What Are the Macroeconomic Effects of High-Frequency Uncertainty Shocks Staff working paper 2016-25 Laurent Ferrara, Pierre Guérin This paper evaluates the effects of high-frequency uncertainty shocks on a set of low-frequency macroeconomic variables that are representative of the U.S. economy. Rather than estimating models at the same common low-frequency, we use recently developed econometric models, which allows us to deal with data of different sampling frequencies. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C3, C32, E, E3, E32, E4, E44 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
Financial Inclusion—What’s it Worth? Staff working paper 2016-30 Miguel Ampudia, Michael Ehrmann The paper studies the determinants of being unbanked in the euro area and the United States as well as the effects of being unbanked on wealth accumulation. Based on household-level data from The Eurosystem Household Finance and Consumption Survey and the U.S. Survey of Consumer Finances, it first documents that there are, respectively, 3.6 per cent and 7.5 per cent of unbanked households in the two economies. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D14, G, G2, G21, G28 Research Theme(s): Financial system, Financial institutions and intermediation, Financial stability and systemic risk, Household and business credit
August 21, 2002 Monetary Policy and Uncertainty Bank of Canada Review - Summer 2002 Paul Jenkins, David Longworth Central banks must cope with considerable uncertainty about what will happen in the economy when formulating monetary policy. This article describes the different types of uncertainty that arise and looks at examples of uncertainty that the Bank has recently encountered. It then reviews the strategies employed by the Bank to deal with this problem. The other articles in this special issue focus on three of these major strategies. Content Type(s): Publications, Bank of Canada Review articles
Heterogeneity and Monetary Policy: A Thematic Review Staff discussion paper 2022-2 Felipe Alves, Christian Bustamante, Xing Guo, Katya Kartashova, Soyoung Lee, Thomas Michael Pugh, Kurt See, Yaz Terajima, Alexander Ueberfeldt The theory that rich economic diversity of businesses and households both affects and is shaped by economy-wide fluctuations has strong implications for monetary policy. This review places these insights in a Canadian context. Content Type(s): Staff research, Staff discussion papers JEL Code(s): D, D2, D25, D3, D31, E, E2, E22, E24, E5, E50, E52 Research Theme(s): Financial system, Household and business credit, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
Breaking Down the US Employment Multiplier Using Micro-Level Data Staff working paper 2025-8 Edoardo Briganti, Holt Dwyer, Ricardo Duque Gabriel, Victor Sellemi Using newly matched data on US defense contracts and restricted administrative employment data, we show that the employment effects of defense procurement are costly, concentrated and slow to diffuse. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E6, E62, H, H5, H57, J, J2, J21 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
The Evolution of the Chinese Housing Market and Its Impact on Base Metal Prices Staff discussion paper 2016-7 Mark Kruger, Kun Mo, Benjamin Sawatzky The Chinese housing market has grown rapidly following its liberalization in the 1990s, generating significant economic activity and demand for base metals. In this paper, we discuss the evolution of the Chinese housing market and quantify its importance for the overall Chinese economy and its linkages to base metal prices. Content Type(s): Staff research, Staff discussion papers JEL Code(s): Q, Q3, Q31, R, R3, R31 Research Theme(s): Financial markets and funds management, Market functioning, Monetary policy, Real economy and forecasting, Structural challenges, International trade, finance and competitiveness
December 14, 2007 The Costs of Inflation in New Keynesian Models Bank of Canada Review - Winter 2007-2008 Steve Ambler Ambler describes three new channels through which inflation affects economic welfare in New Keynesian models. These channels were absent from traditional analyses and may have caused researchers to underestimate the costs associated with variable inflation, even at relatively low levels of inflation. The article concludes with a preliminary assessment of the quantitative importance of the new channels and their significance for monetary policy. Content Type(s): Publications, Bank of Canada Review articles
Monetary Policy in a Volatile World: ToTEM Simulations Staff analytical paper 2026-27 Edward Booth, Edouard Djeutem, Oleksiy Kryvtsov, Fanny McKellips, Yang Zhang Using simulations of the Bank of Canada’s projection model, we assess inflation risks from greater supply-shock volatility and show that monetary policy faces sharper trade-offs, as stabilizing inflation increasingly comes at the cost of weaker real activity. Content Type(s): Staff research, Staff analytical paper JEL Code(s): E, E3, E31, E32, E5, E52, E58 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
Data Externalities, Market Power, and the Optimal Design of Central Bank Digital Currencies Staff working paper 2026-21 Yuteng Cheng, Jonathan Chiu, Mohammad Davoodalhosseini, Janet Hua Jiang This paper studies how a central bank should design a CBDC when private payment providers collect and monetize transaction data. It characterizes the optimal CBDC’s pricing and data policy, and shows how its effects on private payment use and total data depend on market power and data externalities. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G2, L, L1, L14 Research Theme(s): Money and payments, Digital assets and fintech, Payment and financial market infrastructures, Retail payments