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
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
A Simple Method for Extracting the Probability of Default from American Put Option Prices Staff working paper 2020-15 Bo Young Chang, Greg Orosi A put option is a financial contract that gives the holder the right to sell an asset at a specific price by (or at) a specific date. A put option can therefore provide its holder insurance against a large drop in the stock price. This makes the prices of put options an ideal source of information for a market-based measure of the probability of a firm’s default. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G1, G13, G3, G33 Research Theme(s): Financial markets and funds management, Market functioning, Market structure
Finding a Needle in a Haystack: A Machine Learning Framework for Anomaly Detection in Payment Systems Staff working paper 2024-15 Ajit Desai, Anneke Kosse, Jacob Sharples Our layered machine learning framework can enhance real-time transaction monitoring in high-value payment systems, which are a central piece of a country’s financial infrastructure. When tested on data from Canadian payment systems, it demonstrated potential for accurately identifying anomalous transactions. This framework could help improve cyber and operational resilience of payment systems. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C4, C45, C5, C55, D, D8, D83, E, E4, E42 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Payment and financial market infrastructures
On the Programmability and Uniformity of Digital Currencies Staff working paper 2025-18 Jonathan Chiu, Cyril Monnet Central bankers argue that programmable digital currencies may compromise the uniformity of money. We develop a stylized model to examine this argument and the trade-offs involved in circulating programmable money. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E5, E50, E58 Research Theme(s): Money and payments, Digital assets and fintech, Payment and financial market infrastructures
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
December 31, 2005 Summary of Government of Canada - Outstanding as at 31 December 2005 Content Type(s): Publications, Historical: Securities and loans
December 31, 2004 Summary of Government of Canada - Outstanding as at 31 December 2004 Content Type(s): Publications, Historical: Securities and loans
Central Bank Crisis Interventions and the Term Structure of Market Fear Staff working paper 2026-17 Mattia Bevilacqua, Jon Danielsson, Lerby Ergun, Andreas Uthemann, Jean-Pierre Zigrand How do central bank crisis interventions calm market fears? Using options data, we measure the perceived risk of large asset price drops across horizons from two weeks to ten years. Studying the Fed's response to the 2020 turmoil, we find asset purchases reduce short-term fears while interest rate actions shape long-term expectations. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C58, E, E5, E58, G, G0, G01, G1, G12, G15 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial stability and systemic risk, Models and tools, Econometric, statistical and computational methods
May 16, 2013 Unconventional Monetary Policies: Evolving Practices, Their Effects and Potential Costs Bank of Canada Review - Spring 2013 Lena Suchanek, Eric Santor Following the recent financial crisis, major central banks have introduced several types of unconventional monetary policy measures, including liquidity and credit facilities, asset purchases and forward guidance. To date, these measures appear to have been successful. They restored market functioning, facilitated the transmission of monetary policy and supported economic activity. They have potential costs, however, including challenges related to the greatly expanded balance sheets of central banks and the eventual exit from these measures, as well as the vulnerabilities that can arise from prolonged monetary accommodation. Content Type(s): Publications, Bank of Canada Review articles JEL Code(s): E, E5, E52, E58, E6, E65