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
Reconciling the Differences in Aggregate U.S. Wage Series Staff working paper 2016-1 Julien Champagne, André Kurmann, Jay Stewart Average hourly real wage series from the Labor Productivity and Costs (LPC) program and the Current Employment Statistics (CES) program have evolved very differently over the past decades. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E0, E01, E2, E24, E3, E30, J, J3, J30 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
August 13, 1999 Recent Initiatives in the Canadian Market for Government of Canada Securities Bank of Canada Review - Summer 1999 Nancy Harvey The initiatives reviewed by the author were undertaken to ensure a liquid and well-functioning market for Government of Canada securities in light of the significant shift in the government's financial position. They include changes made in 1998 by the Bank of Canada and the government to the rules governing auctions and to the Bank's surveillance of the auction process, changes to the treasury bill and bond programs, and implementation of a pilot buyback program for Government of Canada marketable bonds. In addition, the Investment Dealers Association of Canada adopted a code of conduct for the secondary market. These initiatives were well received by the market and appear to have had a positive impact. The Bank and the government are, however, continuing their search for ways to maintain and enhance the efficiency of this market. Content Type(s): Publications, Bank of Canada Review articles
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
PayTech and the D(ata) N(etwork) A(ctivities) of BigTech Platforms Staff working paper 2022-35 Jonathan Chiu, Thorsten Koeppl Why do BigTech platforms introduce payment services? We explore this using a model in which a monopoly platform faces a trade-off between the costs associated with privacy concerns and the revenue from data services. We then analyze the feedback effects between data and payments. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D8, E, E4, E42, L, L1 Research Theme(s): Financial markets and funds management, Market functioning, Money and payments, Digital assets and fintech, Payment and financial market infrastructures, Retail payments
CBDC in the Market for Payments at the Point of Sale: Equilibrium Impact and Incumbent Responses Staff working paper 2024-52 Walter Engert, Oleksandr Shcherbakov, André Stenzel We simulate introducing a central bank digital currency (CBDC) and consider consumer adoption, merchant acceptance and usage at the point of sale. Modest adoption frictions significantly inhibit CBDC market penetration along all three dimensions. Incumbent responses to restore pre-CBDC market shares are moderate to small and further reduce the impact of a CBDC. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C51, D, D1, D12, E, E4, E42, L, L1, L14, L5, L52 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Digital assets and fintech, Payment and financial market infrastructures, Retail payments
Towards a HANK Model for Canada: Estimating a Canadian Income Process Staff discussion paper 2020-13 Iskander Karibzhanov How might one simulate a million realistic income paths and compute their statistical moments in under a second? Using CUDA-based methods to estimate the Canadian earnings process, I find that the distribution of labour income growth is sharply peaked with heavy tails—similar to that in the United States. Content Type(s): Staff research, Staff discussion papers JEL Code(s): D, D3, D31, E, E2, E24, J, J3, J31 Research Theme(s): Models and tools, Economic models, Monetary policy, Real economy and forecasting
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
Credit Conditions, Inflation, and Unemployment Staff working paper 2025-26 Chao Gu, Janet Hua Jiang, Liang Wang We identify two channels that affect the relationship between inflation and unemployment. First, inflation lowers wages because unemployed suffer more from inflation than employed, generating a positive relationship. Second, inflation increases firms’ financing costs, generating a negative relationship. Improvements in firm financing conditions can induce the relationship to switch signs. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E24, E3, E31, E4, E44, E5, E51 Research Theme(s): Financial system, Household and business credit, Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting