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
Unregulated Lending, Mortgage Regulations and Monetary Policy Staff working paper 2022-28 Ugochi Emenogu, Brian Peterson This paper evaluates the effectiveness of macroprudential policies when regulations are uneven across mortgage lender types. We look at credit tightening that results from macroprudential regulations and examine how much of it is counteracted by credit shifting to unregulated lenders. We also study the impact of monetary policy tightening when some lenders are unregulated. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E44, E5, E50, E52, E58, G, G2, G21, G23, G28 Research Theme(s): Financial system, Financial institutions and intermediation, Financial system regulation and oversight, Household and business credit
Endogenous Liquidity and Capital Reallocation Staff working paper 2022-27 Wei Cui, Randall Wright, Yu Zhu We study economies where firms acquire capital in primary markets then retrade it in secondary markets after information on idiosyncratic productivity arrives. Our secondary markets incorporate bilateral trade with search, bargaining and liquidity frictions. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E22, E4, E44 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Household and business credit, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
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
Settlement Balances Deconstructed Staff discussion paper 2022-13 Parnell Chu, Grahame Johnson, Scott Kinnear, Karen McGuinness, Matthew McNeely Because of the COVID-19 pandemic, public interest in the Bank’s balance sheet and, more specifically, the size of settlement balances, has grown. This paper deconstructs the concept of settlement balances and provides some context on their history, current state and possible future evolution. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E5, E58, E59, E6, G, G0, G01 Research Theme(s): Monetary policy, Monetary policy tools and implementation, Money and payments, Payment and financial market infrastructures
How well can large banks in Canada withstand a severe economic downturn? Staff analytical note 2022-6 Andisheh (Andy) Danaee, Harsimran Grewal, Brad Howell, Guillaume Ouellet Leblanc, Xuezhi Liu, Mayur Patel, Xiangjin Shen We examine the potential impacts of a severe economic shock on the resilience of major banks in Canada. We find these banks would suffer significant financial losses but nevertheless remain resilient. This underscores the role well-capitalized banks and sound underwriting practices play in supporting economic activity in a downturn. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E2, E27, E3, E37, E4, E44, G, G1, G2, G21, G23 Research Theme(s): Financial system, Financial institutions and intermediation, Financial stability and systemic risk
Financial Intermediaries and the Macroeconomy: Evidence from a High-Frequency Identification Staff working paper 2022-24 Pablo Ottonello, Wenting Song We provide empirical evidence of effects to the aggregate economy from surprises about financial intermediaries’ net worth based on a high-frequency identification strategy. We estimate that news of a 1% decline in intermediaries’ net worth leads to a 0.2%–0.4% decrease in the market value of nonfinancial firms. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E32, E4, E44, E5, E51, G, G0, G01, G1, G12, G2, G21, G23, G24, G3, G32 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial institutions and intermediation, Household and business credit, Monetary policy, Real economy and forecasting
Transmission of Cyber Risk Through the Canadian Wholesale Payment System Staff working paper 2022-23 Anneke Kosse, Zhentong Lu This paper studies how the impact of a cyber attack that paralyzes one or multiple banks' ability to send payments would transmit to other banks through the Canadian wholesale payment system. Based on historical payment data, we simulate a wide range of scenarios and evaluate the total payment disruption in the system. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C4, C49, E, E4, E42, E47, G, G2, G21 Research Theme(s): Financial system, Financial stability and systemic risk, Money and payments, Payment and financial market infrastructures
Expectation-Driven Term Structure of Equity and Bond Yields Staff working paper 2022-21 Ming Zeng, Guihai Zhao Recent findings on the term structure of equity and bond yields pose serious challenges to existing models of equilibrium asset pricing. This paper presents a new equilibrium model of subjective expectations to explain the joint historical dynamics of equity and bond yields (and their yield spreads). 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, Financial system, Financial stability and systemic risk, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
Nowcasting Canadian GDP with Density Combinations Staff discussion paper 2022-12 Tony Chernis, Taylor Webley We present a tool for creating density nowcasts for Canadian real GDP growth. We demonstrate that the combined densities are a reliable and accurate tool for assessing the state of the economy and risks to the outlook. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C5, C52, C53, E, E3, E7 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting