The Term Structures of Loss and Gain Uncertainty Staff working paper 2020-19 Bruno Feunou, Ricardo Lopez Aliouchkin, Roméo Tedongap, Lai Xu We investigate the uncertainty around stock returns at different investment horizons. Since a return is either a loss or a gain, we categorize return uncertainty into two components—loss uncertainty and gain uncertainty. We then use these components to evaluate investment. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G1, G12 Research Theme(s): Financial markets and funds management, Market functioning, Models and tools, Econometric, statistical and computational methods
November 13, 1997 Statistical measures of the trend rate of inflation Bank of Canada Review - Autumn 1997 Thérèse Laflèche As a guide for the conduct of monetary policy, most central banks make use of a trend inflation index similar to that employed by the Bank of Canada: the CPI excluding food, energy, and the effect of indirect taxes. In addition to their basic reference index, some central banks regularly publish statistical measures of the trend rate of inflation. The method used for producing these measures is, for the most part, based on the hypothesis that extreme price fluctuations generally reflect temporary shocks to the inflation rate, rather than its underlying trend. In this paper, the author offers a broad survey of studies on the measurement of trend inflation that have been published by the Bank of Canada and presents the results of the most recent work on the subject. Particular attention is paid to two statistical measures that the Bank follows more closely than other measures; namely, the CPIX, a price index that excludes eight of the most volatile CPI components, and CPIW, a measure that retains all the components of the overall index but gives a lower weighting to the most volatile. Content Type(s): Publications, Bank of Canada Review articles
The Role of Beliefs in Entering and Exiting the Bitcoin Market Staff working paper 2024-22 Daniela Balutel, Christopher Henry, Jorge Vásquez, Marcel Voia We develop a model that links investors’ decisions to enter or exit the Bitcoin market with their beliefs about the survival of Bitcoin. Empirical testing using Canadian data reveals that beliefs strongly influence both entries and exits, and this impact varies with time and ownership status. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D8, D83, E, E4, E41, O, O3, O33 Research Theme(s): Financial system, Household and business credit, Models and tools, Econometric, statistical and computational methods, Money and payments, Digital assets and fintech
Demand for Canadian Banknotes from International Travel: Indirect Evidence from the COVID-19 Pandemic Staff working paper 2024-23 Hongyu Xiao This study uses the COVID-19 travel restrictions to estimate foreign demand for Canadian banknotes. It reveals that international visitors accounted for about 10% of all $100 CAD notes in circulation pre-pandemic, with each visitor carrying an average of $165 in hundred-dollar bills. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E41, E42, E5, E58, F, F2, F22 Research Theme(s): Money and payments, Cash and bank notes, Structural challenges, International trade, finance and competitiveness
The uneven economic consequences of COVID 19: A structural analysis Staff analytical note 2021-17 Martin Kuncl, Austin McWhirter, Alexander Ueberfeldt Using a structural model, we study the economic consequences of the COVID-19 shock. The uneven consequences, such as higher unemployment among young households, amplify the negative implications for the macroeconomy, household vulnerabilities and consumption inequality. Government support programs have stimulated the economy and lowered inequality and medium-term vulnerabilities. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E2, E20, E5, E52, E6, E62 Research Theme(s): Financial system, Household and business credit, Monetary policy, Inflation dynamics and pressures, Monetary policy tools and implementation, Real economy and forecasting
The Simple Economics of Global Fuel Consumption Staff working paper 2019-35 Doga Bilgin, Reinhard Ellwanger This paper presents a structural framework of the global oil market that relies on information on global fuel consumption to identify flow demand for oil. We show that under mild identifying assumptions, data on global fuel consumption help to provide comparatively sharp insights on elasticities and other key structural parameters of the global oil market. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C51, L, L7, L71, Q, Q4, Q41, Q43 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
June 17, 2008 A Tool for Assessing Financial Vulnerabilities in the Household Sector Bank of Canada Review - Summer 2008 Shubhasis Dey, Ramdane Djoudad, Yaz Terajima In this article, the authors build on the framework used in the Bank of Canada's Financial System Review to assess the evolution of household indebtedness and financial vulnerabilities in response to changing economic conditions. To achieve this, they first compare two microdata sets generated by Ipsos Reid's Canadian Financial Monitor and Statistics Canada's Survey of Financial Security. They find that the surveys are broadly comparable, despite methodological differences. This enables them to use the combined information content for the identification of the threshold value of the debt-service ratio (DSR). The article then presents an innovative framework that uses household-level microdata to simulate changes in the distribution of the DSR under various stress scenarios. The authors show how this framework can be used by analyzing the effects of two different scenarios on the distribution of the debt-service ratio and the impact on vulnerable households. This tool will enable researchers to refine their analyses of current risks to the financial health of Canadian households. The article concludes with comments on future directions for refining the Bank's analyses of household sector risk. Content Type(s): Publications, Bank of Canada Review articles
On the Wedge Between the PPI and CPI Inflation Indicators Staff working paper 2022-5 Shang-Jin Wei, Yinxi Xie We find that the CPI and PPI inflation indexes co-moved strongly throughout the late 20th century, but their correlation has fallen substantially since the early 2000s. We offer a structural explanation for this divergence based on the growth of global supply chains since 2000. This finding offers a unique perspective for the future design of optimal monetary policy. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E31, E5, E52, E58, F, F1, F11, F12, F4, F41, F6, F62 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission, Structural challenges, International trade, finance and competitiveness
Assessing global potential output growth: April 2025 Staff analytical note 2025-15 Samuel Boulanger, Raheeb Dastagir, Daniel de Munnik, Eshini Ekanayake, Kun Mo, Walter Muiruri, Faiza Noor, Sabreena Obaid, Louis Poirier This note presents the annual update of Bank of Canada staff estimates for growth in global potential output. These estimates served as key inputs to the analysis supporting the April 2025 Monetary Policy Report. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E1, E2, F, F0, F1, O, O3, O33, O4 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply, Digitalization and productivity, International trade, finance and competitiveness
May 17, 2001 Reforming the International Financial System Bank of Canada Review - Spring 2001 James Powell This article examines the efforts of the major advanced countries to strengthen the international financial system in order to avoid financial crises such as those that occurred in emerging-market economies in the 1990s. These efforts have focused on crisis prevention and crisis management. The prevention of such crises has necessitated the formation of new international groups that include emerging markets in their membership. Measures have also been taken to reduce the vulnerability of countries to such crises. These measures have centered on the need for appropriate macroeconomic policies, including the need for sustainable exchange rate regimes, sound domestic financial systems, and prudent risk management. In the area of crisis management, the International Monetary Fund (IMF) has been given access to additional resources for lending to countries that experience financial crises. The IMF has also established new lending facilities for use in such circumstances. It has also been agreed that the private sector will need to play a greater role in the management of such crises in the future. Content Type(s): Publications, Bank of Canada Review articles