Asymmetric Risks to the Economic Outlook Arising from Financial System Vulnerabilities Staff Analytical Note 2018-6 Thibaut Duprey When financial system vulnerabilities are elevated, they can give rise to asymmetric risks to the economic outlook. To illustrate this, I consider the economic outlook presented in the Bank of Canada’s October 2017 Monetary Policy Report in the context of two key financial system vulnerabilities: high levels of household indebtedness and housing market imbalances. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Business fluctuations and cycles, Econometric and statistical methods, Financial stability, Financial system regulation and policies, Monetary and financial indicators, Monetary policy and uncertainty, Recent economic and financial developments JEL Code(s): C, C0, C01, C1, C11, C15, E, E1, E17, E3, E32, E37, E4, E44, E47, E5, E58, E6, E66, G, G0, G01, G1, G18
More Than Words: Fed Chairs’ Communication During Congressional Testimonies Staff Working Paper 2022-20 Michelle Alexopoulos, Xinfen Han, Oleksiy Kryvtsov, Xu Zhang We measure soft information contained in the congressional testimonies of U.S. Federal Reserve Chairs and analyze its effect on financial markets. Increases in the Chair’s text-, voice-, or face-emotion indices during these testimonies generally raise stock prices and lower their volatility. Content Type(s): Staff research, Staff working papers Research Topic(s): Central bank research, Financial markets, Monetary policy communications JEL Code(s): E, E5, E52, E58, E7, E71
Evaluating Forecasts from Factor Models for Canadian GDP Growth and Core Inflation Staff Working Paper 2007-8 Frédérick Demers, Calista Cheung This paper evaluates the performance of static and dynamic factor models for forecasting Canadian real output growth and core inflation on a quarterly basis. We extract the common component from a large number of macroeconomic indicators, and use the estimates to compute out-of-sample forecasts under a recursive and a rolling scheme with different window sizes. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods JEL Code(s): C, C3, C32, E, E3, E37
Quantile VARs and Macroeconomic Risk Forecasting Staff Working Paper 2025-4 Stéphane Surprenant This paper provides an extensive evaluation of the performance of quantile vector autoregression (QVAR) to forecast macroeconomic risk. Generally, QVAR outperforms standard benchmark models. Moreover, QVAR and QVAR augmented with factors perform equally well. Both are adequate for modeling macroeconomic risks. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles JEL Code(s): C, C5, C53, C55, E, E3, E37
September 18, 2008 Measuring Inflation: Methodology and Misconceptions Remarks John Murray Certified General Accountants of Ontario Toronto, Ontario These past few months have been busy for central bankers, to say the least, and the past few days are certainly no exception. While developments on Wall Street have garnered much attention, the cost of living has also been an issue for us all, whether we're buying gas at the pumps, booking an airline ticket, or just picking up a loaf of bread at the grocery store. Content Type(s): Press, Speeches and appearances, Remarks
Predicting the Demand for Central Bank Digital Currency: A Structural Analysis with Survey Data Staff Working Paper 2021-65 Jiaqi Li How much of a CBDC would Canadian households want to hold, and what design features of a CBDC would they care about? Content Type(s): Staff research, Staff working papers Research Topic(s): Central bank research, Digital currencies and fintech JEL Code(s): E, E5, E50, E58
Survey-Based Estimates of the Term Structure of Expected U.S. Inflation Staff Working Paper 2006-46 Sharon Kozicki, P. A. Tinsley Surveys provide direct information on expectations, but only short histories are available at quarterly frequencies or for long-horizon expectations. Content Type(s): Staff research, Staff working papers Research Topic(s): Inflation and prices, Inflation targets, Monetary policy and uncertainty JEL Code(s): E, E3, E5
Financial Inclusion—What’s it Worth? Staff Working Paper 2016-30 Miguel Ampudia, Michael Ehrmann The paper studies the determinants of being unbanked in the euro area and the United States as well as the effects of being unbanked on wealth accumulation. Based on household-level data from The Eurosystem Household Finance and Consumption Survey and the U.S. Survey of Consumer Finances, it first documents that there are, respectively, 3.6 per cent and 7.5 per cent of unbanked households in the two economies. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Financial services, Financial system regulation and policies, Housing JEL Code(s): D, D1, D14, G, G2, G21, G28
March 9, 2010 Bank of Canada Review - Spring 2010 Discussion of recent research into three ways that oil-futures prices can improve our understanding of current conditions and future prospects in the global market for crude oil; inflation expectations and the conduct of monetary policy: a review of recent evidence and experience; examination of the influence of various forms of economic uncertainty on the performance of different classes of monetary policy rules; how, when, and why such revisions to many important economic variables occur. Content Type(s): Publications, Bank of Canada Review
Do Sunspots Matter? Evidence from an Experimental Study of Bank Runs Staff Working Paper 2014-12 Jasmina Arifovic, Janet Hua Jiang A "sunspot" is a variable that has no direct impact on the economy’s fundamental condition, such as preferences, endowments or technologies, but may nonetheless affect economic outcomes through the expectations channel as a coordination device. This paper investigates how people react to sunspots in the context of a bank-run game in a controlled laboratory environment. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets, Financial stability JEL Code(s): C, C9, C91, C92, D, D8, D80, E, E5, E58, G, G2, G20