Combining Large Numbers of Density Predictions with Bayesian Predictive Synthesis Staff working paper 2023-45 Tony Chernis I show how to combine large numbers of forecasts using several approaches within the framework of a Bayesian predictive synthesis. I find techniques that choose and combine a handful of forecasts, known as global-local shrinkage priors, perform best. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C5, C52, C53, E, E3, E37 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
Canada’s Monetary Policy Report: If Text Could Speak, What Would It Say? Staff analytical note 2019-5 André Binette, Dmitri Tchebotarev This note analyzes the evolution of the narrative in the Bank of Canada’s Monetary Policy Report (MPR). It presents descriptive statistics on the core text, including length, most frequently used words and readability level—the three Ls. Although each Governor of the Bank of Canada focuses on the macroeconomic events of the day and the mandate of inflation targeting, we observe that the language used in the MPR varies somewhat from one Governor’s tenure to the next. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E0, E02, E5, E52 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Monetary policy framework and transmission, Real economy and forecasting
August 15, 2013 Monitoring Short-Term Economic Developments in Foreign Economies Bank of Canada Review - Summer 2013 Russell Barnett, Pierre Guérin The Bank of Canada uses several short-term forecasting models for the monitoring of key foreign economies - the United States, the euro area, Japan and China. The design of the forecasting models used for each region is influenced by the level of detail required, as well as the timeliness and volatility of data. Forecasts from different models are typically combined to mitigate model uncertainty, and judgment is applied to the model forecasts to incorporate information that is not directly reflected in the most recent indicators. Content Type(s): Publications, Bank of Canada Review articles JEL Code(s): E, E3, E37
January 27, 2012 Simulation Analysis: A Tool for Examining the Balance between Safety and Efficiency in Canada’s Large Value Transfer System Financial System Review - December 2005 Neville Arjani Content Type(s): Publications, Financial System Review articles
February 23, 2012 Household Insolvency in Canada Bank of Canada Review - Winter 2011-2012 Jason Allen, H. Evren Damar With increasing levels of household debt in recent years, the number of households that may be vulnerable to a negative economic shock is rising as well. Decisions made by both the debtor and the creditor can contribute to insolvency. This article presents some stylized facts about insolvency in Canada’s household sector and analyzes the role of creditors in insolvencies. The average debt of an individual filing for bankruptcy is more than 1.5 times that of an average Canadian household; bankruptcy filers tend to be unemployed or in low-wage jobs, and are typically renters. The article reports that banks that approve more loans per branch, which is interpreted as less-intensive use of soft information (such as the loan officer’s assessment of the applicant’s character), experience more client bankruptcies. This finding has important policy implications, because financial institutions that do not use soft information risk further deterioration in their lending portfolios. Content Type(s): Publications, Bank of Canada Review articles JEL Code(s): D, D4, G, G2
Credit Crunches from Occasionally Binding Bank Borrowing Constraints Staff working paper 2017-57 Tom D. Holden, Paul Levine, Jonathan Swarbrick We present a model in which banks and other financial intermediaries face both occasionally binding borrowing constraints and costs of equity issuance. Near the steady state, these intermediaries can raise equity finance at no cost through retained earnings. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E22, E3, E32, E5, E51, G, G2 Research Theme(s): Financial system, Financial institutions and intermediation, Household and business credit, Models and tools, Economic models
Qualitative Field Research in Monetary Policy Making Staff discussion paper 2021-1 Chris D'Souza, Jane Voll Central banks conduct research involving in-depth interviews with external parties—but little is known about how this information affects monetary policy. We address this gap by analyzing open-ended interviews with senior central bank economic and policy staff who work closely with policy decision-makers. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C8, C83, E, E3, E37, E5, E52 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models, Monetary policy, Monetary policy framework and transmission, Real economy and forecasting
Understanding the Cross‐Country Effects of US Technology Shocks Staff working paper 2017-23 Thuy Lan Nguyen, Wataru Miyamoto Business cycles are substantially correlated across countries. Yet most existing models are not able to generate substantial transmission through international trade. We show that the nature of such transmission depends fundamentally on the features determining the responsiveness of labor supply and labor demand to international relative prices. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E30, F, F4, F41, F44, F6, F62 Research Theme(s): Models and tools, Economic models, Monetary policy, Real economy and forecasting, Structural challenges, International trade, finance and competitiveness
How Do People View Price and Wage Inflation? Staff working paper 2022-34 Monica Jain, Olena Kostyshyna, Xu Zhang This paper examines household-level data from the Canadian Survey of Consumer Expectations (CSCE) to understand households’ expectations about price and wage inflation, how those expectations link to views about labour market conditions and the subsequent impact on households’ outlook for real spending growth. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C8, C83, D, D8, D84, E, E2, E21, E24, E3, E31 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
Measuring Non-Financial Corporate Sector Vulnerabilities in Canada Staff analytical note 2019-15 Timothy Grieder, Claire Schaffter The ratio of non-financial corporate debt to gross domestic product in Canada has increased noticeably in recent years and is currently at an all-time high. In light of this development, we use a unique firm-level dataset to construct vulnerability indicators for the non-financial corporate sector in Canada. Content Type(s): Staff research, Staff analytical notes JEL Code(s): G, G0, G01, G3, G32 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Monetary policy, Real economy and forecasting