What do high-frequency expenditure network data reveal about spending and inflation during COVID‑19? Staff analytical note 2020-20 Kim Huynh, Helen Lao, Patrick Sabourin, Angelika Welte The official consumer price index (CPI) inflation measure, based on a fixed basket set before the COVID 19 pandemic, may not fully reflect what consumers are currently experiencing. We partnered with Statistics Canada to construct a more representative index for the pandemic with weights based on real-time transaction and survey data. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Inflation and prices, Payment clearing and settlement systems JEL Code(s): D, D1, D12, E, E3, E31, E4, E42, E5, E52 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Money and payments, Payment and financial market infrastructures
Fragility of Resale Markets for Securitized Assets and Policy of Asset Purchases Staff working paper 2016-46 Martin Kuncl Markets for securitized assets were characterized by high liquidity prior to the recent financial crisis and by a sudden market dry-up at the onset of the crisis. A general equilibrium model with heterogeneous investment opportunities and information frictions predicts that, in boom periods or mild recessions, the degree of adverse selection in resale markets for securitized assets is limited because of the reputation-based guarantees by asset originators. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Credit and credit aggregates, Economic models, Financial markets, Financial stability, Financial system regulation and policies JEL Code(s): E, E3, E32, E5, G, G0, G01, G2 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial institutions and intermediation, Financial stability and systemic risk, Models and tools, Economic models
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 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models
Housing and Tax-Deferred Retirement Accounts Staff working paper 2016-24 Anson T. Y. Ho, Jie Zhou Assets in tax-deferred retirement accounts (TDA) and housing are two major components of household portfolios. In this paper, we develop a life-cycle model to examine the interaction between households’ use of TDA and their housing decisions. Content Type(s): Staff research, Staff working papers Research Topic(s): Economic models, Housing JEL Code(s): C, C6, C61, D, D1, D14, D9, D91, E, E2, E21, H, H2, H24, R, R2, R21 Research Theme(s): Financial system, Household and business credit, Models and tools, Economic models, Monetary policy, Real economy and forecasting
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
Digitalization and Inflation: A Review of the Literature Staff analytical note 2017-20 Karyne B. Charbonneau, Alexa Evans, Subrata Sarker, Lena Suchanek In the past few years, many have postulated that the possible disinflationary effects of digitalization could explain the subdued inflation in advanced economies. In this note, we review the evidence found in the literature. We look at three main channels. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Inflation and prices, Market structure and pricing, Productivity JEL Code(s): D, D2, D22, E, E3, E31, L, L8, L81, O, O3, O33 Research Theme(s): Financial markets and funds management, Market structure, Monetary policy, Inflation dynamics and pressures, Structural challenges, Digitalization and productivity
April 16, 2006 Bank of Canada Review - Spring 2006 Cover page Depression Scrip The examples of Depression scrip illustrated here are part of the National Currency Collection of the Bank of Canada. Content Type(s): Publications, Bank of Canada Review
June 15, 2011 Housing in Canada Remarks Mark Carney Vancouver Board of Trade Vancouver, British Columbia In a speech to the Vancouver Board of Trade, Governor Mark Carney discusses the fundamentals of the Canadian residential real estate market, the international context, and the implications for monetary policy. Content Type(s): Press, Speeches and appearances, Remarks
Machine learning for economics research: when, what and how Staff analytical note 2023-16 Ajit Desai This article reviews selected papers that use machine learning for economics research and policy analysis. Our review highlights when machine learning is used in economics, the commonly preferred models and how those models are used. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Central bank research, Econometric and statistical methods, Economic models JEL Code(s): A, A1, A10, B, B2, B23, C, C4, C45, C5, C55 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Structural challenges, Digitalization and productivity
What COVID-19 May Leave Behind: Technology-Related Job Postings in Canada Staff working paper 2022-17 Alejandra Bellatin, Gabriela Galassi COVID-19 affects technology adoption: online job postings for technology-related occupations fall less during pandemic lockdowns and pick up faster during reopenings than postings for more traditional occupations. Content Type(s): Staff research, Staff working papers Research Topic(s): Coronavirus disease (COVID-19), Econometric and statistical methods, Labour markets JEL Code(s): J, J2, J23, J24, O, O1, O14 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply, Digitalization and productivity