Narrative-Driven Fluctuations in Sentiment: Evidence Linking Traditional and Social Media Staff Working Paper 2023-23 Alistair Macaulay, Wenting Song News media present competing interpretations of what breaking news implies for the macroeconomy. Recent examples include news reporting on high inflation and yield curve inversions. Do these narratives shape macroeconomic sentiment? In this paper, we highlight the importance of narratives using evidence linking traditional media and social media. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets, Inflation and prices, Monetary policy JEL Code(s): D, D8, D84, E, E3, E32, E4, E43, E44, E5, G, G1
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 Research Topic(s): Credit risk management, Econometric and statistical methods, Economic models JEL Code(s): C, C2, C23, C25, C5, C58, G, G2, G24
Implementing Market-Based Indicators to Monitor Vulnerabilities of Financial Institutions Staff Analytical Note 2016-5 Cameron MacDonald, Maarten van Oordt, Robin Scott This note introduces several market-based indicators and examines how they can further inform the Bank of Canada’s vulnerability assessment of Canadian financial institutions. Market-based indicators of leverage suggest that the solvency risk for major Canadian banks has increased since the beginning of the oil-price correction in the second half of 2014. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Financial institutions, Financial stability JEL Code(s): G, G1, G10, G2, G21
What COVID-19 revealed about the resilience of bond funds Staff Analytical Note 2020-18 Guillaume Ouellet Leblanc, Ryan Shotlander The liquidity management strategies of fund managers, supported by policy measures, have helped bond funds limit the increase in redemptions caused by COVID 19. This avoided further deterioration in liquidity in bond markets. Nevertheless, these funds were left with lower cash buffers, which could make them more vulnerable to additional large redemptions. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Financial markets, Financial stability JEL Code(s): G, G1, G2, G20, G23
Volatility and Liquidity Costs Staff Working Paper 2013-29 Selma Chaker Observed high-frequency prices are contaminated with liquidity costs or market microstructure noise. Using such data, we derive a new asset return variance estimator inspired by the market microstructure literature to explicitly model the noise and remove it from observed returns before estimating their variance. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Financial markets, Market structure and pricing JEL Code(s): C, C1, C14, C5, C51, C58, G, G2, G20
December 8, 2011 Financial System Review - December 2011 In this issue of the Financial System Review, the Bank of Canada’s Governing Council judges that the risks to the stability of Canada’s financial system are high and have increased markedly over the past six months, owing primarily to an escalation of the sovereign debt crisis in the euro area and a weaker global economic outlook. Erratum: The data for Chart 7 on page 8 were plotted incorrectly. See revised chart. Content Type(s): Publications, Financial Stability Report
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 Research Topic(s): Productivity JEL Code(s): D, D3, D31, E, E2, E24, J, J2, J24, J6, J61, N, N1, N12, O, O4, O47, O5, O51
Yield Curve Modelling at the Bank of Canada Technical Report No. 84 David Bolder, David Stréliski The primary objective of this paper is to produce a framework that could be used to construct a historical data base of zero-coupon and forward yield curves estimated from Government of Canada securities' prices. Content Type(s): Staff research, Technical reports Research Topic(s): Economic models
Order Aggressiveness and Quantity: How Are They Determined in a Limit Order Market? Staff Working Paper 2007-23 Ingrid Lo, Stephen Sapp Dealers trading in a limit order market must choose both the order aggressiveness and the quantity for their orders. We empirically investigate how dealers jointly make these decisions in the foreign exchange market using a unique simultaneous equations model. Content Type(s): Staff research, Staff working papers Research Topic(s): Exchange rates, Financial markets JEL Code(s): G, G1, G14
April 18, 2017 Blame It on the Machines? Remarks Carolyn A. Wilkins Toronto Region Board of Trade Toronto, Ontario Senior Deputy Governor Carolyn A. Wilkins discusses how automation could affect productivity and the Bank’s monetary policy. Content Type(s): Press, Speeches and appearances, Remarks Research Topic(s): International topics, Labour markets, Market structure and pricing, Monetary policy transmission, Potential output, Productivity