic settings. Within the context of the sharp appreciation of the Canadian dollar in 2003 and 2004, Bailliu and King review the macroeconomic models of exchange rates, as well as the micro-structure studies that highlight the importance of trading mechanisms, information asymmetry, and investor heterogeneity for explaining short-term dynamics in exchange rates. In addition to summarizing the current state of knowledge, they highlight recent advances and identify promising alternative approaches. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Economic models, Exchange rates, Financial markets
Financial Crisis Resolution Staff Working Paper 2012-42 Josef Schroth This paper studies a dynamic version of the Holmstrom-Tirole model of intermediated finance. I show that competitive equilibria are not constrained efficient when the economy experiences a financial crisis. A pecuniary externality entails that banks’ desire to accumulate capital over time aggravates the scarcity of informed capital during the financial crisis. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets, Financial system regulation and policies JEL Code(s): D, D5, D53, E, E6, E60, G, G0, G01, G1, G10, G18
November 11, 2008 The Role of Dealers in Providing Interday Liquidity in the Canadian-Dollar Market Bank of Canada Review - Winter 2008-2009 Chris D'Souza Access to information about the future direction of the exchange rate can be extremely valuable in the foreign exchange market. Evidence presented in this article suggests that Canadian dealers are more likely to provide interday liquidity to foreign, rather than Canadian, financial customers, since foreign financial flows can be more informative about future movements in the exchange rate. The author reveals a statistical relationship between the supply of liquidity provided by non-financial firms and that provided by dealing institutions across time, and across markets, and suggests that the relationship between the positions of commercial clients and market-makers, and the role played by dealers in interday liquidity provision, has been understated in the market microstructure literature. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Exchange rates, Financial institutions, Financial markets, Market structure and pricing
The Effectiveness of Official Foreign Exchange Intervention in a Small Open Economy: The Case of the Canadian Dollar Staff Working Paper 2005-21 Rasmus Fatum, Michael R. King The Bank of Canada is one of very few central banks that has made records of the intraday timing of its intervention operations available to researchers. Content Type(s): Staff research, Staff working papers Research Topic(s): Exchange rates, Financial markets JEL Code(s): E, E5, E58, F, F3, F31, G, G1, G14, G15