Differentiable, Filter Free Bayesian Estimation of DSGE Models Using Mixture Density Networks Staff Working Paper 2025-3 Chris Naubert I develop a method for Bayesian estimation of globally solved, non-linear macroeconomic models. The method uses a mixture density network to approximate the initial state distribution. The mixture density network results in more reliable posterior inference compared with the case when the initial states are set to their steady-state values. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Economic models JEL Code(s): C, C6, C61, C63, E, E3, E37, E4, E47
Speculators, Prices and Market Volatility Staff Working Paper 2015-42 Celso Brunetti, Bahattin Buyuksahin, Jeffrey H. Harris We analyze data from 2005 through 2009 that uniquely identify categories of traders to assess how speculators such as hedge funds and swap dealers relate to volatility and price changes. Examining various subperiods where price trends are strong, we find little evidence that speculators destabilize financial markets. Content Type(s): Staff research, Staff working papers Topic(s): International topics, Recent economic and financial developments JEL Code(s): C, C3, G, G1
Some Notes on Monetary Policy Rules with Uncertainty Staff Working Paper 2003-16 Gabriel Srour The author explores the role that Taylor-type rules can play in monetary policy, given the degree of uncertainty in the economy. The optimal rule is derived from a simple infinite-horizon model of the monetary transmission mechanism, with only additive uncertainty. Content Type(s): Staff research, Staff working papers Topic(s): Monetary policy and uncertainty JEL Code(s): E, E5, E52
January 23, 2007 Bank of Canada Review - Winter 2006-2007 Cover page French Provincial Issues in Canada The coins pictured on the cover are part of the National Currency Collection, Bank of Canada. Photography by Gord Carter, Ottawa. Content Type(s): Publications, Bank of Canada Review
Price-Level versus Inflation Targeting in a Small Open Economy Staff Working Paper 2001-24 Gabriel Srour This paper compares two types of monetary policy: price-level targeting and inflation targeting. It reviews recent arguments that favour price-level targeting, and examines how certain factors, such as the nature of the shocks affecting the economy and the degree to which agents are forward-looking, bear upon the arguments. Content Type(s): Staff research, Staff working papers Topic(s): Monetary policy framework JEL Code(s): E, E5, E52
Inventories, Markups and Real Rigidities in Sticky Price Models of the Canadian Economy Staff Working Paper 2011-9 Oleksiy Kryvtsov, Virgiliu Midrigan Recent New Keynesian models of macroeconomy view nominal cost rigidities, rather than nominal price rigidities, as the key feature that accounts for the observed persistence in output and inflation. Kryvtsov and Midrigan (2010a,b) reassess these conclusions by combining a theory based on nominal rigidities and storable goods with direct evidence on inventories for the U.S. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Monetary policy transmission JEL Code(s): E, E3, E31, F, F1, F12
Gazing at r-star: A Hysteresis Perspective Staff Working Paper 2023-5 Paul Beaudry, Katya Kartashova, Césaire Meh Many explanations for the decline in real interest rates over the last 30 years point to the role that population aging or rising income inequality plays in increasing the long-run aggregate demand for assets. Notwithstanding the importance of such factors, the starting point of this paper is to show that the major change driving household asset demand over this period is instead an increased desire—for a given age and income level—to hold assets. Content Type(s): Staff research, Staff working papers Topic(s): Economic models, Fiscal policy, Inflation and prices, Inflation targets, Interest rates, Monetary policy, Monetary policy framework JEL Code(s): E, E2, E21, E3, E31, E4, E43, E5, E52, E58, E6, E62, G, G5, G51, H, H6
Stability and Efficiency in Decentralized Two‐Sided Markets with Weak Preferences Staff Working Paper 2017-4 Radoslav Raykov Many decentralized markets are able to attain a stable outcome despite the absence of a central authority (Roth and Vande Vate, 1990). A stable matching, however, need not be efficient if preferences are weak. This raises the question whether a decentralized market with weak preferences can attain Pareto efficiency in the absence of a central matchmaker. Content Type(s): Staff research, Staff working papers Topic(s): Economic models JEL Code(s): C, C7, C78, D, D6, D61
What Do Survey Data Tell Us About US Businesses? Staff Working Paper 2019-45 Anmol Bhandari, Serdar Birinci, Ellen McGrattan, Kurt See This paper examines the reliability of survey data on business incomes, valuations, and rates of return, which are key inputs for studies of wealth inequality and entrepreneurial choice. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Firm dynamics JEL Code(s): C, C8, C83, E, E2, E22, H, H2, H25
August 16, 2012 Global Risk Premiums and the Transmission of Monetary Policy Bank of Canada Review - Summer 2012 Gregory Bauer, Antonio Diez de los Rios An important channel in the transmission of monetary policy is the relationship between the short-term policy rate and long-term interest rates. Using a new term-structure model, the authors show that the variation in long-term interest rates over time consists of two components: one representing investor expectations of future policy rates, and another reflecting a term-structure risk premium that compensates investors for holding a risky asset. The time variation in the term-structure risk premium is countercyclical and largely determined by global macroeconomic conditions. As a result, long-term rates are pushed up during recessions and down during times of expansion. This is an important phenomenon that central banks need to take into account when using short-term rates as a policy tool. Content Type(s): Publications, Bank of Canada Review articles Topic(s): Asset pricing, Financial markets, Monetary policy transmission JEL Code(s): E, E4, E43, F, F3, F31, G, G1, G12, G15