Composite Likelihood Estimation of an Autoregressive Panel Probit Model with Random Effects Staff working paper 2019-16 Kerem Tuzcuoglu Modeling and estimating persistent discrete data can be challenging. In this paper, we use an autoregressive panel probit model where the autocorrelation in the discrete variable is driven by the autocorrelation in the latent variable. In such a non-linear model, the autocorrelation in an unobserved variable results in an intractable likelihood containing high-dimensional integrals. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C2, C23, C25, C5, C58, G, G2, G24 Research Theme(s): Financial system, Household and business credit, Models and tools, Econometric, statistical and computational methods, Economic models
Public and Private Money Creation for Distributed Ledgers: Stablecoins, Tokenized Deposits, or Central Bank Digital Currencies? Staff working paper 2024-35 Jonathan Chiu, Cyril Monnet This paper explores the implications of introducing digital public and private monies (e.g. tokenized central bank digital currency [CBDC] or tokenized deposits) for stablecoins and illicit crypto transactions. 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, Payment and financial market infrastructures
May 14, 2015 Bank of Canada Review - Spring 2015 In this issue, Bank researchers discuss inflation dynamics and global trade following the 2007–09 financial crisis. Other articles explore changes to the governance and regulation of the Canadian payments system and outline the banking services provided by the Bank of Canada. Finally, the results of the 2013 Methods-of-Payment Survey are presented. Content Type(s): Publications, Bank of Canada Review
Digitalization and Inflation: A Review of the Literature Staff analytical note 2017-20 Karyne B. Charbonneau, Alexa Evans, Subrata Sarker, Lena Suchanek In the past few years, many have postulated that the possible disinflationary effects of digitalization could explain the subdued inflation in advanced economies. In this note, we review the evidence found in the literature. We look at three main channels. Content Type(s): Staff research, Staff analytical notes JEL Code(s): D, D2, D22, E, E3, E31, L, L8, L81, O, O3, O33 Research Theme(s): Financial markets and funds management, Market structure, Monetary policy, Inflation dynamics and pressures, Structural challenges, Digitalization and productivity
January 11, 2009 Bank of Canada Review - Winter 2008-2009 Cover page Chargex The artefacts on the cover are part of the National Currency Collection of the Bank of Canada. Photography by Gord Carter Content Type(s): Publications, Bank of Canada Review
December 15, 1999 The Exchange Rate, Productivity, and the Standard of Living Bank of Canada Review - Winter 1999–2000 Robert Lafrance, Lawrence L. Schembri This article examines the recent proposition that the decline in Canada's standard of living relative to that of the United States is causally related to the decline in our exchange rate. The authors explore the main channels through which the exchange rate and the standard of living could be related—productivity and the terms of trade—focusing mainly on productivity. They conclude that the decline in world commodity prices and weak demand for domestic output were affecting both Canada's standard of living and the exchange rate and that the flexible exchange rate regime itself did not play an independent role. Content Type(s): Publications, Bank of Canada Review articles
United in Booms, Divided in Busts: Regional House Price Cycles and Monetary Policy Staff working paper 2025-36 Ulrich Roschitsch, Hannes Twieling This paper shows that regional disparities in house price growth are more pronounced during house price busts than during booms. To explain this observation we construct a two-region currency union model incorporating a housing sector and extrapolative belief updating regarding house prices. To solve the model, we propose a new method that efficiently handles extrapolative belief updating in a wide class of structural models. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E31, E32, E5, E52, F, F4, F45 Research Theme(s): Monetary policy, Monetary policy framework and transmission, Real economy and forecasting
August 14, 2026 Frequently asked questions about retail payments supervision Find answers to common questions about retail payments supervision. Content Type(s): Retail payments materials, Supplementary materials Subject(s): Retail payments, Operational risk and incident response, Registration, Safeguarding end-user funds, Supervision
May 20, 2002 Trends in Productivity Growth in Canada Bank of Canada Review - Spring 2002 Allan Crawford This article describes the major trends in the growth of labour productivity in Canada since the early 1960s and summarizes our current knowledge about the causes of the historical patterns. Particular attention is given to the period since the mid-1990s during which productivity growth has been significantly higher in the United States than in Canada. The author reviews the empirical evidence on the contribution of information and communication technology to the recent difference between Canadian and U.S. rates of productivity growth. Other determinants of a country's productivity performance, such as human capital formation and openness to international trade, are also examined. The article concludes with an assessment of the prospects for an increase in the trend rate of productivity growth in Canada over the coming years. Content Type(s): Publications, Bank of Canada Review articles
Time-Varying Crash Risk: The Role of Stock Market Liquidity Staff working paper 2016-35 Peter Christoffersen, Bruno Feunou, Yoontae Jeon, Chayawat Ornthanalai We estimate a continuous-time model with stochastic volatility and dynamic crash probability for the S&P 500 index and find that market illiquidity dominates other factors in explaining the stock market crash risk. While the crash probability is time-varying, its dynamic depends only weakly on return variance once we include market illiquidity as an economic variable in the model. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G0, G01, G1, G12 Research Theme(s): Financial markets and funds management, Market functioning, Market structure, Financial system, Financial stability and systemic risk, Models and tools, Econometric, statistical and computational methods