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 Topic(s): Econometric and statistical methods, Economic models JEL Code(s): C, C5, C53, E, E1, E17, E2, E27, E3, E37, F, F1, F17
Resurrecting the Role of Real Money Balance Effects Staff Working Paper 2009-24 José Dorich I present a structural econometric analysis supporting the hypothesis that money is still relevant for shaping inflation and output dynamics in the United States. In particular, I find that real money balance effects are quantitatively important, although smaller than they used to be in the early postwar period. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Monetary aggregates, Monetary policy transmission JEL Code(s): E, E3, E31, E32, E5, E52
Challenges in Implementing Worst-Case Analysis Staff Working Paper 2018-47 Jon Danielsson, Lerby Ergun, Casper G. de Vries Worst-case analysis is used among financial regulators in the wake of the recent financial crisis to gauge the tail risk. We provide insight into worst-case analysis and provide guidance on how to estimate it. We derive the bias for the non-parametric heavy-tailed order statistics and contrast it with the semi-parametric extreme value theory (EVT) approach. Content Type(s): Staff research, Staff working papers Topic(s): Financial stability JEL Code(s): C, C0, C01, C1, C14, C5, C58
Consumption, Housing Collateral, and the Canadian Business Cycle Staff Working Paper 2009-26 Ian Christensen, Paul Corrigan, Caterina Mendicino, Shin-Ichi Nishiyama Using Bayesian methods, we estimate a small open economy model in which consumers face limits to credit determined by the value of their housing stock. The purpose of this paper is to quantify the role of collateralized household debt in the Canadian business cycle. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Credit and credit aggregates, Monetary policy transmission JEL Code(s): E, E2, E21, E3, E32, E4, E44, E5, E52, R, R2, R21
November 23, 2004 Real Return Bonds: Monetary Policy Credibility and Short-Term Inflation Forecasting Bank of Canada Review - Autumn 2004 Christopher Reid, Frédéric Dion, Ian Christensen The break-even inflation rate (BEIR) is calculated by comparing the yields on conventional and Real Return Bonds. Defined as the average rate of inflation that equates the expected returns on these two bonds, the BEIR has the potential to contain useful information about long-run inflation expectations. Yet the BEIR has been higher, on average, and more variable than survey measures of inflation expectations, which may be explained by the effects of premiums and distortions embedded in the BEIR. Because of the difficulty in accounting for these distortions, the BEIR should not be given a large weight as a measure of long-run inflation expectations at this time. However, as the Real Return Bond market continues to develop, the BEIR should become a more useful indicator of inflation expectations. At present, it demonstrates no clear advantage over survey measures and even past inflation rates in forecasting near-term inflation. Content Type(s): Publications, Bank of Canada Review articles Topic(s): Inflation and prices, Interest rates, Market structure and pricing
What Drives Bitcoin Fees? Using Segwit to Assess Bitcoin's Long-Run Sustainability Staff Working Paper 2022-2 Colin Brown, Jonathan Chiu, Thorsten Koeppl We explore what drives transaction fees in the Bitcoin system and consider whether Bitcoin can remain tamper proof in the long run. Content Type(s): Staff research, Staff working papers Topic(s): Digital currencies and fintech, Payment clearing and settlement systems JEL Code(s): E, E4, E42, G, G2
Parallel Tempering for DSGE Estimation Staff Working Paper 2024-13 Joshua Brault I develop a population-based Markov chain Monte Carlo algorithm known as parallel tempering to estimate dynamic stochastic general equilibrium models. Parallel tempering approximates the posterior distribution of interest using a family of Markov chains with tempered posteriors. Content Type(s): Staff research, Staff working papers Topic(s): Econometric and statistical methods, Economic models JEL Code(s): C, C1, C11, C15, E, E1, E10
August 15, 2001 Analyzing the Monetary Aggregates Bank of Canada Review - Summer 2001 Dinah Maclean In recent years, the Bank has put renewed emphasis on analyzing monetary variables and on developing models that incorporate money as an active part of the transmission mechanism. In this article, Dinah Maclean describes how the monetary aggregates are used in the formulation of monetary policy analysis at the Bank, outlining the key tools and models used. The most important money-based model currently in use is the M1-VECM. In this model, deviations in the money supply from the long-term demand for money cause changes in inflation. The author briefly describes the "active-money" paradigm underlying this model and explains the key equations within it. Other simpler empirical models are also outlined, including single-equation indicator models for output based on the narrow aggregates, a neural network, and a model based on the broader aggregate M2++. A detailed technical annex provides details on model equations and coefficient values. Content Type(s): Publications, Bank of Canada Review articles Topic(s): Monetary aggregates
November 14, 2013 Bank of Canada Review - Autumn 2013 The three articles in this issue provide an overview of the monetary policy decision-making process at the Bank of Canada, a discussion of Bank research on the assessment of vulnerabilities in the financial system and a description of recent fragmentation in Canadian equity markets. Content Type(s): Publications, Bank of Canada Review
The Extensive Margin of Trade and Monetary Policy Staff Working Paper 2018-37 Yuko Imura, Malik Shukayev This paper studies the effects of monetary policy shocks on firms’ participation in exporting. We develop a two-country dynamic stochastic general equilibrium model in which heterogeneous firms make forward-looking decisions on whether to participate in the export market and prices are staggered across firms and time. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Economic models, Firm dynamics, International topics, Monetary policy JEL Code(s): E, E5, E52, F, F1, F12, F4, F44