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 Research Topic(s): Business fluctuations and cycles, Economic models JEL Code(s): C, C6, C61, C63, E, E3, E37, E4, E47
November 16, 2017 An Update on the Neutral Rate of Interest Bank of Canada Review - Autumn 2017 José Dorich, Abeer Reza, Subrata Sarker The neutral rate serves as a benchmark for measuring monetary stimulus and provides a medium- to long-run anchor for the real policy rate. Global neutral rate estimates have been falling over the past few decades. Factors such as population aging, high corporate savings, and low trend productivity growth are likely to continue supporting a low global neutral rate. These global factors as well as domestic factors are exerting downward pres-sure on the Canadian real neutral rate, which is estimated to be between 0.5 to 1.5 per cent. This low neutral rate has important implications for monetary policy and financial stability. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Interest rates, International topics, Potential output, Recent economic and financial developments JEL Code(s): E, E4, E43, E5, E52, E58, F, F0, F01, F4, F43, O, O4
Efficient Hedging and Pricing of Equity-Linked Life Insurance Contracts on Several Risky Assets Staff Working Paper 2006-43 Alexander Melnikov, Yuliya Romanyuk The authors use the efficient hedging methodology for optimal pricing and hedging of equity-linked life insurance contracts whose payoff depends on the performance of several risky assets. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets JEL Code(s): D, D8, D81, G, G1, G10, G12
Changes in Payment Timing in Canada’s Large Value Transfer System Staff Working Paper 2015-20 Nellie Zhang This paper uncovers trends in payment timing in Canada’s Large Value Transfer System (LVTS) from 2003 to 2011. Descriptive analysis shows that LVTS payment activity has not been peaking in the late afternoon since 2008, and the improvement was most significant in 2009. Content Type(s): Staff working papers Research Topic(s): Payment clearing and settlement systems JEL Code(s): E, E5, E50, G, G2, G20
Modeling Fluctuations in the Global Demand for Commodities Staff Working Paper 2018-4 Lutz Kilian, Xiaoqing Zhou It is widely understood that the real price of globally traded commodities is determined by the forces of demand and supply. One of the main determinants of the real price of commodities is shifts in the demand for commodities associated with unexpected fluctuations in global real economic activity. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, International topics JEL Code(s): F, F4, F44, Q, Q1, Q11, Q3, Q31, Q4, Q41, Q43
The Role of Time-Varying Price Elasticities in Accounting for Volatility Changes in the Crude Oil Market Staff Working Paper 2011-28 Christiane Baumeister, Gert Peersman There has been a systematic increase in the volatility of the real price of crude oil since 1986, followed by a decline in the volatility of oil production since the early 1990s. We explore reasons for this evolution. We show that a likely explanation of this empirical fact is that both the short-run price elasticities of oil demand and of oil supply have declined considerably since the second half of the 1980s. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, International topics JEL Code(s): E, E3, E31, E32, Q, Q4, Q43
August 16, 2012 An Analysis of Indicators of Balance-Sheet Risks at Canadian Financial Institutions Bank of Canada Review - Summer 2012 David Xiao Chen, H. Evren Damar, Hani Soubra, Yaz Terajima This article examines four indicators of balance-sheet risks—leverage, capital, asset liquidity and funding—among different types of financial institutions in Canada over the past three decades. It also discusses relevant developments in the banking sector that could have contributed to the observed dynamics. The authors find that the various risk indicators decreased during the period for most of the non-Big Six financial institutions, but remained relatively unchanged for the Big Six banks. In addition, the balance-sheet risk indicators became more heterogeneous across financial institutions. The observed overall decline and increased heterogeneity follow certain regulatory changes, such as the introduction of the liquidity guidelines on funding in 1995 and the implementation of bank-specific leverage requirements in 2000. Given that these regulations required more balance-sheet risk management, they have likely contributed to the increased resilience of the banking sector. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Financial institutions, Financial stability, Financial system regulation and policies JEL Code(s): G, G2, G21, G28
Redistributive Effects of a Change in the Inflation Target Staff Analytical Note 2017-13 Robert Amano, Thomas J. Carter, Yaz Terajima In light of the financial crisis and its aftermath, several economists have argued that inflation-targeting central banks should reconsider the level of their inflation targets. While the appropriate level for the inflation target remains an open question, it’s important to note that any transition to a new target would entail certain costs. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Inflation targets, Monetary policy framework JEL Code(s): E, E5, E52, E58
December 14, 2009 Liquidity Standards in a Macroprudential Context Financial System Review - December 2009 Carol Ann Northcott, Mark Zelmer Content Type(s): Publications, Financial System Review articles
On Inflation and the Persistence of Shocks to Output Staff Working Paper 2001-22 Maral Kichian, Richard Luger This paper empirically investigates the possibility that the effects of shocks to output depend on the level of inflation. The analysis extends Elwood's (1998) framework by incorporating in the model an inflation-threshold process that can potentially influence the stochastic properties of output. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Inflation: costs and benefits JEL Code(s): E, E3, E31, E32, E5, E52, E58