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
Has wage setting changed in Canada? Evidence from the pre-pandemic 2020 Wage-Setting Survey Staff analytical note 2022-10 David Amirault, Sarah Miller, Matthieu Verstraete Just before the pandemic began, the Bank of Canada conducted the 2020 Wage-Setting Survey. The goal was to explore the unusual trend of subdued wage growth in 2018 and 2019 despite a tightening in the labour market. Although this wage puzzle was beginning to resolve at the time of the survey, results highlight changes in several factors that may have important impacts on wage dynamics. Content Type(s): Staff research, Staff analytical notes JEL Code(s): J, J3, J31, J32, J33, J6, J63 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Structural challenges, Demographics and labour supply, Digitalization and productivity
Assessing global potential output growth: April 2024 Staff analytical note 2024-10 Amor Aniss Benmoussa, Raheeb Dastagir, Eshini Ekanayake, Justin-Damien Guénette, Helen Lao, Jenna Rolland-Mills, Aidan Spencer, Lin Xiang This note presents the annual update of Bank of Canada staff estimates for growth in global potential output. These estimates serve as key inputs to the analysis supporting the April 2024 Monetary Policy Report. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E1, E2, F, F0, O, O4 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply, Digitalization and productivity
The Welfare Effects of Protection: A General Equilibrium Analysis of Canada’s National Policy Staff working paper 2017-18 Patrick Alexander, Ian Keay In this paper, we study the impact of Canada’s adoption of protectionist trade policy in 1879 on Canadian welfare. Under the National Policy the Canadian average weighted tariff increased from 14% to 21%. The conventional view is that this was a distortionary policy that negatively affected Canadian welfare. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F1, F13, F14, F4, F42, F6, F60, N, N7, N71 Research Theme(s): Models and tools, Economic models, Monetary policy, Real economy and forecasting, Structural challenges, International trade, finance and competitiveness
The Value of Mortgage Choice: Payment Structure and Contract Length Staff working paper 2026-2 Michael Boutros, Nuno Clara, Katya Kartashova We study household mortgage choice in a model with three mortgage contracts that differ in their payment structures: fixed-rate fixed-payment, variable-rate variable-payment, and a hybrid variable-rate fixed-payment mortgage where interest rate changes affect principal repayment rather than payment size. We calibrate the model to match mortgage choice patterns in Canada, where all these options are offered with short terms. We demonstrate that restricting contract choice or mandating long terms, as in the U.S. system, can lead to substantial welfare losses by limiting risk management strategies and increasing mortgage pricing ex-ante. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D14, E, E2, E21, G, G1, G18, G2, G21, G5, G51 Research Theme(s): Financial system, Financial institutions and intermediation, Household and business credit
Global Demand and Supply Sentiment: Evidence from Earnings Calls Staff working paper 2023-37 Temel Taskin, Franz Ulrich Ruch This paper quantifies global demand, supply and uncertainty shocks and compares two major global recessions: the 2008–09 Great Recession and the COVID-19 pandemic. We use two alternate approaches to decompose economic shocks: text mining techniques on earnings calls transcripts and a structural Bayesian vector autoregression model. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C3, C32, E, E3, E32, G, G1, G10 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
Market Concentration and Uniform Pricing: Evidence from Bank Mergers Staff working paper 2021-9 João Granja, Nuno Paixão We show that US banks price deposits almost uniformly across their branches and that this pricing practice is more important than increases in local market concentration in explaining the deposit rate dynamics following bank mergers. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D4, G, G2, G20, G21, G28, G3, G34, L, L1, L11 Research Theme(s): Financial markets and funds management, Market structure, Financial system, Financial institutions and intermediation, Financial stability and systemic risk
Addictive Platforms Staff working paper 2022-16 Shota Ichihashi, Byung-Cheol Kim We study competition for consumer attention, in which platforms can sacrifice service quality for attention. A platform can choose the “addictiveness” of its service. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D4, D40, L, L5, L51 Research Theme(s): Financial markets and funds management, Market functioning, Market structure, Structural challenges, Digitalization and productivity
Patterns and Determinants of Global Cryptocurrency Flows Staff working paper 2026-15 Christian Friedrich, Laura Zhao This paper analyzes cross-border cryptocurrency flows, focusing on Bitcoin and four major stablecoins. Using data for 162 countries, we identify the key determinants, including responses to weak economic conditions and demand for remittances. A COVID-19 case study supports these findings and emphasizes the role of cryptocurrencies in global finance. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, F, F3, F32, F38, F5, F51, G, G1, G15, G2, G23 Research Theme(s): Money and payments, Digital assets and fintech
December 21, 2007 An Approach to Stress Testing the Canadian Mortgage Portfolio Financial System Review - December 2007 Moez Souissi Content Type(s): Publications, Financial System Review articles