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 Research Topic(s): Inflation and prices
A Look Inside the Box: Combining Aggregate and Marginal Distributions to Identify Joint Distributions Staff Working Paper 2018-29 Marie-Hélène Felt This paper proposes a method for estimating the joint distribution of two or more variables when only their marginal distributions and the distribution of their aggregates are observed. Nonparametric identification is achieved by modelling dependence using a latent common-factor structure. Content Type(s): Staff research, Staff working papers Research Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods JEL Code(s): C, C1, C14, D, D1, D14, E, E4, E41
How Do You Pay? The Role of Incentives at the Point-of-Sale Staff Working Paper 2011-23 Carlos Arango, Kim Huynh, Leonard Sabetti This paper uses discrete-choice models to quantify the role of consumer socioeconomic characteristics, payment instrument attributes, and transaction features on the probability of using cash, debit card, or credit card at the point-of-sale. Content Type(s): Staff research, Staff working papers Research Topic(s): Bank notes, Econometric and statistical methods, Financial services JEL Code(s): C, C3, C35, C8, C83, E, E4, E41
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 Research Topic(s): Econometric and statistical methods, Economic models, Financial stability
Trading Dynamics with Adverse Selection and Search: Market Freeze, Intervention and Recovery Staff Working Paper 2011-30 Jonathan Chiu, Thorsten Koeppl We study the trading dynamics in an asset market where the quality of assets is private information of the owner and finding a counterparty takes time. When trading of a financial asset ceases in equilibrium as a response to an adverse shock to asset quality, a large player can resurrect the market by buying up lemons which involves assuming financial losses. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets, Financial stability JEL Code(s): E, E6, G, G1
Macroeconomic Disasters and Consumption Smoothing: International Evidence from Historical Data Staff Working Paper 2023-4 Lorenzo Pozzi, Barbara Sadaba Does consumption smoothing fundamentally decrease during macroeconomic disasters? This paper uses a large historical dataset (1870–2016) for 16 industrial economies to show that during macroeconomic disasters (e.g., wars, pandemics, depressions) aggregate consumption and income are significantly less decoupled than during normal times. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Coronavirus disease (COVID-19), Econometric and statistical methods JEL Code(s): C, C2, C23, E, E2, E21
Energy Efficiency and Fluctuations in CO2 Emissions Staff Working Paper 2021-47 Soojin Jo, Lilia Karnizova Carbon dioxide emissions have been commonly modelled as rising and falling with total output. Yet many factors, such as energy-efficiency improvements and shifts to cleaner energy, can break this relationship. We evaluate these factors using US data and find that changes in energy efficiency of consumption goods explain a significant proportion of emissions fluctuations. This finding also implies that models that omit energy efficiency likely overestimate the trade-off between environmental protection and economic performance. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Climate change, Econometric and statistical methods JEL Code(s): E, E3, E32, Q, Q4, Q43, Q5, Q50, Q55
June 23, 2004 Financial System Review - June 2004 This section of the Financial System Review examines the recent performance of the Canadian financial system and the factors, both domestic and international, that are influencing it. In each issue, one or more subjects of particular interest are discussed as highlighted topics. Content Type(s): Publications, Financial Stability Report
CBDC in the Market for Payments at the Point of Sale: Equilibrium Impact and Incumbent Responses Staff Working Paper 2024-52 Walter Engert, Oleksandr Shcherbakov, André Stenzel We simulate introducing a central bank digital currency (CBDC) and consider consumer adoption, merchant acceptance and usage at the point of sale. Modest adoption frictions significantly inhibit CBDC market penetration along all three dimensions. Incumbent responses to restore pre-CBDC market shares are moderate to small and further reduce the impact of a CBDC. Content Type(s): Staff research, Staff working papers Research Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods, Financial services JEL Code(s): C, C5, C51, D, D1, D12, E, E4, E42, L, L1, L14, L5, L52
An International Dynamic Term Structure Model with Economic Restrictions and Unspanned Risks Staff Working Paper 2012-5 Gregory Bauer, Antonio Diez de los Rios We construct a multi-country affine term structure model that contains unspanned macroeconomic and foreign exchange risks. The canonical version of the model is derived and is shown to be easy to estimate. Content Type(s): Staff research, Staff working papers Research Topic(s): Asset pricing, Exchange rates, Interest rates JEL Code(s): E, E4, E43, F, F3, F31, G, G1, G12, G15