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
January 29, 2000 Annual Report 1999 The Canadian economy regained strong momentum in 1999 as the U.S. economy remained vigorous, the global economy recovered, and commodity prices moved upwards. Content Type(s): Publications, Annual Report
Impacts of interest rate hikes on the consumption of households with a mortgage Staff analytical note 2024-14 Panagiotis Bouras, Joaquín Saldain, Xing Guo, Thomas Michael Pugh, Maria teNyenhuis We assess how much the recent rate-hike cycle has and will affect mortgage borrowers' consumption through its impacts on mortgage payments. Our analysis provides insights into the effects of changes in monetary policy on the consumption of mortgage borrowers. Content Type(s): Staff research, Staff analytical notes JEL Code(s): D, D1, D13, E, E2, E21, G, G5 Research Theme(s): Financial system, Household and business credit, Monetary policy, Monetary policy framework and transmission
What to Expect When China Liberalizes Its Capital Account Staff discussion paper 2016-10 Mark Kruger, Gurnain Pasricha When China joined the World Trade Organization in December 2001, it marked a watershed for the world economy. Ten years from now, the opening of China’s capital account and the financial integration that will unfold will be viewed as a milestone of similar importance. Content Type(s): Staff research, Staff discussion papers JEL Code(s): F, F3, F31, F32, G, G1, G18 Research Theme(s): Financial markets and funds management, International markets and currencies, Financial system, Financial stability and systemic risk, Structural challenges, International trade, finance and competitiveness
Model Uncertainty and Wealth Distribution Staff working paper 2019-48 Edouard Djeutem, Shaofeng Xu This paper studies the implications of model uncertainty for wealth distribution in a tractable general equilibrium model with a borrowing constraint and robustness à la Hansen and Sargent (2008). Households confront model uncertainty about the process driving the return of the risky asset, and they choose robust policies. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D3, D8, E, E2 Research Theme(s): Financial system, Household and business credit, Models and tools, Economic models, Monetary policy, Real economy and forecasting
Cyber Risk and Security Investment Staff working paper 2022-32 Toni Ahnert, Michael Brolley, David Cimon, Ryan Riordan We develop a principal-agent model of cyber-attacking with fee-paying clients who delegate security decisions to financial platforms. We derive testable implications about clients’ vulnerability to cyber attacks and about the fees charged. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D7, D78, D8, D81, G, G1, G18, G2, G21, G23 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial stability and systemic risk, Financial system regulation and oversight, Money and payments, Digital assets and fintech
January 29, 1998 Annual Report 1997 With inflation remaining low for the sixth consecutive year, the Canadian economy recorded a strong expansion of about 4 per cent through 1997. Content Type(s): Publications, Annual Report
Can Media and Text Analytics Provide Insights into Labour Market Conditions in China? Staff working paper 2018-12 Jeannine Bailliu, Xinfen Han, Mark Kruger, Yu-Hsien Liu, Sri Thanabalasingam The official Chinese labour market indicators have been seen as problematic, given their small cyclical movement and their only-partial capture of the labour force. In our paper, we build a monthly Chinese labour market conditions index (LMCI) using text analytics applied to mainland Chinese-language newspapers over the period from 2003 to 2017. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C3, C38, C5, C55, E, E2, E24, E27 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
Are Long-Horizon Expectations (De-)Stabilizing? Theory and Experiments Staff working paper 2019-27 George Evans, Cars Hommes, Isabelle Salle, Bruce McGough Most models in finance assume that agents make trading plans over the infinite future. We consider instead that they are boundedly rational and may only form forecasts over a limited horizon. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C9, C92, D, D8, D84, E 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
The (Mis)Allocation of Corporate News Staff working paper 2024-47 Xing Guo, Alistair Macaulay, Wenting Song We study how the distribution of information supply by the news media affects the macroeconomy. We find that media coverage focuses particularly on the largest firms, and that firms’ equity financing and investment increase after media coverage. But these equity and investment responses are largest among small, rarely covered firms. Our quantitative studies highlight that the aggregate effects of media coverage depend crucially on how that coverage is allocated. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D2, D22, D6, D61, L, L1, L11, L2, L20 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial institutions and intermediation, Models and tools, Econometric, statistical and computational methods, Economic models