Energy Efficiency and Fluctuations in CO2 Emissions Staff working paper 2021-47 Soojin Jo, Lilia Karnizova Carbon dioxide emissions have been commonly modelled as rising and falling with total output. Yet many factors, such as energy-efficiency improvements and shifts to cleaner energy, can break this relationship. We evaluate these factors using US data and find that changes in energy efficiency of consumption goods explain a significant proportion of emissions fluctuations. This finding also implies that models that omit energy efficiency likely overestimate the trade-off between environmental protection and economic performance. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E32, Q, Q4, Q43, Q5, Q50, Q55 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting, Structural challenges, Climate change
Optimal Monetary Policy According to HANK Staff working paper 2021-55 Sushant Acharya, Edouard Challe, Keshav Dogra We study optimal monetary policy in an analytically tractable Heterogeneous Agent New Keynesian model. In the model, the central bank has an incentive to reduce consumption inequality in addition to keeping economic activity at its efficient level and inflation stable. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E21, E3, E30, E5, E52, E6, E62, E63 Research Theme(s): Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission, Monetary policy tools and implementation
Comparing Forward Guidance and Neo-Fisherianism as Strategies for Escaping Liquidity Traps Staff analytical note 2016-16 Robert Amano, Thomas J. Carter, Rhys R. Mendes What path should policy-makers select for the nominal rate when faced with a liquidity trap during which the effective lower bound binds? Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E4, E5 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
Central Bank Digital Currency and Banking: Macroeconomic Benefits of a Cash-Like Design Staff working paper 2021-63 Jonathan Chiu, Mohammad Davoodalhosseini Should a CBDC be more like cash or bank deposits? An interest-bearing, cash-like CBDC not only makes payments more efficient but also increases total demand. This has positive effects on other transactions, inducing more deposit taking and lending and, thus, bank intermediation. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E5, E50, E58 Research Theme(s): Financial system, Financial stability and systemic risk, Monetary policy, Monetary policy framework and transmission, Money and payments, Digital assets and fintech, Payment and financial market infrastructures
A Market-Based Approach to Reverse Stress Testing the Financial System Staff working paper 2025-32 Javier Ojea Ferreiro This article examines what market conditions lead to extreme losses in global financial systems. Using a reverse stress testing approach, it introduces two measures of systemic risk by starting from the tail losses and working backward to identify the events most closely associated with them. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C0, C02, C3, C32, C5, C58, G, G2, G21 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial institutions and intermediation, Financial stability and systemic risk
August 28, 2006 Productivity, Terms of Trade, and Economic Adjustment Remarks Pierre Duguay Canadian Association for Business Economics Kingston, Ontario The Bank of Canada is keenly interested in productivity - for a number of reasons. Productivity gains are a key determinant of growth in potential output and, hence, of Canada's sustainable pace of non-inflationary economic expansion. Content Type(s): Press, Speeches and appearances, Remarks
Markets Look Beyond the Headline Staff analytical note 2018-37 Bruno Feunou, James Kyeong, Raisa Leiderman Many reports and analyses interpret the release of new economic data based on the headline surprise—for instance, total inflation, real GDP growth and the unemployment rate. However, we find that headline news alone cannot adequately explain the responses of market prices to new information. Rather, market prices react more strongly, on average, to non-headline news such as the composition of GDP growth, quality of jobs created and revisions to past data. Thus, tracking the impact of non-headline information released on the news day is crucial in analyzing how markets interpret and react to new economic data. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E4, E43, G, G1, G12, G14 Research Theme(s): Financial markets and funds management, Market functioning, Monetary policy, Monetary policy framework and transmission
A Look Inside the Box: Combining Aggregate and Marginal Distributions to Identify Joint Distributions Staff working paper 2018-29 Marie-Hélène Felt This paper proposes a method for estimating the joint distribution of two or more variables when only their marginal distributions and the distribution of their aggregates are observed. Nonparametric identification is achieved by modelling dependence using a latent common-factor structure. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C14, D, D1, D14, E, E4, E41 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Cash and bank notes
May 13, 2014 The Art and Science of Forecasting the Real Price of Oil Bank of Canada Review - Spring 2014 Christiane Baumeister Forecasts of the price of crude oil play a significant role in the conduct of monetary policy, especially for commodity producers such as Canada. This article presents a range of recently developed forecasting models that, when pooled together, can generate, on average, more accurate forecasts of the price of oil than the oil futures curve. It also illustrates how policy-makers can evaluate the risks associated with the baseline oil price forecast and how they can determine the causes of past oil price fluctuations. Content Type(s): Publications, Bank of Canada Review articles JEL Code(s): C, C5, C53, E, E3, E32, Q, Q4, Q43
Measuring Non-Financial Corporate Sector Vulnerabilities in Canada Staff analytical note 2019-15 Timothy Grieder, Claire Schaffter The ratio of non-financial corporate debt to gross domestic product in Canada has increased noticeably in recent years and is currently at an all-time high. In light of this development, we use a unique firm-level dataset to construct vulnerability indicators for the non-financial corporate sector in Canada. Content Type(s): Staff research, Staff analytical notes JEL Code(s): G, G0, G01, G3, G32 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Monetary policy, Real economy and forecasting