Macro News in Market Moves: Classifying News through Asset Co-movements Staff analytical paper 2026-7 Bruno Feunou, Jean-Sébastien Fontaine, Rishi Vala This paper introduces CLONE, a method that decomposes asset price movements into aggregate demand, productivity, inflation, and monetary policy news, using stocks, bonds, and inflation swaps. CLONE simplicity and forward-looking focus helps guide policymakers in determining the economic drivers behind asset price movements. Content Type(s): Staff research, Staff analytical paper JEL Code(s): E, E3, E32, E4, E44, G, G1, G12, G14 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Monetary policy framework and transmission
Explaining the Interplay Between Merchant Acceptance and Consumer Adoption in Two-Sided Markets for Payment Methods Staff working paper 2019-32 Kim Huynh, Gradon Nicholls, Oleksandr Shcherbakov Recent consumer and merchant surveys show a decrease in the use of cash at the point of sale. Increasingly, consumers and merchants have access to a growing array of payment innovations as substitutes for cash. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C51, L, L1, L13, L15, L8, L81, L9, L96 Research Theme(s): Financial system, Household and business credit, Money and payments, Payment and financial market infrastructures, Retail payments
Predictive Density Combination Using a Tree-Based Synthesis Function Staff working paper 2023-61 Tony Chernis, Niko Hauzenberger, Florian Huber, Gary Koop, James Mitchell This paper studies non-parametric combinations of density forecasts. We introduce a regression tree-based approach that allows combination weights to vary on the features of the densities, time-trends or economic indicators. In two empirical applications, we show the benefits of this approach in terms of improved forecast accuracy and interpretability. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C3, C32, C5, C53 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
Child Skill Production: Accounting for Parental and Market-Based Time and Goods Investments Staff working paper 2020-36 Elizabeth Caucutt, Lance Lochner, Joseph Mullins, Youngmin Park Can daycare replace parents’ time spent with children? We explore this by using data on how parents spend time and money on children and how this spending is related to their child’s development. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D13, H, H3, H31, J, J2, J22, J24 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
Simulating Intraday Transactions in the Canadian Retail Batch System Staff working paper 2023-1 Nellie Zhang This paper proposes a unique approach to simulate intraday transactions in the Canadian retail payments batch system when such transactions are unobtainable. The simulation procedure has potential for helping with data-deficient problems where only high-level aggregate information is available. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C6, C63, E, E4, E42, E5, E58 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Payment and financial market infrastructures
Macroeconomic Predictions Using Payments Data and Machine Learning Staff working paper 2022-10 James Chapman, Ajit Desai We demonstrate the usefulness of payment systems data and machine learning models for macroeconomic predictions and provide a set of econometric tools to overcome associated challenges. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C53, C55, E, E3, E37, E4, E42, E5, E52 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting, Money and payments, Retail payments
The Welfare Cost of Inflation Revisited: The Role of Financial Innovation and Household Heterogeneity Staff working paper 2018-40 Shutao Cao, Césaire Meh, José-Víctor Ríos-Rull, Yaz Terajima We document that, across households, the money consumption ratio increases with age and decreases with consumption, and that there has been a large increase in the money consumption ratio during the recent era of very low interest rates. We construct an overlapping generations (OLG) model of money holdings for transaction purposes subject to age (older households use more money), cohort (younger generations are exposed to better transaction technology), and time effects (nominal interest rates affect money holdings). Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E21, E4, E41 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
December 12, 2011 Growth in the Age of Deleveraging Remarks Mark Carney Empire Club of Canada / Canadian Club of Toronto Toronto, Ontario Governor Mark Carney discusses the factors driving global deleveraging and the implications for economic growth in Canada. Content Type(s): Press, Speeches and appearances, Remarks
Saving after Retirement and Preferences for Residual Wealth Staff working paper 2024-21 Giulio Fella, Martin B. Holm, Thomas Michael Pugh We estimate a model of households in Norway with bequest motives, health-dependent utility, and uncertain longevity and health. Our estimates imply strong bequest motives for households both with and without offspring. We interpret this as suggestive evidence that utility from residual wealth represents forces beyond an altruistic bequest motive. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D11, D12, D14, E, E2, E21 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Economic models, Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
Outside Investor Access to Top Management: Market Monitoring versus Stock Price Manipulation Staff working paper 2020-43 Josef Schroth Should managers be paid in stock options if they provide stock-market participants with information about the firm? This paper studies how firm owners trade off the benefit of stock-price incentives and better-informed market participants against the cost of potential stock-price manipulation. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D8, D82, D86, G, G1, G14, G3, G32, G34, M, M1, M12, M4, M41 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial institutions and intermediation