An Anatomy of Firms’ Political Speech Staff working paper 2024-37 Pablo Ottonello, Wenting Song, Sebastian Sotelo We study the distribution of political speech across U.S. firms. We develop a measure of political engagement based on firms’ communications (earning calls, regulatory filings, and social media) by training a large language model to identify statements that contain political opinions. Using these data, we document five facts about firms’ political engagement. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D2, D22, D6, D63, G, G4, G41, L, L1, L11, L2, L20 Research Theme(s): Financial markets and funds management, Market structure
December 9, 2010 Central Counterparties and Systemic Risk Financial System Review - December 2010 Eric Tuer, Nicholas Labelle, Nikil Chande Content Type(s): Publications, Financial System Review articles
Is This Normal? The Cost of Assuming that Derivatives Have Normal Returns Staff working paper 2024-46 Radoslav Raykov Derivatives exchanges often determine collateral requirements, which are fundamental to market safety, with dated risk models assuming normal returns. However, derivatives returns are heavy-tailed, which leads to the systematic under-collection of collateral (margin). This paper uses extreme value theory (EVT) to evaluate the cost of this margin inadequacy to market participants in the event of default. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G1, G10, G11, G2, G20 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial stability and systemic risk, Financial system regulation and oversight
Evolving Temperature Dynamics in Canada: Preliminary Evidence Based on 60 Years of Data Staff working paper 2021-22 Robert Amano, Marc-André Gosselin, Julien McDonald-Guimond Are summers getting hotter? Do daily temperatures change more than they used to? Using daily Canadian temperature data from 1960 to 2020 and modern econometric methods, we provide economists and policy-makers evidence on the important climate change issue of evolving temperatures. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C2, C22, Q, Q5, Q54 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Structural challenges, Climate change
What Consistent Responses on Future Inflation by Consumers Can Reveal Staff discussion paper 2023-7 Sarah Miller, Patrick Sabourin We analyze factors that may explain consistent answers to questions about inflation expectations in the Canadian Survey of Consumer Expectations. We also compare the inflation forecasts of consumers with consistent responses with those of professional forecasters. Content Type(s): Staff research, Staff discussion papers JEL Code(s): D, D8, D80, D84, E, E3, E31 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
Hedge funds and bond market liquidity dynamics at the onset of the 2026 Middle East conflict Staff analytical paper 2026-42 Vincent Meh, Jabir Sandhu, Andreas Uthemann We investigate whether hedge funds contributed to Government of Canada bond market illiquidity at the onset of the Middle East war in early 2026. We find no evidence they did. Hedge funds remained active in primary auctions, while their secondary market trading remained broadly consistent with their usual relative-value strategies. Content Type(s): Staff research, Staff analytical paper JEL Code(s): G, G0, G01, G1, G12, G14, G2, G23, G24 Research Theme(s): Financial markets and funds management, Funds management, Market functioning
Global Macro Risks in Currency Excess Returns Staff working paper 2016-32 Kimberly Berg, Nelson C. Mark We study a cross section of carry-trade-generated currency excess returns in terms of their exposure to global fundamental macroeconomic risk. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E21, E4, E43, F, F3, F31, G, G1, G12 Research Theme(s): Financial markets and funds management, International markets and currencies, Market functioning, Models and tools, Economic models
Cross-Border Bank Flows and Monetary Policy: Implications for Canada Staff working paper 2017-34 Ricardo Correa, Teodora Paligorova, Horacio Sapriza, Andrei Zlate Using the Bank for International Settlements (BIS) Locational Banking Statistics data on bilateral bank claims from 1995 to 2014, we analyze the impact of monetary policy on cross-border bank flows. We find that monetary policy in a source country is an important determinant of cross-border bank flows. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F3, F34, F36, G, G0, G01 Research Theme(s): Financial system, Financial institutions and intermediation, Monetary policy, Monetary policy framework and transmission, Structural challenges, International trade, finance and competitiveness
June 20, 2010 Financial System Review - June 2010 Risks to the stability of both the Canadian and the global financial systems appeared to be diminishing for most of the period since the last Financial System Review (FSR), as the recovery in financial conditions and the macroeconomic environment continued to solidify.FSR Highlights - June 2010 Content Type(s): Publications, Financial Stability Report
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