Econometric and statistical methods

• Real-Time Nowcasting of Nominal GDP Under Structural Breaks

  Staff Working Paper 2014-39 William A. Barnett, Marcelle Chauvet, Danilo Leiva-Leon

  This paper provides a framework for the early assessment of current U.S. nominal GDP growth, which has been considered a potential new monetary policy target. The nowcasts are computed using the exact amount of information that policy-makers have available at the time predictions are made. However, real-time information arrives at different frequencies and asynchronously, which poses challenges of mixed frequencies, missing data and ragged edges.

  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): C, C3, C32, E, E2, E27, E3, E31, E32

• A New Approach to Infer Changes in the Synchronization of Business Cycle Phases

  Staff Working Paper 2014-38 Danilo Leiva-Leon

  This paper proposes a Markov-switching framework to endogenously identify the following: (1) regimes where economies synchronously enter recessionary and expansionary phases; and (2) regimes where economies are unsynchronized, essentially following independent business cycles.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Econometric and statistical methods, Regional economic developments JEL Code(s): C, C3, C32, C4, C45, E, E3, E32

• 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

• Retail Payment Innovations and Cash Usage: Accounting for Attrition Using Refreshment Samples

  Staff Working Paper 2014-27 Heng Chen, Marie-Hélène Felt, Kim Huynh

  We exploit the panel dimension of the Canadian Financial Monitor (CFM) data to estimate the impact of retail payment innovations on cash usage. We estimate a semiparametric panel data model that accounts for unobserved heterogeneity and allows for general forms of non-random attrition.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods, Financial services JEL Code(s): C, C3, C35, E, E4, E41

• Filling in the Blanks: Network Structure and Interbank Contagion

  Staff Working Paper 2014-26 Kartik Anand, Ben Craig, Goetz von Peter

  The network pattern of financial linkages is important in many areas of banking and finance. Yet bilateral linkages are often unobserved, and maximum entropy serves as the leading method for estimating counterparty exposures.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Financial institutions, Financial stability JEL Code(s): C, C6, C63, D, D8, D85, G, G2, G21, L, L1, L14

• Improving Overnight Loan Identification in Payments Systems

  Staff Working Paper 2014-25 Mark Rempel

  Information on the allocation and pricing of over-the-counter (OTC) markets is scarce. Furfine (1999) pioneered an algorithm that provides transaction-level data on the OTC interbank lending market.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Financial markets, Interest rates, Payment clearing and settlement systems JEL Code(s): C, C3, C38, C5, C53, E, E4, E42, E44, G, G1, G10

• Sheep in Wolf’s Clothing: Using the Least Squares Criterion for Quantile Estimation

  Staff Working Paper 2014-24 Heng Chen

  Estimation of the quantile model, especially with a large data set, can be computationally burdensome. This paper proposes using the Gaussian approximation, also known as quantile coupling, to estimate a quantile model.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods JEL Code(s): C, C1, C13, C14, C2, C21

• Monetary Policy Transmission during Financial Crises: An Empirical Analysis

  Staff Working Paper 2014-21 Tatjana Dahlhaus

  This paper studies the effects of a monetary policy expansion in the United States during times of high financial stress. The analysis is carried out by introducing a smooth transition factor model where the transition between states (“normal” and high financial stress) depends on a financial conditions index.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Financial markets, Monetary policy transmission JEL Code(s): C, C1, C11, C3, C32, E, E3, E32, E4, E44, G, G0, G01