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
The BoC-BoE Sovereign Default Database Revisited: What’s New in 2018? Staff Working Paper 2018-30 David Beers, Jamshid Mavalwalla Until recently, there have been few efforts to systematically measure and aggregate the nominal value of the different types of sovereign government debt in default. To help fill this gap, the Bank of Canada’s Credit Rating Assessment Group (CRAG) has developed a comprehensive database of sovereign defaults posted on the Bank of Canada’s website that now is updated in partnership with the Bank of England. Content Type(s): Staff research, Staff working papers Research Topic(s): Debt management, Development economics, Financial stability, International financial markets JEL Code(s): F, F3, F34, G, G1, G10, G14, G15
Model Uncertainty and Wealth Distribution Staff Working Paper 2019-48 Edouard Djeutem, Shaofeng Xu This paper studies the implications of model uncertainty for wealth distribution in a tractable general equilibrium model with a borrowing constraint and robustness à la Hansen and Sargent (2008). Households confront model uncertainty about the process driving the return of the risky asset, and they choose robust policies. Content Type(s): Staff research, Staff working papers Research Topic(s): Asset pricing, Business fluctuations and cycles, Economic models JEL Code(s): D, D3, D8, E, E2
Incorporating Trip-Chaining to Measuring Canadians’ Access to Cash Staff Working Paper 2025-16 Heng Chen, Hongyu Xiao Our paper employs smartphone data to construct an improved cash access metric by accounting for both spatial agglomeration and households’ travel patterns. We find that incorporating trip-chaining into the travel metric could show that travel costs are from 15 to 25% less than not incorporating trip-chaining and that the biggest decrease is driven by rural residents. Content Type(s): Staff research, Staff working papers Research Topic(s): Bank notes, Financial services, Regional economic developments JEL Code(s): D, D1, D12, O, O1, O18, R, R2, R22, R4, R41
On the Nature and the Stability of the Canadian Phillips Curve Staff Working Paper 2001-4 Maral Kichian This paper empirically determines why, during the 1990s, inflation in Canada was consistently more stable than predicted by the fixed-coefficients Phillips curve. A time-varying-coefficient model, where all the parameters adjust simultaneously, shows that the behaviour of expectations was probably a major contributing factor. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Econometric and statistical methods, Inflation and prices JEL Code(s): E, E3, E37
Evaluating Linear and Non-Linear Time-Varying Forecast-Combination Methods Staff Working Paper 2001-12 Fuchun Li, Greg Tkacz This paper evaluates linear and non-linear forecast-combination methods. Among the non-linear methods, we propose a nonparametric kernel-regression weighting approach that allows maximum flexibility of the weighting parameters. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods JEL Code(s): C, C1, C14, C5, C53, E, E2, E27
Decomposing U.S. Nominal Interest Rates into Expected Inflation and Ex Ante Real Interest Rates Using Structural VAR Methodology Staff Working Paper 1996-2 Pierre St-Amant In this paper, the author uses structural vector autoregression methodology to decompose U.S. nominal interest rates into an expected inflation component and an ex ante real interest rate component. He identifies inflation expectations and ex ante real interest rate shocks by assuming that nominal interest rates and inflation expectations move one-for-one in the long-run—they are cointegrated (1,1)—and that the real interest rate is stationary. Content Type(s): Staff research, Staff working papers Research Topic(s): Interest rates, International topics JEL Code(s): E, E3, E31, E4, E43
Interpreting Money-Supply and Interest-Rate Shocks as Monetary-Policy Shocks Staff Working Paper 1996-8 Marcel Kasumovich In this paper two shocks are analysed using Canadian data: a money-supply shock ("M-shock") and an interest-rate shock ("R-shock"). Money-supply shocks are derived using long-run restrictions based on long-run propositions of monetary theory. Thus, an M-shock is represented by an orthogonalized innovation in the trend shared by money and prices. Content Type(s): Staff research, Staff working papers Research Topic(s): Monetary and financial indicators, Monetary policy transmission JEL Code(s): E, E4, E43, E5, E51
Are Currency Crises Low-State Equilibria? An Empirical, Three-Interest-Rate Model Staff Working Paper 2006-5 Christopher Cornell, Raphael Solomon Suppose that the dynamics of the macroeconomy were given by (partly) random fluctuations between two equilibria: "good" and "bad." Content Type(s): Staff research, Staff working papers Research Topic(s): Monetary policy and uncertainty JEL Code(s): C, C6, C62, E, E5, E59, F, F4, F41
June 2, 2006 Another Look at the Inflation-Target Horizon Bank of Canada Review - Summer 2006 Donald Coletti, Jack Selody, Carolyn A. Wilkins The conduct of monetary policy within an inflation-targeting framework requires the establishment of an inflation-target horizon, which is the average time it takes inflation to return to the target. Policy-makers have an interest in communicating this horizon, since it is likely to help anchor inflation expectations. This article focuses on the determination of the appropriate policy horizon by reporting on two recent Bank of Canada studies. The evidence suggests that the current target horizon of six to eight quarters remains appropriate. It is important to note that the duration of the optimal inflation-target horizon varies widely, depending on the combination of shocks to the economy. In rare cases when the financial accelerator is triggered by a persistent shock, such as an asset-price bubble, it may be appropriate to take a longer view of the inflation-target horizon. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Inflation targets, Monetary policy framework, Monetary policy transmission