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 JEL Code(s): D, D8, D84, E, E3, E32, E4, E43, E44, E5, G, G1 Research Theme(s): Financial markets and funds management, Market functioning, Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
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
August 22, 2004 Canada's Capital Markets: How Do They Measure Up? Bank of Canada Review - Summer 2004 Sheryl Kennedy In a recent speech, Deputy Governor Sheryl Kennedy discusses how the efficiency of Canada's capital markets compares in a global context. Taking into account the three inter-related aspects of an efficient market (allocational, operational, and informational efficiency), Kennedy reviews the recent performance of Canadian capital markets under such headings as size, completeness, and access to capital and the instruments needed to hedge, or distribute, risk (allocational efficiency). To assess operational efficiency, she considers Canadian markets' liquidity and whether their transactional costs are competitive. Finally, she reviews transparency and market integrity (and how integrity is maintained) to determine markets' informational efficiency. She also offers several suggestions as to how Canadian markets can continue to be improve and maintain their competitiveness. Content Type(s): Publications, Bank of Canada Review articles
The International Exposure of the Canadian Banking System Staff working paper 2025-1 Christian Friedrich, Hanno Friedrich, Nick Lawrence, Javier Cortes Orihuela, Phoebe Tian In 2023, the share of Canadian banks’ foreign assets and liabilities amounted to around 50%. While Canadian banks engage domestically mostly with households and non-financial corporations, their most common counterparties abroad are non-bank financial institutions. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F2, F21, F23, F3, F31, F32, G, G2, G21, G23, G3 Research Theme(s): Financial system, Financial institutions and intermediation, Financial stability and systemic risk, Structural challenges, International trade, finance and competitiveness
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
Endogenous Liquidity and Capital Reallocation Staff working paper 2022-27 Wei Cui, Randall Wright, Yu Zhu We study economies where firms acquire capital in primary markets then retrade it in secondary markets after information on idiosyncratic productivity arrives. Our secondary markets incorporate bilateral trade with search, bargaining and liquidity frictions. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E22, E4, E44 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Household and business credit, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
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 JEL Code(s): G, G1, G10, G2, G21 Research Theme(s): Financial system, Financial institutions and intermediation, Financial stability and systemic risk
December 15, 2020 Trading for a sustainable recovery Remarks (delivered virtually) Tiff Macklem Greater Vancouver Board of Trade Vancouver, British Columbia Governor Tiff Macklem talks about how important trade is for the economic recovery. He discusses what policymakers and business leaders can do to encourage growth in trade. Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Financial system, Financial markets, Financial stability, Monetary policy, Economy/Economic growth, Inflation targeting framework
Identification and Estimation of Risk Aversion in First-Price Auctions with Unobserved Auction Heterogeneity Staff working paper 2016-23 Serafin Grundl, Yu Zhu This paper shows point identification in first-price auction models with risk aversion and unobserved auction heterogeneity by exploiting multiple bids from each auction and variation in the number of bidders. The required exclusion restriction is shown to be consistent with a large class of entry models. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C14, C5, C57, D, D4, D44, L, L0, L00 Research Theme(s): Financial markets and funds management, Market structure, Models and tools, Econometric, statistical and computational methods
Liquidity Optimization in Gross Settlement Systems with Quantum Reordering: Application to TARGET2∗ Staff working paper 2026-32 Valerio Astuti, Adriano Baldeschi, Luca Bastianelli, Giuseppe Bruno, Riccardo Russo, Ajit Desai, Danica Marsden Building on our earlier quantum algorithm, this paper shows that reordering queued payments can significantly reduce liquidity needs. The algorithm performs well on smaller payment batches, while traditional algorithms can process larger batches and deliver greater savings. Machine learning also helps identify which payment patterns offer the greatest potential for improvement. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C6, C61, C63, C8, C83, E, E4, E42, E5, E58 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Payment and financial market infrastructures