A Look Inside the Box: Combining Aggregate and Marginal Distributions to Identify Joint Distributions Staff working paper 2018-29 Marie-Hélène Felt This paper proposes a method for estimating the joint distribution of two or more variables when only their marginal distributions and the distribution of their aggregates are observed. Nonparametric identification is achieved by modelling dependence using a latent common-factor structure. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C14, D, D1, D14, E, E4, E41 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Cash and bank notes
Real Exchange Rate Decompositions Staff discussion paper 2022-6 Bruno Feunou, Jean-Sébastien Fontaine, Ingomar Krohn We break down the exchange rate based on an explicit link between fixed income and currency markets. We isolate a foreign exchange risk premium and show it is the main driver of the exchange rate between the Canadian and US dollars, especially on monetary policy and macroeconomic news announcement days. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E4, E43, F, F3, F31, G, G1, G12 Research Theme(s): Financial markets and funds management, International markets and currencies, Market functioning, Monetary policy, Monetary policy framework and transmission
Sample Calibration of the Online CFM Survey Technical report No. 118 Marie-Hélène Felt, David Laferrière The Canadian Financial Monitor (CFM) survey uses non-probability sampling for data collection, so selection bias is likely. We outline methods for obtaining survey weights and discuss the conditions necessary for these weights to eliminate selection bias. We obtain calibration weights for the 2018 and 2019 online CFM samples. Content Type(s): Staff research, Technical reports JEL Code(s): C, C8, C81, C83 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Cash and bank notes, Retail payments
Monetary Policy Under Uncertainty: Practice Versus Theory Staff discussion paper 2017-13 Rhys R. Mendes, Stephen Murchison, Carolyn A. Wilkins For central banks, conducting policy in an environment of uncertainty is a daily fact of life. This uncertainty can take many forms, ranging from incomplete knowledge of the correct economic model and data to future economic and geopolitical events whose precise magnitudes and effects cannot be known with certainty. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E5, E52, E58, E6, E61, E65 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission, Monetary policy tools and implementation
Energy Efficiency and Fluctuations in CO2 Emissions Staff working paper 2021-47 Soojin Jo, Lilia Karnizova Carbon dioxide emissions have been commonly modelled as rising and falling with total output. Yet many factors, such as energy-efficiency improvements and shifts to cleaner energy, can break this relationship. We evaluate these factors using US data and find that changes in energy efficiency of consumption goods explain a significant proportion of emissions fluctuations. This finding also implies that models that omit energy efficiency likely overestimate the trade-off between environmental protection and economic performance. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E32, Q, Q4, Q43, Q5, Q50, Q55 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting, Structural challenges, Climate change
Predicting the Demand for Central Bank Digital Currency: A Structural Analysis with Survey Data Staff working paper 2021-65 Jiaqi Li How much of a CBDC would Canadian households want to hold, and what design features of a CBDC would they care about? Content Type(s): Staff research, Staff working papers JEL Code(s): E, E5, E50, E58 Research Theme(s): Monetary policy, Monetary policy tools and implementation, Money and payments, Digital assets and fintech, Retail payments
Ambiguity, Nominal Bond Yields and Real Bond Yields Staff working paper 2018-24 Guihai Zhao Equilibrium bond-pricing models rely on inflation being bad news for future growth to generate upward-sloping nominal yield curves. We develop a model that can generate upward-sloping nominal and real yield curves by instead using ambiguity about inflation and growth. 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, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
Government of Canada Fixed-Income Market Ecology II: Government of Canada Bond Dealing Staff analytical paper 2026-11 Petr Kocourek, Adrian Walton This analytical paper examines the organization of Government of Canada bond dealing. We focus on dealers’ hedging and funding practices, the market infrastructures that support those practices, and trading costs across the yield curve. This paper builds on earlier work discussing Canada’s fixed-income market: "Government of Canada Fixed-Income Market Ecology." Content Type(s): Staff research, Staff analytical paper JEL Code(s): G, G1, G10, G2, G20, H, H6, H63 Research Theme(s): Financial markets and funds management, Market functioning, Market structure, Financial system, Financial institutions and intermediation, Financial stability and systemic risk
Credit Card Minimum Payment Restrictions Staff working paper 2024-26 Jason Allen, Michael Boutros, Benedict Guttman-Kenney We study a government policy that restricts repayment choices with the aim of reducing credit card debt and estimate its effects by applying a difference-in-differences methodology to comprehensive credit-reporting data about Canadian consumers. We find the policy has trade-offs: reducing revolving debt comes at a cost of reducing credit access, and potentially increasing delinquency. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D18, E, E2, E21, G, G2, G28, G5, G51 Research Theme(s): Financial system, Financial system regulation and oversight, Household and business credit
Stressed but not Helpless: Strategic Behaviour of Banks Under Adverse Market Conditions Staff working paper 2021-35 Grzegorz Halaj, Sofia Priazhkina Our stress-testing tool considers banks under stress that can strategically manage their balance sheets. Using confidential Canadian supervisory data, we assess whether bank behaviour to maximize shareholder value can amplify a hypothetical stress scenario. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C6, C63, C7, C72, G, G2, G21 Research Theme(s): Financial system, Financial institutions and intermediation, Financial stability and systemic risk, Models and tools, Economic models, Monetary policy, Monetary policy tools and implementation