Calculating Effective Degrees of Freedom for Forecast Combinations and Ensemble Models Staff discussion paper 2022-19 James Younker This paper derives a calculation for the effective degrees of freedom of a forecast combination under a set of general conditions for linear models. Computing effective degrees of freedom shows that the complexity cost of a forecast combination is driven by the parameters in the weighting scheme and the weighted average of parameters in the auxiliary models. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C0, C01, C02, C1, C13, C5, C50, C51, C52, C53 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
Sectoral Uncertainty Staff working paper 2022-38 Efrem Castelnuovo, Kerem Tuzcuoglu, Luis Uzeda We propose a new empirical framework that jointly decomposes the conditional variance of economic time series into a common and a sector-specific uncertainty component. We apply our framework to a disaggregated industrial production series for the US economy. We identify unexpected changes in durable goods uncertainty as drivers of downturns, while unexpected hikes in non-durable goods uncertainty are expansionary. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C51, C55, E, E3, E32, E4, E44 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
COVID-19 and Financial Stability: Practice Ahead of Theory Staff discussion paper 2022-18 Jing Yang, Hélène Desgagnés, Grzegorz Halaj, Yaz Terajima The COVID-19 pandemic uncovered policy challenges related to the economic measures that were taken to support the economy. Two years later, we attempt to identify the broader impact of these measures and research that needs to follow. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E5, E58, E6, E61, G, G2, G21, H, H3, H8, H84 Research Theme(s): Financial system, Financial stability and systemic risk, Financial system regulation and oversight, Household and business credit, 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
Income Inequality in Canada Staff discussion paper 2022-16 Sarah Burkinshaw, Yaz Terajima, Carolyn A. Wilkins Data show that income inequality in Canada increased substantially during the 1980s and first half of the 1990s but has been relatively stable over the past 25 years. This increase was felt mainly by low-income earners and younger people, while older people benefited from higher retirement income. Content Type(s): Staff research, Staff discussion papers JEL Code(s): D, D3, D31, D6, D63, I, I2, I24, I3, I32, J, J3, J31, J32, N, N3, N32 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
How Do People View Price and Wage Inflation? Staff working paper 2022-34 Monica Jain, Olena Kostyshyna, Xu Zhang This paper examines household-level data from the Canadian Survey of Consumer Expectations (CSCE) to understand households’ expectations about price and wage inflation, how those expectations link to views about labour market conditions and the subsequent impact on households’ outlook for real spending growth. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C8, C83, D, D8, D84, E, E2, E21, E24, E3, E31 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
The Business Leaders’ Pulse—An Online Business Survey Staff discussion paper 2022-14 Tony Chernis, Chris D'Souza, Kevin MacLean, Tasha Reader, Joshua Slive, Farrukh Suvankulov This paper introduces the Business Leaders’ Pulse, a new online survey conducted each month. It is designed to provide timely and flexible input into the Bank of Canada’s monetary policy decision making by asking firms about their sales and employment growth expectations, the risks to their business outlook, and topical questions that address specific information needs of the Bank. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C8, C83, D, D2, D22, E, E3, E32 Research Theme(s): Monetary policy, Monetary policy framework and transmission, Real economy and forecasting
Analyzing the house price boom in the suburbs of Canada’s major cities during the pandemic Staff analytical note 2022-7 Louis Morel We assess how location affects house prices in Canada. The gap in prices between suburbs and downtown was closing gradually before the pandemic. The gap has been closing faster since spring 2020. This finding reflects a shift in preferences toward more living space. Content Type(s): Staff research, Staff analytical notes JEL Code(s): R, R2, R21, R23, R3, R32 Research Theme(s): Financial system, Household and business credit, Monetary policy, Real economy and forecasting
Financial Intermediaries and the Macroeconomy: Evidence from a High-Frequency Identification Staff working paper 2022-24 Pablo Ottonello, Wenting Song We provide empirical evidence of effects to the aggregate economy from surprises about financial intermediaries’ net worth based on a high-frequency identification strategy. We estimate that news of a 1% decline in intermediaries’ net worth leads to a 0.2%–0.4% decrease in the market value of nonfinancial firms. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E32, E4, E44, E5, E51, G, G0, G01, G1, G12, G2, G21, G23, G24, G3, G32 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial institutions and intermediation, Household and business credit, Monetary policy, Real economy and forecasting
Nowcasting Canadian GDP with Density Combinations Staff discussion paper 2022-12 Tony Chernis, Taylor Webley We present a tool for creating density nowcasts for Canadian real GDP growth. We demonstrate that the combined densities are a reliable and accurate tool for assessing the state of the economy and risks to the outlook. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C5, C52, C53, E, E3, E7 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting