Household Risk Assessment Model Technical report No. 106 Brian Peterson, Tom Roberts Household debt can be an important source of vulnerability to the financial system. This technical report describes the Household Risk Assessment Model (HRAM) that has been developed at the Bank of Canada to stress test household balance sheets at the individual level. Content Type(s): Staff research, Technical reports JEL Code(s): C, C0, C6, C63, C65, D, D0, D1, D14 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Monetary policy, Real economy and forecasting
Inference in Games Without Nash Equilibrium: An Application to Restaurants’ Competition in Opening Hours Staff working paper 2018-60 Erhao Xie This paper relaxes the Bayesian Nash equilibrium (BNE) assumption commonly imposed in empirical discrete choice games with incomplete information. Instead of assuming that players have unbiased/correct expectations, my model treats a player’s belief about the behavior of other players as an unrestricted unknown function. I study the joint identification of belief and payoff functions. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C57, L, L1, L13, L8, L85 Research Theme(s): Financial markets and funds management, Market structure, Models and tools, Econometric, statistical and computational methods
Quantum Monte Carlo for Economics: Stress Testing and Macroeconomic Deep Learning Staff working paper 2022-29 Vladimir Skavysh, Sofia Priazhkina, Diego Guala, Thomas Bromley Using the quantum Monte Carlo algorithm, we study whether quantum computing can improve the run time of economic applications and challenges in doing so. We apply the algorithm to two models: a stress testing bank model and a DSGE model solved with deep learning. We also present innovations in the algorithm and benchmark it to classical Monte Carlo. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C15, C6, C61, C63, C68, C7, E, E1, E13, G, G1, G17, G2, G21 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Econometric, statistical and computational methods, Economic models
November 16, 1998 Monetary Policy Report – November 1998 During the past six months, global economic uncertainties have intensified, largely as a result of developments in emerging-market economies. Content Type(s): Publications, Monetary Policy Report
What Explains Month-End Funding Pressure in Canada? Staff discussion paper 2017-9 Christopher S. Sutherland The Canadian overnight repo market persistently shows signs of latent funding pressure around month-end periods. Both the overnight repo rate and Bank of Canada liquidity provision tend to rise in these windows. This paper proposes three non-mutually exclusive hypotheses to explain this phenomenon. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E4, E41, E43, E5, E52, E58, F, F3, F36, G, G1, G14, G15, G2, G21 Research Theme(s): Financial markets and funds management, Market functioning, Monetary policy, Monetary policy tools and implementation, Money and payments, Payment and financial market infrastructures
Does Unconventional Monetary and Fiscal Policy Contribute to the COVID Inflation Surge in the US? Staff working paper 2024-38 Jing Cynthia Wu, Yinxi Xie, Ji Zhang We assess whether unconventional monetary and fiscal policy implemented in response to the COVID-19 pandemic in the U.S. contribute to the 2021-2023 inflation surge through the lens of several different empirical methodologies and establish a null result. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E31, E5, E52, E6, E63 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Monetary policy tools and implementation
Learning, Equilibrium Trend, Cycle, and Spread in Bond Yields Staff working paper 2020-14 Guihai Zhao This equilibrium model explains the trend in long-term yields and business-cycle movements in short-term yields and yield spreads. The less-frequent inverted yield curves (and less-frequent recessions) after the 1990s are due to recent secular stagnation and procyclical inflation expectations. 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, Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
Composite Likelihood Estimation of an Autoregressive Panel Probit Model with Random Effects Staff working paper 2019-16 Kerem Tuzcuoglu Modeling and estimating persistent discrete data can be challenging. In this paper, we use an autoregressive panel probit model where the autocorrelation in the discrete variable is driven by the autocorrelation in the latent variable. In such a non-linear model, the autocorrelation in an unobserved variable results in an intractable likelihood containing high-dimensional integrals. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C2, C23, C25, C5, C58, G, G2, G24 Research Theme(s): Financial system, Household and business credit, Models and tools, Econometric, statistical and computational methods, Economic models
Allocative Efficiency and the Productivity Slowdown Staff working paper 2021-1 Lin Shao, Rongsheng Tang In our analysis of the US productivity slowdown in the 1970s and 2000s, we find that a significant portion of this deceleration can be attributed to a lack of improvement in allocative efficiency across sectors. Our analysis further identifies increased sector-level volatility as a major contributor to this lack of improvement in allocative efficiency. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E23, O, O4, O47 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting, Structural challenges, Digitalization and productivity
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