Estimating the impacts on GDP of natural disasters in Canada Staff analytical note 2025-5 Tatjana Dahlhaus, Thibaut Duprey, Craig Johnston Extreme weather events contribute to increased volatility in both economic activity and prices, interfering with the assessment of the true underlying trends of the economy. With this in mind, we conduct a timely assessment of the impact of natural disasters on Canadian gross domestic product (GDP). Content Type(s): Staff research, Staff analytical notes JEL Code(s): B, B2, B23, C, C1, C13, C2, C23, E, E1, E17, E3, E37, E6, E62, H, H6 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Climate change
Macroeconomic Disasters and Consumption Smoothing: International Evidence from Historical Data Staff working paper 2023-4 Lorenzo Pozzi, Barbara Sadaba Does consumption smoothing fundamentally decrease during macroeconomic disasters? This paper uses a large historical dataset (1870–2016) for 16 industrial economies to show that during macroeconomic disasters (e.g., wars, pandemics, depressions) aggregate consumption and income are significantly less decoupled than during normal times. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C2, C23, E, E2, E21 Research Theme(s): Financial system, Household and business credit, Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
Weather the Storms? Hurricanes, Technology and Oil Production Staff working paper 2022-36 Johan Brannlund, Geoffrey R. Dunbar, Reinhard Ellwanger, Matthew Krutkiewicz Do technological improvements mitigate the potential damages from extreme weather events? We show that hurricanes lower offshore oil production in the Gulf of Mexico and that stronger storms have larger impacts. Regulations enacted in 1980 that required improved offshore construction standards only modestly mitigated the production losses. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C2, C22, C23, Q, Q4, Q40, Q48, Q5, Q54 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Climate change
COVID-19, Containment and Consumption Staff discussion paper 2022-5 Tatjana Dahlhaus, Daniel Hyun, Antoine Poulin-Moore, Jaime Trujillo, Saarah Sheikh, Benjamin Straus We assess the impact of COVID-19 on consumption indicators by estimating the effects of government-mandated containment measures and of the willingness of individuals to voluntarily physically distance to prevent contagion. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C2, C23, D, D1, D12, E, E6, E65, I, I1, I18 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
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
Fundamental Drivers of Existing Home Sales in Canada Staff discussion paper 2018-16 Taylor Webley Existing home sales’ share of Canada’s economic pie has been rising in recent years, and variation around this trend has resulted in outsized contributions to changes in real gross domestic product (GDP). In this context, we use a cointegration framework to estimate the level of resale activity across the Canadian provinces that is supported by fundamentals—namely, full-time employment, housing affordability and migration flows—to help look through the volatility. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C2, C22, C23, E, E2, E27, R, R2, R21 Research Theme(s): Financial system, Household and business credit, Monetary policy, Real economy and forecasting
The Size and Destination of China’s Portfolio Outflows Staff discussion paper 2018-11 Rose Cunningham, Eden Hatzvi, Kun Mo The size of China’s financial system raises the possibility that the liberalization of its capital account could have a large effect on the global financial system. This paper provides a counterfactual scenario analysis that estimates what the size and direction of China’s overseas portfolio investments would have been in 2015 if China had had no restrictions on these outflows. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C2, C23, F, F2, F21, F3, F32, G, G1, G15 Research Theme(s): Financial system, Financial stability and systemic risk, Structural challenges, International trade, finance and competitiveness
The Evolution of Unobserved Skill Returns in the U.S.: A New Approach Using Panel Data Staff working paper 2017-61 Lance Lochner, Youngmin Park, Youngki Shin Economists disagree about the factors driving the substantial increase in residual wage inequality in the United States over the past few decades. To identify changes in the returns to unobserved skills, we make a novel assumption about the dynamics of skills (especially among older workers) rather than about the stability of skill distributions across cohorts, as is standard. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C2, C23, J, J2, J24, J3, J31 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
Markov‐Switching Three‐Pass Regression Filter Staff working paper 2017-13 Pierre Guérin, Danilo Leiva-Leon, Massimiliano Marcellino We introduce a new approach for the estimation of high-dimensional factor models with regime-switching factor loadings by extending the linear three-pass regression filter to settings where parameters can vary according to Markov processes. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C2, C22, C23, C5, C53 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models, Monetary policy, Real economy and forecasting
Monetary Policy, Private Debt and Financial Stability Risks Staff working paper 2016-59 Gregory Bauer, Eleonora Granziera Can monetary policy be used to promote financial stability? We answer this question by estimating the impact of a monetary policy shock on private-sector leverage and the likelihood of a financial crisis. Impulse responses obtained from a panel VAR model of 18 advanced countries suggest that the debt-to-GDP ratio rises in the short run following an unexpected tightening in monetary policy. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C2, C21, C23, E, E5, E52, E58 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Monetary policy, Monetary policy framework and transmission