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: 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
Using Speed and Credit Limits to Address the Procyclicality of Initial Margin at Central Counterparties Staff discussion paper 2016-18 Nikil Chande, Nicholas Labelle This paper proposes a practical approach to address the procyclicality of initial margin at central counterparties (CCPs) that can work even in periods of extreme stress. The approach allows CCPs to limit the speed of margin increases resulting from spikes in market volatility. Content Type(s): Staff research, Staff discussion papers JEL Code(s): G, G1, G18 Research Theme(s): Financial system, Financial stability and systemic risk, Money and payments, Payment and financial market infrastructures
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 Research Theme(s): Financial system, Financial institutions and intermediation, Household and business credit
Housing Market Dynamics and Macroprudential Policy Staff working paper 2016-31 Gabriel Bruneau, Ian Christensen, Césaire Meh We perform an analysis to determine how well the introduction of a countercyclical loanto- value (LTV) ratio can reduce household indebtedness and housing price fluctuations compared with a monetary policy rule augmented with house price inflation. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E31, E4, E42, H, H2, H23 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
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
Banking Regulation and Market Making Staff working paper 2017-7 David Cimon, Corey Garriott We model how securities dealers respond to regulations on leverage, position and liquidity such as those imposed by the Basel III framework. We show that while asset prices exhibit greater price impact, bid-ask spreads do not change and trading volumes may even increase. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G1, G14, G2, G20, L, L1, L10 Research Theme(s): Financial markets and funds management, Market functioning, Market structure, Financial system, Financial system regulation and oversight
Analyzing the house price boom in the suburbs of Canada’s major cities during the pandemic Staff analytical note 2022-7 Louis Morel We assess how location affects house prices in Canada. The gap in prices between suburbs and downtown was closing gradually before the pandemic. The gap has been closing faster since spring 2020. This finding reflects a shift in preferences toward more living space. Content Type(s): Staff research, Staff analytical notes JEL Code(s): R, R2, R21, R23, R3, R32 Research Theme(s): Financial system, Household and business credit, Monetary policy, Real economy and forecasting
Cash in the Pocket, Cash in the Cloud: Cash Holdings of Bitcoin Owners Staff working paper 2022-26 Daniela Balutel, Christopher Henry, Kim Huynh, Marcel Voia We estimate the effect that owning Bitcoin has on the amount of cash held by Canadian consumers. Our results question the view that adopting certain new technologies, such as Bitcoin, leads to a decline in cash holdings. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C12, E, E4, O, O3, O33, O5, O51 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Cash and bank notes, Digital assets and fintech