Partial Identification of Heteroskedastic Structural Vector Autoregressions: Theory and Bayesian Inference Staff working paper 2025-14 Helmut Lütkepohl, Fei Shang, Luis Uzeda, Tomasz Woźniak We consider structural vector autoregressions that are identified through stochastic volatility. Our analysis focuses on whether a particular structural shock can be identified through heteroskedasticity without imposing any sign or exclusion restrictions. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C12, C3, C32, E, E6, E62 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models, Monetary policy, Real economy and forecasting
Earnings Dynamics and Intergenerational Transmission of Skill Staff working paper 2020-46 Lance Lochner, Youngmin Park How are your past, current and future earnings related to those of your parents? We explore this by using 37 years of Canadian tax data on two generations. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C3, C33, J, J2, J24, J6, J62 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Structural challenges, Demographics and labour supply
Anticipated Technology Shocks: A Re‐Evaluation Using Cointegrated Technologies Staff working paper 2017-11 Joel Wagner Two approaches have been taken in the literature to evaluate the relative importance of news shocks as a source of business cycle volatility. The first is an empirical approach that performs a structural vector autoregression to assess the relative importance of news shocks, while the second is a structural-model-based approach. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E32 Research Theme(s): Models and tools, Economic models, Monetary policy, Real economy and forecasting, Structural challenges, Digitalization and productivity
Anonymous Credentials: Secret-Free and Quantum-Safe Staff working paper 2023-50 Raza Ali Kazmi, Cyrus Minwalla An anonymous credential mechanism is a set of protocols that allows users to obtain credentials from an organization and demonstrate ownership of these credentials without compromising users’ privacy. In this work, we construct the first secret-free and quantum-safe credential mechanism. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E42, G, G2, G21, O, O3, O31 Research Theme(s): Money and payments, Digital assets and fintech, Payment and financial market infrastructures
Demographic Origins of the Decline in Labor’s Share Staff working paper 2023-20 Andrew Glover, Jacob Short Declining labour market dynamism of workers results in an increasing wedge between their earnings and their marginal product as they age. This wedge and the demographic shift in the earnings shares of older workers can account for 59% of the decline in labor’s share of earnings in the United States. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D3, D33, E, E2, E25, J, J1, J3, J6, J62 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
March 16, 2008 Developing a Framework to Assess Financial Stability: Conference Highlights and Lessons Bank of Canada Review - Spring 2008 Olivier de Bandt, Céline Gauthier, Pierre St-Amant Central banks are still defining their approach to financial stability and are at an early stage in the development of useful models. The Bank of Canada's 2007 economic conference was organized to stimulate progress in the development of financial-stability frameworks. Among the highlights reported here are the discussions centred around three proposed frameworks: a contingent-claims-analysis framework, a semi-structural framework, and structural financial-stability models. Participants also reported on their experiences with stress-testing under the International Monetary Fund's Financial Sector Assessment Program and discussed the implications for financial stability of linkages among payment, clearing, and settlement systems. Content Type(s): Publications, Bank of Canada Review articles
More Money for Some: The Redistributive Effects of Open Market Operations Staff working paper 2021-46 Christian Bustamante I use a search-theoretic model of money to study how open market operations affect the conduct of monetary policy and what this means for households along the wealth distribution. In the model, households vary in the size and composition of their portfolios, which in turn implies that they may be unevenly affected by open market operations. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E21, E3, E32, E5, E52 Research Theme(s): Financial system, Household and business credit, Monetary policy, Monetary policy framework and transmission, Monetary policy tools and implementation
The aggregate and heterogeneous effects of responding to shelter inflation Staff analytical paper 2026-5 Michael Irwin, Matías Vieyra This note examines how monetary policy responses to shelter inflation affect both the overall economy and different households. We find that the aggregate macroeconomic effects of responding to shelter inflation are modest, whereas the redistributive consequences across households are substantially larger. Content Type(s): Staff research, Staff analytical paper JEL Code(s): E, E2, E3, E4, E5, G, G5 Research Theme(s): Monetary policy, Monetary policy framework and transmission
July 4, 2022 Canadian Survey of Consumer Expectations—Second Quarter of 2022 This survey took place between April 28 and May 13, 2022. Follow-up interviews took place in June. Consumers’ expectations for inflation have risen, alongside concerns about prices for food, gas and rent. Short-term expectations are at record-high levels. Long-term inflation expectations increased significantly in the second quarter of 2022, returning to the levels they were at before the COVID-19 pandemic. Most people believe the Bank of Canada can achieve its inflation target. However, some think the process of bringing inflation down will be difficult for the Bank of Canada. Expectations for higher inflation and rising interest rates weigh on consumer confidence. People expect that credit conditions will worsen and wage growth will not keep up with inflation. Flexible work arrangements could attract more people into the labour force. Content Type(s): Publications, Canadian Survey of Consumer Expectations
A Dynamic Factor Model for Commodity Prices Staff analytical note 2017-12 Doga Bilgin, Reinhard Ellwanger In this note, we present the Commodities Factor Model (CFM), a dynamic factor model for a large cross-section of energy and non-energy commodity prices. The model decomposes price changes in commodities into a common “global” component, a “block” component confined to subgroups of economically related commodities and an idiosyncratic price shock component. Content Type(s): Staff research, Staff analytical notes JEL Code(s): C, C5, C51, Q, Q0, Q02 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Inflation dynamics and pressures