Predicting Financial Stress Events: A Signal Extraction Approach Staff Working Paper 2014-37 Ian Christensen, Fuchun Li The objective of this paper is to propose an early warning system that can predict the likelihood of the occurrence of financial stress events within a given period of time. To achieve this goal, the signal extraction approach proposed by Kaminsky, Lizondo and Reinhart (1998) is used to monitor the evolution of a number of economic indicators that tend to exhibit an unusual behaviour in the periods preceding a financial stress event. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Financial stability JEL Code(s): C, C1, C14, C4, E, E3, E37, E4, E47, F, F3, F36, F37, G, G0, G01, G1, G17
Analyzing and Forecasting the Canadian Economy through the LENS Model Technical Report No. 102 Olivier Gervais, Marc-André Gosselin The authors describe the key features of a new large-scale Canadian macroeconomic forecasting model developed over the past two years at the Bank of Canada. Content Type(s): Staff research, Technical reports Research Topic(s): Econometric and statistical methods, Economic models JEL Code(s): C, C5, C53, E, E1, E17, E2, E27, E3, E37, F, F1, F17
Forecasting Short-Term Real GDP Growth in the Euro Area and Japan Using Unrestricted MIDAS Regressions Staff Discussion Paper 2014-3 Maxime Leboeuf, Louis Morel In this paper, the authors develop a new tool to improve the short-term forecasting of real GDP growth in the euro area and Japan. This new tool, which uses unrestricted mixed-data sampling (U-MIDAS) regressions, allows an evaluation of the usefulness of a wide range of indicators in predicting short-term real GDP growth. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Econometric and statistical methods, International topics JEL Code(s): C, C5, C50, C53, E, E3, E37, E4, E47
Perceived Inflation Persistence Staff Working Paper 2013-43 Monica Jain The Survey of Professional Forecasters (SPF) has had vast influence on research related to better understanding expectation formation and the behaviour of macroeconomic agents. Inflation expectations, in particular, have received a great deal of attention, since they play a crucial role in determining real interest rates, the expectations-augmented Phillips curve and monetary policy. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Inflation and prices JEL Code(s): E, E3, E31, E37
August 15, 2013 CSI: A Model for Tracking Short-Term Growth in Canadian Real GDP Bank of Canada Review - Summer 2013 André Binette, Jae Chang Canada’s Short-Term Indicator (CSI) is a new model that exploits the information content of 32 indicators to produce daily updates to forecasts of quarterly real GDP growth. The model is a data-intensive, judgment-free approach to short-term forecasting. While CSI’s forecasts at the start of the quarter are not very accurate, the model’s accuracy increases appreciably as more information becomes available. CSI is the latest addition to a wide range of models and information sources that the Bank of Canada uses, combined with expert judgment, to produce its short-term forecasts. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Econometric and statistical methods JEL Code(s): C, C5, C53, E, E1, E17, E3, E37
August 15, 2013 The Accuracy of Short-Term Forecast Combinations Bank of Canada Review - Summer 2013 Eleonora Granziera, Corinne Luu, Pierre St-Amant This article examines whether combining forecasts of real GDP from different models can improve forecast accuracy and considers which model-combination methods provide the best performance. In line with previous literature, the authors find that combining forecasts generally improves forecast accuracy relative to various benchmarks. Unlike several previous studies, however, they find that, rather than assigning equal weights to each model, unequal weighting based on the past forecast performance of models tends to improve accuracy when forecasts across models are substantially different. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Econometric and statistical methods JEL Code(s): C, C5, C52, C53, E, E3, E37
August 15, 2013 Monitoring Short-Term Economic Developments in Foreign Economies Bank of Canada Review - Summer 2013 Russell Barnett, Pierre Guérin The Bank of Canada uses several short-term forecasting models for the monitoring of key foreign economies - the United States, the euro area, Japan and China. The design of the forecasting models used for each region is influenced by the level of detail required, as well as the timeliness and volatility of data. Forecasts from different models are typically combined to mitigate model uncertainty, and judgment is applied to the model forecasts to incorporate information that is not directly reflected in the most recent indicators. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Business fluctuations and cycles JEL Code(s): E, E3, E37
Extracting Information from the Business Outlook Survey Using Statistical Approaches Staff Discussion Paper 2012-8 Lise Pichette Since the autumn of 1997, the regional offices of the Bank of Canada have conducted quarterly consultations with businesses across Canada. These consultations, summarized in the Business Outlook Survey (BOS), are structured around a survey questionnaire that covers topics of importance to the Bank, notably business activity, pressures on production capacity, prices and inflation, and credit conditions. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Business fluctuations and cycles, Regional economic developments JEL Code(s): C, C4, C43, C8, C82, E, E3, E37
Commodities and Monetary Policy: Implications for Inflation and Price Level Targeting Staff Working Paper 2012-16 Donald Coletti, René Lalonde, Paul Masson, Dirk Muir, Stephen Snudden We examine the relative ability of simple inflation targeting (IT) and price level targeting (PLT) monetary policy rules to minimize both inflation variability and business cycle fluctuations in Canada for shocks that have important consequences for global commodity prices. Content Type(s): Staff research, Staff working papers Research Topic(s): Economic models, Inflation and prices, International topics, Monetary policy framework JEL Code(s): E, E1, E17, E3, E31, E37, E5, E52, F, F4, F41, Q, Q4, Q43
Short-Term Forecasting of the Japanese Economy Using Factor Models Staff Working Paper 2012-7 Claudia Godbout, Marco J. Lombardi While the usefulness of factor models has been acknowledged over recent years, little attention has been devoted to the forecasting power of these models for the Japanese economy. In this paper, we aim at assessing the relative performance of factor models over different samples, including the recent financial crisis. 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