Macroeconomic Predictions Using Payments Data and Machine Learning Staff working paper 2022-10 James Chapman, Ajit Desai We demonstrate the usefulness of payment systems data and machine learning models for macroeconomic predictions and provide a set of econometric tools to overcome associated challenges. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C53, C55, E, E3, E37, E4, E42, E5, E52 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting, Money and payments, Retail payments
December 17, 2000 Dynamic General-Equilibrium Models and Why the Bank of Canada is Interested in Them Bank of Canada Review - Winter 2000-2001 Kevin Moran Dynamic general-equilibrium models (DGEMs) are being increasingly used in macroeconomic research. In this article, the author describes the main features of these models and outlines their contribution to economic research performed at the Bank of Canada. He notes that the basic principle of DGEMs is that the modelling of economic activity, even on a scale as large as the economy of a country, should start with a series of microeconomic problems (at the scale of individuals), which, once resolved, are aggregated to represent the macroeconomic reality described by the model. Content Type(s): Publications, Bank of Canada Review articles
Firm Heterogeneity, Technological Adoption, and Urbanization: Theory and Measurement Staff working paper 2017-27 Alex Chernoff This paper develops a model of firm heterogeneity, technological adoption, and urbanization. In the model, welfare is measured by household real income, and urbanization is measured by population density. I use the model to derive statistics that measure the effect of a new technology on productivity, welfare, and urbanization. Content Type(s): Staff research, Staff working papers JEL Code(s): N, N6, N61, O, O1, O14, R, R1, R13 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Digitalization and productivity
Occasionally Binding Constraints in Large Models: A Review of Solution Methods Staff discussion paper 2021-5 Jonathan Swarbrick Solving macroeconomic models is difficult. One challenge is the occasionally binding constraint of the zero lower bound on nominal interest rates. This paper reviews various ways to solve models that include this feature. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C6 Research Theme(s): Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
Total factor productivity growth projection for Canada: A sectoral approach Staff analytical note 2024-12 Dany Brouillette, Tessa Devakos, Raven Wheesk We propose a tool that decomposes TFP growth into sectoral contributions. The analysis incorporates three structural factors—digitalization, aging and climate change policies—and measures their contributions. Overall, we expect that aggregate TFP growth will slow down in the 2020s below both its historical average and the average from the 2010s. Content Type(s): Staff research, Staff analytical notes JEL Code(s): D, D2, D24, J, J1, J11, O, O3, O33, Q, Q5, Q54 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Climate change, Demographics and labour supply, Digitalization and productivity
Flight from Safety: How a Change to the Deposit Insurance Limit Affects Households’ Portfolio Allocation Staff working paper 2019-29 H. Evren Damar, Reint Gropp, Adi Mordel Deposit insurance protects depositors from failing banks, thus making insured deposits risk-free. When a deposit insurance limit is increased, some deposits that previously were uninsured become insured, thereby increasing the share of risk-free assets in households’ portfolios. This increase cannot simply be undone by households, because to invest in uninsured deposits, a household must first invest in insured deposits up to the limit. This basic insight is the starting point of the analysis in this paper. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D14, G, G2, G21, G28, L, L5, L51 Research Theme(s): Financial system, Financial system regulation and oversight, Household and business credit
What to Expect When China Liberalizes Its Capital Account Staff discussion paper 2016-10 Mark Kruger, Gurnain Pasricha When China joined the World Trade Organization in December 2001, it marked a watershed for the world economy. Ten years from now, the opening of China’s capital account and the financial integration that will unfold will be viewed as a milestone of similar importance. Content Type(s): Staff research, Staff discussion papers JEL Code(s): F, F3, F31, F32, G, G1, G18 Research Theme(s): Financial markets and funds management, International markets and currencies, Financial system, Financial stability and systemic risk, Structural challenges, International trade, finance and competitiveness
October 26, 2018 Staff economic projections These forecasts are provided to Governing Council in preparation for monetary policy decisions. They are released once a year with a five-year lag.
What Drives Bitcoin Fees? Using Segwit to Assess Bitcoin's Long-Run Sustainability Staff working paper 2022-2 Colin Brown, Jonathan Chiu, Thorsten Koeppl We explore what drives transaction fees in the Bitcoin system and consider whether Bitcoin can remain tamper proof in the long run. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E42, G, G2 Research Theme(s): Money and payments, Digital assets and fintech, Payment and financial market infrastructures
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 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