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
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
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
Monetary Payoff and Utility Function in Adaptive Learning Models Staff working paper 2019-50 Erhao Xie When players repeatedly face an identical or similar game (e.g., coordination game, technology adoption game, or product choice game), they may learn through experience to perform better in the future. This learning behaviour has important economic implications. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C57, C7, C72, C9, C92 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models
October 15, 2007 Bank of Canada Review - Autumn 2007 Cover page Siamese Gaming Tokens The tokens pictured here are part of the National Currency Collection, Bank of Canada. Photography by Gord Carter, Ottawa. Content Type(s): Publications, Bank of Canada Review
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
Global Commodity Markets and Rebalancing in China: The Case of Copper Staff discussion paper 2019-3 Jeannine Bailliu, Doga Bilgin, Kun Mo, Kurt Niquidet, Benjamin Sawatzky Given that China accounts for about half of global copper consumption, it is reasonable to expect that any significant change in Chinese copper consumption will have an impact on the global market. Content Type(s): Staff research, Staff discussion papers JEL Code(s): O, O1, O13, O14, Q, Q0, Q02 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting, Structural challenges, International trade, finance and competitiveness
Ambiguity, Nominal Bond Yields and Real Bond Yields Staff working paper 2018-24 Guihai Zhao Equilibrium bond-pricing models rely on inflation being bad news for future growth to generate upward-sloping nominal yield curves. We develop a model that can generate upward-sloping nominal and real yield curves by instead using ambiguity about inflation and growth. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E43, G, G0, G00, G1, G12 Research Theme(s): Financial markets and funds management, Market functioning, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
Assessing Global Potential Output Growth: October 2020 Staff discussion paper 2020-10 Xin Scott Chen, Ali Jaffery, Guillaume Nolin, Karim Salhab, Peter Shannon, Subrata Sarker This paper presents updated estimates of potential output growth for the global economy through 2022. Global potential output growth is expected to decline sharply in the aftermath of the COVID-19 pandemic and recover partially by the end of the projection horizon of the October 2020 Monetary Policy Report. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E1, E10, E2, E20, O, O4 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply, Digitalization and productivity
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