Nonparametric Identification of Incomplete Information Discrete Games with Non-equilibrium Behaviors Staff working paper 2022-22 Erhao Xie This paper jointly relaxes two assumptions in the literature that estimates games. These two assumptions are the parametric restriction on the model primitives and the restriction of equilibrium behaviors. Without imposing the above two assumptions, this paper identifies the primitives of the game. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C57 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models
The Effects of Government Licensing on E-commerce: Evidence from Alibaba Staff working paper 2021-32 Ginger Zhe Jin, Zhentong Lu, Xiaolu Zhou, Chunxiao Li How does government licensing affect selling on online platforms? We examine the impact of China’s 2015 Food Safety Law on sellers and buyers on Alibaba, the largest e-commerce platform in that country. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D8, D82, K, K2, K23, L, L5, L8, L81 Research Theme(s): Financial markets and funds management, Market functioning, Market structure
March 24, 2016 Annual Report 2015 The Annual Report provides an account of the Bank’s management, activities and achievements in 2015; it includes the financial statements and a message from Governor Stephen S. Poloz. Content Type(s): Publications, Annual Report
Monte Carlo Likelihood-Ratio Tests for Markov Switching Models Staff working paper 2026-23 Gabriel Rodriguez Rondon, Jean-Marie Dufour This paper develops Monte Carlo likelihood-ratio tests for determining the number of regimes in Markov switching models. Unlike most existing procedures, which focus on testing one versus two regimes, the proposed methods allow testing an arbitrary number of regimes. They are valid in finite samples, robust to identification problems, and applicable to nonstationary, multivariate, and Markov switching GARCH models. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C12, C15, C2, C22, C3, C32, C4, C46, C5, C52, E, E3, E32 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models, Monetary policy, Real economy and forecasting
December 10, 2014 Exchange-Traded Funds: Evolution of Benefits, Vulnerabilities and Risks Financial System Review - December 2014 Ian Foucher, Kyle Gray Ian Foucher and Kyle Gray explain the different types of exchange-traded funds (ETFs), which present both benefits and risks for investors. They discuss ways in which the risk characteristics of certain ETF products could have broader implications for the financial system, and describe the evolution of ETF market structure and regulation in different jurisdictions as authorities try to mitigate risks related to ETFs. Content Type(s): Publications, Financial System Review articles JEL Code(s): G, G1, G14, G18, G2, G20
Regulation, Emissions and Productivity: Evidence from China’s Eleventh Five-Year Plan Staff working paper 2024-7 Brantly Callaway, Tong Li, Joel Rodrigue, Yuya Sasaki, Yong Tan We study the degree to which China’s 11th Five-Year Plan softens trade-offs between emissions and output. Our model suggests efficient regulation could have further increased aggregate productivity by 3.5% and output by 4.7% without any increase in aggregate emissions. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C2, C21, D, D2, D24, Q, Q5, Q53 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Climate change, Digitalization and productivity
December 6, 2006 The Art and Design of Canadian Bank Notes This volume offers readers a behind-the-scenes look at the demanding world of bank note design, highlighting the beauty of Canada's bank notes and celebrating the engraver's art. Soft cover, 124 pages (2006). Content Type(s): Publications, Books and monographs, Souvenir books
June 13, 2025 Bank of Canada Disclosure of Climate-Related Risks 2024 This report lays out elements of the Bank’s strategy related to climate change and details how the issue will be managed holistically across the organization, following the recommendations of the Financial Stability Board’s Task Force on Climate-related Financial Disclosures. Content Type(s): Publications, Disclosure of Climate-Related Risks
Firm Heterogeneity and Adverse Selection in External Finance: Micro Evidence and Macro Implications Staff working paper 2025-20 Xing Guo, Pablo Ottonello, Thomas Winberry, Toni Whited We develop a heterogeneous firm macro model with private information and quantify the aggregate relevance of asymmetric information. We find that a spike in private information account for 40% of the decline in aggregate investment during the 2007-2009 financial crisis and made monetary stimulus significantly less effective. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D8, D82, E, E2, E22, E3, E32, E5, E52, G, G3, G30 Research Theme(s): Financial system, Financial institutions and intermediation, Household and business credit, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
Monetary Policy and Racial Inequality in Housing Markets: A Study of 140 US Metropolitan Areas Staff working paper 2023-62 Qi Li, Xu Zhang We find that minority households see greater declines in housing returns and entries into homeownership than White households after a tightening of monetary policy. Our findings emphasize the unintended consequences of monetary policy on racial inequality in the housing market. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E40, E5, E52, R, R0, R00 Research Theme(s): Financial system, Household and business credit, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission