Classical Decomposition of Markowitz Portfolio Selection Staff working paper 2020-21 Christopher Demone, Olivia Di Matteo, Barbara Collignon In this study, we enhance Markowitz portfolio selection with graph theory for the analysis of two portfolios composed of either EU or US assets. Using a threshold-based decomposition of their respective covariance matrices, we perturb the level of risk in each portfolio and build the corresponding sets of graphs. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C0, C02 Research Theme(s): Financial markets and funds management, Market functioning, Models and tools, Econometric, statistical and computational methods
October 3, 2023 Understanding the unusual: How firms set prices during periods of high inflation Remarks Nicolas Vincent Chamber of Commerce of Metropolitan Montreal Montréal, Quebec Deputy Governor Nicolas Vincent discusses how firms set their prices and how pricing behaviour changed in our recent environment of high inflation. Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Monetary policy, Economic models, Economy/Economic growth, Inflation, Inflation targeting framework
The Political Impact of Immigration: Evidence from the United States Staff working paper 2018-19 Anna Maria Mayda, Giovanni Peri, Walter Steingress In this paper we study the impact of immigration to the United States on the vote for the Republican Party by analyzing county-level data on election outcomes between 1990 and 2010. Our main contribution is to separate the effect of high-skilled and low-skilled immigrants, by exploiting the different geography and timing of the inflows of these two groups of immigrants. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F2, F22, J, J6, J61 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
Assessing the US and Canadian neutral rates: 2026 update Staff analytical paper 2026-21 Felipe Alves, William Beaudoin, Hélène Desgagnés, Wei Dong, Jan David Schneider, Eugene Trostin, Argyn Toktamyssov, Hannes Twieling We assess the Canadian nominal neutral rate to be in the range of 2.25% to 3.25%, unchanged from our assessment in 2025. We assess the US nominal neutral rate to be in the range of 2.50% to 3.50%, somewhat higher than the range of 2.25% to 3.25% reported in the 2025 assessment. Content Type(s): Staff research, Staff analytical paper JEL Code(s): E, E4, E43, E5, E52 Research Theme(s): Monetary policy, Monetary policy framework and transmission
December 10, 2005 A History of the Canadian Dollar - by James Powell The history of Canada's money provides a unique perspective from which to view the growth and development of the Canadian economy and Canada as a nation. Author James Powell traces the evolution of Canadian money form its pre-colonial origins to the present day, highlighting the currency chaos of the colonial period, as well as the effects of two world wars and the Great Depression. Content Type(s): Publications, Books and monographs, Souvenir books
Managing GDP Tail Risk Staff working paper 2020-3 Thibaut Duprey, Alexander Ueberfeldt Models for macroeconomic forecasts do not usually take into account the risk of a crisis—that is, a sudden large decline in gross domestic product (GDP). However, policy-makers worry about such GDP tail risk because of its large social and economic costs. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D8, E, E4, E44, E5, E52, E58, G, G0, G01 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
Unpacking Moving: A Quantitative Spatial Equilibrium Model with Wealth Staff working paper 2023-34 Elisa Giannone, Qi Li, Nuno Paixão, Xinle Pang We propose a model to understand low observed migration rates by considering the interaction between location and wealth decisions. We look at different policies and find that temporary moving vouchers only slightly increase welfare, while lower housing regulations can decrease the welfare gap by lowering house prices nationwide. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G5, G51, R, R1, R12, R13, R2, R3, R31, R5, R52 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
Privacy-Preserving Post-Quantum Credentials for Digital Payments Staff working paper 2023-33 Raza Ali Kazmi, Duc-Phong Le, Cyrus Minwalla Digital payments and decentralized systems enable the creation of new financial products and services for users. One core challenge in digital payments is the need to protect users from fraud and abuse while retaining privacy in individual transactions. We propose a pseudonymous credential scheme for use in payment systems to tackle this problem. 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, Retail payments
Supervising Financial Regulators Staff working paper 2016-52 Josef Schroth How much discretion should local financial regulators in a banking union have in accommodating local credit demand? I analyze this question in an economy where local regulators privately observe expected output from high lending. They do not fully internalize default costs from high lending since deposit insurance cannot be priced fairly. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E44, G, G2, G28, H, H7 Research Theme(s): Financial system, Financial stability and systemic risk, Financial system regulation and oversight
October 14, 2007 The Effect of China on Global Prices Bank of Canada Review - Autumn 2007 Michael Francis The dramatic growth in China's exports of consumer goods such as clothing, toys, and electronics, and imports of primary commodities such as oil and metals is having major effects on global supply and demand. In examining China's role in global relative price changes, Francis finds that downward pressure on the relative prices of consumer goods is likely to persist as China's large labour supply continues its migration into manufacturing. Likewise, China's size and growth will also remain key drivers of global commodities demand for some time. Despite these forces, inflation-targeting central banks have the tools to keep inflation close to target, thus offsetting any persistent upward or downward inflationary pressure. Content Type(s): Publications, Bank of Canada Review articles