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
Wage Growth in Canada and the United States: Factors Behind Recent Weakness Staff analytical note 2017-8 Dany Brouillette, James Ketcheson, Olena Kostyshyna, Jonathan Lachaine This note examines the relatively subdued pace of wage growth in Canada since the commodity price decline in 2014 and assesses whether the weakness is attributable to cyclical (e.g., labour market slack) or structural factors (e.g., resource reallocation and demographic change). Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E2, E24, J, J3, J30 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Real economy and forecasting, Structural challenges, Demographics and labour supply
May 21, 2013 Canada Works Remarks Mark Carney Chambre de commerce du Montréal métropolitain (CCMM)/Board of Trade of Metropolitan Montreal Montréal, Quebec Bank of Canada Governor Mark Carney discusses the “cornerstones of Canada’s prosperity.” Content Type(s): Press, Speeches and appearances, Remarks
April 18, 2017 Blame It on the Machines? Remarks Carolyn A. Wilkins Toronto Region Board of Trade Toronto, Ontario Senior Deputy Governor Carolyn A. Wilkins discusses how automation could affect productivity and the Bank’s monetary policy. Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Financial system, Financial stability, Fintech, Monetary policy, Economy/Economic growth, Inflation targeting framework
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
Immigration and Provision of Public Goods: Evidence at the Local Level in the U.S. Staff working paper 2023-57 Anna Maria Mayda, Mine Z. Senses, Walter Steingress Using U.S. county-level data from 1990 to 2010, we study the causal impact of immigration on the provision of local public goods. We uncover substantial heterogeneity across immigrants with different skills and immigrants of different generations, which leads to unequal fiscal effects across U.S. counties. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F2, F22, H, H4, H41, H7, J, J6, J61, J68, R, R5 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
Canadian housing supply elasticities Staff analytical note 2021-21 Nuno Paixão We explain how housing supply elasticities for Canadian cities are estimated. The procedure we use exploits the systematic differences in various cities’ sensitivity to regional house-price cycles. Content Type(s): Staff research, Staff analytical notes JEL Code(s): R, R1, R14, R3, R31, R5, R52 Research Theme(s): Financial system, Household and business credit, Monetary policy, Real economy and forecasting
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
November 17, 2011 Extracting Information from the Business Outlook Survey: A Principal-Component Approach Bank of Canada Review - Autumn 2011 Lise Pichette, Lori Rennison This article reviews recent work that uses principal-component analysis to extract information common to indicators from the Bank of Canada’s Business Outlook Survey (BOS). The authors use correlation analysis and an out-of-sample forecasting exercise to assess and compare the information content of the principal component with that of responses to key individual survey questions on growth in real gross domestic product and in real business investment. Results suggest that summarizing the common movements among BOS indicators may provide useful information for forecasting near-term growth in business investment. For growth in real gross domestic product, however, the survey’s balance of opinion on future sales growth appears to be more informative. Content Type(s): Publications, Bank of Canada Review articles
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