Estimating Discrete Choice Demand Models with Sparse Market-Product Shocks Staff working paper 2025-10 Zhentong Lu, Kenichi Shimizu We propose a novel approach to estimating consumer demand for differentiated products. We eliminate the need for instrumental variables by assuming demand shocks are sparse. Our empirical applications reveal strong evidence of sparsity in real-world datasets. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C3, D, D1, L, L0, L00 Research Theme(s): Financial markets and funds management, Market structure, Models and tools, Econometric, statistical and computational methods
Debt-Relief Programs and Money Left on the Table: Evidence from Canada's Response to COVID-19 Staff working paper 2021-13 Jason Allen, Robert Clark, Shaoteng Li, Nicolas Vincent During the COVID-19 pandemic, Canadian financial institutions offered debt-relief programs to help borrowers cope with job losses and economic insecurity. We consider the low take-up rates for these programs and suggest that to be effective, such programs must be visible and easy to use. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G3, G31, H, H5 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Monetary policy, Real economy and forecasting
Anonymous Credentials: Secret-Free and Quantum-Safe Staff working paper 2023-50 Raza Ali Kazmi, Cyrus Minwalla An anonymous credential mechanism is a set of protocols that allows users to obtain credentials from an organization and demonstrate ownership of these credentials without compromising users’ privacy. In this work, we construct the first secret-free and quantum-safe credential mechanism. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E42, G, G2, G21, O, O3, O31 Research Theme(s): Money and payments, Digital assets and fintech, Payment and financial market infrastructures
SME Failures Under Large Liquidity Shocks: An Application to the COVID-19 Crisis Staff working paper 2023-32 Pierre-Olivier Gourinchas, Şebnem Kalemli-Özcan, Veronika Penciakova, Nicholas Sander We study the effects of financial frictions on firm exit when firms face large liquidity shocks. We develop a simple model of firm cost-minimization that introduces a financial friction that limits firms’ borrowing capacity to smooth temporary shocks to liquidity. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D2, D21, D22, E, E6, E65, H, H8, H81 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Monetary policy, Real economy and forecasting
Communicating Uncertainty in Monetary Policy Staff discussion paper 2017-14 Sharon Kozicki, Jill Vardy While central banks cannot provide complete foresight with respect to their future policy actions, it is in the interests of both central banks and market participants that central banks be transparent about their reaction functions and how they may evolve in response to economic developments, shocks, and risks to their outlooks. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E5, E52, E58, E6, E61, E65 Research Theme(s): Monetary policy, Monetary policy framework and transmission, Monetary policy tools and implementation
How big is cash-futures basis trading in Canada’s government bond market? Staff analytical note 2024-16 Andreas Uthemann, Rishi Vala Cash-futures basis trading has grown alongside the Government of Canada bond futures market. We examine this growth over time in relation to Government of Canada bond and repurchase agreement markets and provide details on the type of market participants that engage in this type of trading activity. Content Type(s): Staff research, Staff analytical notes JEL Code(s): D, D4, D47, D5, D53, G, G1, G12, G2, G23 Research Theme(s): Financial markets and funds management, Market functioning, Market structure, Financial system, Financial stability and systemic risk
Can the Canadian International Investment Position Stabilize a Slowing Economy? Staff analytical note 2017-14 Maxime Leboeuf, Chen Fan In this note, we find that valuation effects can act as an important stabilizer, strengthening Canada’s net external wealth when its economic outlook worsens relative to that of other countries. Content Type(s): Staff research, Staff analytical notes JEL Code(s): F, F2, F21, F3, F32 Research Theme(s): Financial system, Financial stability and systemic risk, Structural challenges, International trade, finance and competitiveness
The Evolution of Unobserved Skill Returns in the U.S.: A New Approach Using Panel Data Staff working paper 2017-61 Lance Lochner, Youngmin Park, Youngki Shin Economists disagree about the factors driving the substantial increase in residual wage inequality in the United States over the past few decades. To identify changes in the returns to unobserved skills, we make a novel assumption about the dynamics of skills (especially among older workers) rather than about the stability of skill distributions across cohorts, as is standard. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C2, C23, J, J2, J24, J3, J31 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
October 6, 2016 Economic Trends and Monetary Policy Remarks Carolyn A. Wilkins Université du Québec à Trois-Rivières Trois-Rivières, Quebec Senior Deputy Governor Carolyn Wilkins talks about the major trends of the Canadian economy and how they affect monetary policy. Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Monetary policy, Economic models, Economy/Economic growth, Inflation, Inflation targeting framework
December 14, 2009 Financial System Review - December 2009 Conditions in the international financial system have improved considerably since June in response to the forceful actions taken by policy-makers around the world.FSR Highlights - December 2009 Content Type(s): Publications, Financial Stability Report