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
June 22, 2011 Financial System Review - June 2011 In this issue of the Financial System Review, the Bank of Canada’s Governing Council judges that, although the Canadian financial system is currently on a sound footing, risks to its stability remain elevated and have edged higher since December 2010. Content Type(s): Publications, Financial Stability Report
March 20, 2025 Navigating tariff uncertainty Remarks Tiff Macklem Calgary Economic Development Calgary, Alberta Governor Tiff Macklem discusses how the US trade conflict and uncertainty is hurting business and consumer confidence. He also outlines what the Bank is doing to ensure the trade conflict doesn’t cause widespread or persistent inflation. Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Financial system, Financial stability, Monetary policy, Economy/Economic growth, Inflation, Inflation targeting framework
October 30, 2013 Research Update - October 2013 This monthly newsletter features the latest research publications by Bank of Canada economists including external publications and working papers published on the Bank of Canada’s website. Content Type(s): Staff research, Research newsletters
November 30, 2016 Research Update - November 2016 This monthly newsletter features the latest research publications by Bank of Canada economists including external publications and working papers published on the Bank of Canada’s website. Content Type(s): Staff research, Research newsletters
Fiscal Spillovers: The Case of US Corporate and Personal Income Taxes Staff working paper 2021-41 Madeline Hanson, Daniela Hauser, Romanos Priftis How do changes to personal and corporate income tax rates in the United States affect its trading partners? Spillover effects from cuts in the two taxes differ. They are generally small and negative for corporate taxes, but sizable and positive for personal income taxes. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E32, E6, E62, F, F4, F44, H, H2, H20 Research Theme(s): Financial system, Financial stability and systemic risk, Monetary policy, Real economy and forecasting, Structural challenges, International trade, finance and competitiveness
Is This Normal? The Cost of Assuming that Derivatives Have Normal Returns Staff working paper 2024-46 Radoslav Raykov Derivatives exchanges often determine collateral requirements, which are fundamental to market safety, with dated risk models assuming normal returns. However, derivatives returns are heavy-tailed, which leads to the systematic under-collection of collateral (margin). This paper uses extreme value theory (EVT) to evaluate the cost of this margin inadequacy to market participants in the event of default. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G1, G10, G11, G2, G20 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial stability and systemic risk, Financial system regulation and oversight
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
Technological Progress and Monetary Policy: Managing the Fourth Industrial Revolution Staff discussion paper 2019-11 Stephen S. Poloz This paper looks at the implications for monetary policy of the widespread adoption of artificial intelligence and machine learning, which is sometimes called the “fourth industrial revolution.” Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C5, E, E3, O, O1, O11, O3, O33 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission, Structural challenges, Digitalization and productivity
Systemic Risk and Portfolio Diversification: Evidence from the Futures Market Staff working paper 2021-50 Radoslav Raykov This paper explores how the Canadian futures market contributed to banks’ systemic risk during the 2008 financial crisis. It finds that core banks as a whole traded against the periphery, in this way increasing their risk of simultaneous losses. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G1, G10, G2, G20 Research Theme(s): Financial markets and funds management, Market functioning, Market structure, Financial system, Financial institutions and intermediation, Financial stability and systemic risk