Estimating Systematic Risk Under Extremely Adverse Market Conditions Staff working paper 2016-22 Maarten van Oordt, Chen Zhou This paper considers the problem of estimating a linear model between two heavy-tailed variables if the explanatory variable has an extremely low (or high) value. We propose an estimator for the model coefficient by exploiting the tail dependence between the two variables and prove its asymptotic properties. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C14, G, G0, G01 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Econometric, statistical and computational methods
The Macroeconomic Effects of Quantitative Easing in the Euro Area: Evidence from an Estimated DSGE Model Staff working paper 2018-11 Stefan Hohberger, Romanos Priftis, Lukas Vogel This paper estimates an open-economy dynamic stochastic general equilibrium model with Bayesian techniques to analyse the macroeconomic effects of the European Central Bank’s (ECB’s) quantitative easing (QE) programme. Using data on government debt stocks and yields across maturities, we identify the parameter governing portfolio adjustment in the private sector. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E44, E5, E52, F, F4, F41 Research Theme(s): Models and tools, Economic models, Monetary policy, Monetary policy tools and implementation
Automation and Inequality: How Robots Shift Income Between Workers and Owners Staff working paper 2026-34 Gabriela Galassi, Gaelan MacKenzie This paper examines the direct effects of industrial robot adoption on workers and owners within Canadian private corporations. Adoption increases firm scale and per-worker payroll but does not decrease the labor share of value added. Conventional accounting of labor income earned by owners masks the impact on non-owner workers. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D2, D22, D3, D33, J, J2, J23, J3, J31, O, O3, O33 Research Theme(s): Structural challenges, Digitalization and productivity
What to Target? Insights from a Lab Experiment Staff working paper 2021-53 Isabelle Salle In a laboratory experiment, we ask participants to predict inflation using three different policy regimes: inflation targeting—with and without greater communication of the target—average inflation targeting and price level targeting. We use participants’ predictions to compare the level and stability of inflation under each regime. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C9, C92, E, E3, E31, E5, E52, E7 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission, Monetary policy tools and implementation
Assessing global potential output growth and the US neutral rate: April 2022 Staff analytical note 2022-4 Kyle Boutilier, Thomas J. Carter, Xin Scott Chen, Eshini Ekanayake, Louis Poirier, Peter Shannon, Akash Uppal, Lin Xiang We expect global potential output growth to increase from 2.7% in 2021 to 2.9% by 2024. Compared with the April 2021 assessment, global potential output growth is marginally slower. The current range for the US neutral rate is 2% to 3%, 0.25 percentage points higher than staff’s last assessment. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E1, E2, E4, E5, F, F0, O, O4 Research Theme(s): Monetary policy, Monetary policy framework and transmission, Real economy and forecasting
November 17, 2011 Liquidity Provision and Collateral Haircuts in Payments Systems Bank of Canada Review - Autumn 2011 James Chapman, Jonathan Chiu, Miguel Molico Central banks play a pivotal role in well-functioning payments systems by providing liquidity via collateralized lending. This article discusses the role of collateral and haircut policy in central bank lending, as well as the distinguishing features of the central bank’s policy relative to private sector practices. It presents a model that explicitly incorporates the unique role of central banks in the payments system and argues that central banks must consider how their haircut policies affect the relative price and liquidity of assets, the market’s asset allocation, and the likelihood of participants to default. Furthermore, under extraordinary circumstances, there is a rationale for the central bank to temporarily reduce haircuts or broaden the list of eligible collateral to mitigate the shortage of liquidity in the market. Content Type(s): Publications, Bank of Canada Review articles
Market Size and Entry in International Trade: Product Versus Firm Fixed Costs Staff working paper 2018-43 Walter Steingress This paper develops a theoretical framework to infer the nature of fixed costs from the relationship between entry patterns in international markets and destination market size. If fixed costs are at the firm level, firms take advantage of an intrafirm spillover by expanding firm-level product range (scope). Content Type(s): Staff research, Staff working papers JEL Code(s): F, F1, F12, F14, F2, F23 Research Theme(s): Models and tools, Economic models, Structural challenges, International trade, finance and competitiveness
Time-Consistent Management of a Liquidity Trap with Government Debt Staff working paper 2018-38 Dmitry Matveev This paper studies optimal discretionary monetary and fiscal policy when the lower bound on nominal interest rates is occasionally binding in a model with nominal rigidities and long-term government debt. At the lower bound it is optimal for the government to temporarily reduce debt. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E5, E52, E6, E62, E63 Research Theme(s): Financial system, Financial system regulation and oversight, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission, Monetary policy tools and implementation
2018 Bitcoin Omnibus Survey: Awareness and Usage Staff discussion paper 2019-10 Christopher Henry, Kim Huynh, Gradon Nicholls, Mitchell Nicholson The Bank of Canada continues to use the Bitcoin Omnibus Survey (BTCOS) to monitor trends in Canadians’ awareness, ownership and use of Bitcoin. The most recent iteration was conducted in late 2018, following an 85 percent decline in the price of Bitcoin throughout the year. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C1, C12, E, E4, O, O5, O51 Research Theme(s): Money and payments, Cash and bank notes, Digital assets and fintech
Assessing the Impact of Demographic Composition on Productivity Staff discussion paper 2025-3 Justin-Damien Guénette, Lin Shao We examine how demographic factors influence potential output, focusing on how the age distribution of the working-age population and the old-age dependency ratio affect aggregate productivity. Following Feyrer (2007), we emphasize that the contribution to aggregate productivity varies by age group, with middle-aged individuals (aged 40 to 49) being the most productive. Content Type(s): Staff research, Staff discussion papers JEL Code(s): J, J1, J11, O, O4, O47, O5, O51 Research Theme(s): Structural challenges, Demographics and labour supply, Digitalization and productivity