Multivariate Realized Stock Market Volatility Staff Working Paper 2007-20 Gregory Bauer, Keith Vorkink We present a new matrix-logarithm model of the realized covariance matrix of stock returns. The model uses latent factors which are functions of both lagged volatility and returns. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Financial markets JEL Code(s): C, C3, C32, C5, C53, G, G1, G14
May 21, 2003 Conference Summary: Price Adjustment and Monetary Policy Bank of Canada Review - Spring 2003 Robert Amano, Donald Coletti The 2002 Bank of Canada Conference focused on price adjustment, a critically important issue for monetary policy. Given the acceptance throughout the 1990s and 2000s of the existence of price stickiness in goods or labour markets, or both, and of the important role that monetary policy can play in an economy, the time was right for a conference that would focus on current developments in this area of research, particularly within a Canadian context. Conference papers covering both theoretical and empirical studies explored such themes as sources of the persistence of inflation, forward-looking models of inflation, models of inflation in open economies, the macroeconomic effects of technology shocks, and models of the interaction between wages, prices, and real economic outcomes. Content Type(s): Publications, Bank of Canada Review articles
Human Capital Risk and the Firmsize Wage Premium Staff Working Paper 2008-33 Danny Leung, Alexander Ueberfeldt Why do employed persons in large firms earn more than employed persons in small firms, even after controlling for observable characteristics? Complementary to previous results, this paper proposes a mechanism that gives an answer to this question. Content Type(s): Staff research, Staff working papers Research Topic(s): Economic models, Labour markets, Productivity JEL Code(s): J, J2, J24, J3, J31
February 21, 2013 The U.S. Recovery from the Great Recession: A Story of Debt and Deleveraging Bank of Canada Review - Winter 2012-2013 Brady Lavender, Nicolas Parent The U.S. recovery from the Great Recession has been slow relative to other postwar-era recoveries in the United States. Encouraged by loose lending standards in the pre-crisis period, U.S. households took on unsustainable amounts of debt, making them vulnerable to adverse shocks. Subsequently, a considerable drop in asset prices forced households to repair their balance sheets. While there has been progress in household deleveraging, the government sector now needs to delever, which will restrain growth over the next few years. Content Type(s): Publications, Bank of Canada Review articles Research Topic(s): Business fluctuations and cycles, International topics, Recent economic and financial developments JEL Code(s): E, E2, E21, E6, E60
High-Frequency Cross-Sectional Identification of Military News Shocks Staff Working Paper 2025-27 Francesco Amodeo, Edoardo Briganti We identify and quantify fiscal news shocks, compiling events (2001–2023) that altered the expected path of U.S. defense expenditure. For each event, we estimate market-implied shifts in expected spending. A shift-share analysis yields a two-year, metropolitan statistical area–level GDP multiplier of approximately 1 for U.S. military build-ups. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Econometric and statistical methods, Fiscal policy JEL Code(s): E, E2, E20, E3, E30, E32, E6, E60, E62, E65
The Exchange Rate Regime and Canada's Monetary Order Staff Working Paper 1999-7 David Laidler It is a mistake to debate the merits of alternative exchange rate regimes for Canada independently of other features of the monetary order. A coherent order requires a well-defined goal for monetary policy, one that the authorities are capable of achieving, and that anchors private sector expectations. For it to be liberal, the relevant authorities […] Content Type(s): Staff research, Staff working papers Research Topic(s): Exchange rates, Monetary policy framework JEL Code(s): E, E5, E52, F, F3, F31
On the Fragility of DeFi Lending Staff Working Paper 2023-14 Jonathan Chiu, Emre Ozdenoren, Kathy Yuan, Shengxing Zhang We develop a dynamic model to capture key features of decentralized finance lending. We identify a price-liquidity feedback: the market outcome in any given period depends on agents' expectations about lending activities in future periods, with higher future price expectations leading to more lending and higher prices in that period. Content Type(s): Staff research, Staff working papers Research Topic(s): Digital currencies and fintech, Financial stability JEL Code(s): G, G0, G01, G1, G10
Technological Change and the Education Premium in Canada: Sectoral Evidence Staff Working Paper 2003-18 Jean Farès, Terence Yuen It has been well documented that the education premium measured by the wage difference between university and high school graduates has remained constant over the past two decades in Canada. Despite this stable pattern at the aggregate level, skill-biased technology could have important implications for the inter-industry wage structure. Content Type(s): Staff research, Staff working papers Research Topic(s): Labour markets JEL Code(s): J, J3, J31, O, O3, O30
Predicting Financial Stress Events: A Signal Extraction Approach Staff Working Paper 2014-37 Ian Christensen, Fuchun Li The objective of this paper is to propose an early warning system that can predict the likelihood of the occurrence of financial stress events within a given period of time. To achieve this goal, the signal extraction approach proposed by Kaminsky, Lizondo and Reinhart (1998) is used to monitor the evolution of a number of economic indicators that tend to exhibit an unusual behaviour in the periods preceding a financial stress event. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Financial stability JEL Code(s): C, C1, C14, C4, E, E3, E37, E4, E47, F, F3, F36, F37, G, G0, G01, G1, G17
Are Distorted Beliefs Too Good to be True? Staff Working Paper 2003-4 Miroslav Misina In a recent attempt to account for the equity-premium puzzle within a representative-agent model, Cecchetti, Lam, and Mark (2000) relax the assumption of rational expectations and in its place use the assumption of distorted beliefs. The author shows that the explanatory power of the distorted beliefs model is due to an inconsistency in the model and that an attempt to remove this inconsistency removes the model's explanatory power. Content Type(s): Staff research, Staff working papers Research Topic(s): Economic models, Financial markets JEL Code(s): D, D8, D84, G, G1, G12