MSTest: An R-Package for Testing Markov Switching Models Staff working paper 2026-7 Gabriel Rodriguez Rondon, Jean-Marie Dufour We present the R package MSTest, which implements hypothesis testing procedures to determine the number of regimes in Markov switching models. The package provides several testing frameworks, including Monte Carlo likelihood ratio tests, moment-based tests, parameter stability tests, and classical likelihood ratio procedures. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C12, C15, C18, C6, C63, C8, C87 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models, Monetary policy, Real economy and forecasting
On Causal Networks of Financial Firms: Structural Identification via Non-parametric Heteroskedasticity Staff working paper 2020-42 Ruben Hipp Banks’ business interactions create a network of relationships that are hidden in the correlations of bank stock returns. But for policy interventions, we need causality to understand how the network changes. Thus, this paper looks for the causal network anticipated by investors. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C3, C32, C5, C58, L, L1, L14 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Econometric, statistical and computational methods
October 17, 2000 Can a Bank Change? The Evolution of Monetary Policy at the Bank of Canada 1935–2000 Lecture Gordon Thiessen Faculty of Social Science, University of Western Ontario Over this period, there has been a fundamental transformation in the way monetary policy is conducted in Canada and in most other industrial countries. While globalization and technological change have played an important role in this area, as in so many others, they have not, to my mind, been the principal driving force behind this transformation. Far more important has been the interaction of experience and economic theory. Content Type(s): Press, Speeches and appearances, Lectures
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
November 6, 2024 Canada’s mortgage market—A question of balance Remarks Carolyn Rogers Economic Club of Canada Toronto, Ontario Senior Deputy Governor Carolyn Rogers looks at the mortgage market in Canada—past, present and future. Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Financial system, Financial stability, Monetary policy, Economy/Economic growth, Inflation targeting framework
The Distributional Origins of the Canada-US GDP and Labour Productivity Gaps Staff working paper 2024-49 James (Jim) C. MacGee, Joel Rodrigue We find the top 10% of the income distribution accounts for three-quarters of the gap in GDP per adult between Canada and the United States. The large gaps in income for high-income earners help distinguish between alternative explanations of this persistent gap in GDP per adult. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D3, D31, E, E2, E24, J, J2, J24, J6, J61, N, N1, N12, O, O4, O47, O5, O51 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply, Digitalization and productivity
Cyber Risk and Security Investment Staff working paper 2022-32 Toni Ahnert, Michael Brolley, David Cimon, Ryan Riordan We develop a principal-agent model of cyber-attacking with fee-paying clients who delegate security decisions to financial platforms. We derive testable implications about clients’ vulnerability to cyber attacks and about the fees charged. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D7, D78, D8, D81, G, G1, G18, G2, G21, G23 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial stability and systemic risk, Financial system regulation and oversight, Money and payments, Digital assets and fintech
Payment Coordination and Liquidity Efficiency in the New Canadian Wholesale Payments System Staff discussion paper 2022-3 Francisco Rivadeneyra, Nellie Zhang We study the impact of the Bank of Canada’s choice of settlement mechanism in Lynx on participant behaviors, liquidity usage, payment delays and the overall operational efficiency of the new system. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C5, E, E4, E42, E5, E58 Research Theme(s): Financial markets and funds management, Market functioning, Money and payments, Payment and financial market infrastructures
Unintended Consequences of the Home Affordable Refinance Program Staff working paper 2024-11 Phoebe Tian, Chen Zheng We investigate the unintended consequences of the Home Affordable Refinance Program (HARP). Originally designed to help borrowers refinance after the 2008–09 global financial crisis, HARP inadvertently strengthened the market power of incumbent lenders by creating a cost advantage for them. Despite a 2013 policy rectifying this cost advantage, we still find significant welfare losses for borrowers. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G2, G21, G5, G51, L, L5, L51 Research Theme(s): Financial system, Financial institutions and intermediation, Financial stability and systemic risk, Household and business credit
March 21, 2017 Getting Down to Business: Investment and the Economic Outlook Remarks Lawrence L. Schembri Greater Vancouver Board of Trade Vancouver, British Columbia Deputy Governor Lawrence Schembri discusses the factors affecting business investment and the implications for the economic outlook. Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Funds management, Monetary policy, Economy/Economic growth, Inflation, Inflation targeting framework