Predictive Density Combination Using a Tree-Based Synthesis Function Staff working paper 2023-61 Tony Chernis, Niko Hauzenberger, Florian Huber, Gary Koop, James Mitchell This paper studies non-parametric combinations of density forecasts. We introduce a regression tree-based approach that allows combination weights to vary on the features of the densities, time-trends or economic indicators. In two empirical applications, we show the benefits of this approach in terms of improved forecast accuracy and interpretability. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C3, C32, C5, C53 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
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 JEL Code(s): C, C1, C11, C15, E, E1, E10 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models
Demand-Driven Risk Premia in Foreign Exchange and Bond Markets Staff working paper 2025-29 Ingomar Krohn, Andreas Uthemann, Rishi Vala, Jun Yang We show how Treasury demand shocks transmit to foreign exchange and bond markets globally. Higher Treasury demand weakens the U.S. dollar and raises foreign bond prices, with effects persisting for two weeks. The transmission varies predictably across countries based on their monetary policy alignment with the United States. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F3, F30, F31, G, G1, G12, G15 Research Theme(s): Financial markets and funds management, International markets and currencies, Market functioning, Financial system, Financial stability and systemic risk
Following the Money: Evidence for the Portfolio Balance Channel of Quantitative Easing Staff working paper 2018-33 Itay Goldstein, Jonathan Witmer, Jing Yang Recent research suggests that quantitative easing (QE) may affect a broad range of asset prices through a portfolio balance channel. Using novel security-level holding data of individual US mutual funds, we establish evidence that portfolio rebalancing occurred both within and across funds. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E5, E58, G, G2, G23 Research Theme(s): Monetary policy, Monetary policy framework and transmission, Monetary policy tools and implementation
Competition for Exclusivity and Customer Lock-in: Evidence from Copyright Enforcement in China Staff working paper 2023-43 Youming Liu This paper studies the music streaming industry and argues that having exclusive rights granted by copyright law drives firms to offer exclusive content to lock in customers. I employ theoretical and descriptive empirical analysis, along with a dynamic structural model, to support the argument and explore policies for improving competition. Content Type(s): Staff research, Staff working papers JEL Code(s): L, L1, L13, L4, L42, L5, L51 Research Theme(s): Financial markets and funds management, Market structure, Models and tools, Econometric, statistical and computational methods, Structural challenges, Digitalization and productivity
The Evolution of Unobserved Skill Returns in the U.S.: A New Approach Using Panel Data Staff working paper 2017-61 Lance Lochner, Youngmin Park, Youngki Shin Economists disagree about the factors driving the substantial increase in residual wage inequality in the United States over the past few decades. To identify changes in the returns to unobserved skills, we make a novel assumption about the dynamics of skills (especially among older workers) rather than about the stability of skill distributions across cohorts, as is standard. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C2, C23, J, J2, J24, J3, J31 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
Interaction of Macroprudential and Monetary Policies: Practice Ahead of Theory Staff discussion paper 2024-18 Thibaut Duprey, Yaz Terajima, Jing Yang We draw on the Canadian experience to examine how monetary and macroprudential policies interact and possibly complement each other in achieving their respective price and financial stability objectives. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E3, E37, E5, E52, E58, E6, E61, G, G0, G01, G2, G21, G28 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Monetary policy, Monetary policy framework and transmission
Global Macro Risks in Currency Excess Returns Staff working paper 2016-32 Kimberly Berg, Nelson C. Mark We study a cross section of carry-trade-generated currency excess returns in terms of their exposure to global fundamental macroeconomic risk. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E21, E4, E43, F, F3, F31, G, G1, G12 Research Theme(s): Financial markets and funds management, International markets and currencies, Market functioning, Models and tools, Economic models
Central Bank Digital Currency and Banking Choices Staff working paper 2024-4 Jiaqi Li, Andrew Usher, Yu Zhu To what extent does a central bank digital currency (CBDC) compete with bank deposits? To answer this question, we develop and estimate a structural model where each household chooses which financial institution to deposit their digital money with. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E5, E50, E58 Research Theme(s): Financial system, Financial institutions and intermediation, Financial stability and systemic risk, Money and payments, Digital assets and fintech, Payment and financial market infrastructures
October 25, 2005 Bank of Canada Review - Autumn 2005 Cover page Ready References The book is part of the National Currency Collection, Bank of Canada. Photography by Gord Carter, Ottawa. Content Type(s): Publications, Bank of Canada Review