Estimating Policy Functions in Payments Systems Using Reinforcement Learning Staff working paper 2021-7 Pablo S. Castro, Ajit Desai, Han Du, Rodney J. Garratt, Francisco Rivadeneyra We demonstrate the ability of reinforcement learning techniques to estimate the best-response functions of banks participating in high-value payments systems—a real-world strategic game of incomplete information. Content Type(s): Staff research, Staff working papers JEL Code(s): A, A1, A12, C, C7, D, D8, D83, E, E4, E42, E5, E58 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Digital assets and fintech, Payment and financial market infrastructures
Losing Contact: The Impact of Contactless Payments on Cash Usage Staff working paper 2020-56 Marie-Hélène Felt Contactless payment cards are a competitive alternative to cash. Using Canadian panel data from 2010 to 2017, this study investigates whether contactless credit cards are an important contributor to the decline in the transactional use of cash. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C3, C33, D, D1, D12, E, E4, E41 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Cash and bank notes, Retail payments
A Reference Guide for the Business Outlook Survey Staff discussion paper 2020-15 David Amirault, Naveen Rai, Laurent Martin The Business Outlook Survey (BOS) has become an important part of monetary policy deliberations at the Bank of Canada and is also well known in Canadian policy and financial circles. This paper compiles more than 20 years of experience conducting the BOS and serves as a comprehensive reference manual. 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
Strategic Uncertainty in Financial Markets: Evidence from a Consensus Pricing Service Staff working paper 2020-55 Lerby Ergun, Andreas Uthemann We look at the informational content of consensus pricing in opaque over-the-counter markets. We show that the availability of price data informs participants mainly about other participants’ valuations, rather than about the value of a financial security. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C58, D, D5, D53, D8, D83, G, G1, G12, G14 Research Theme(s): Financial markets and funds management, Market functioning, Market structure
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
The Determinants of Consumers’ Inflation Expectations: Evidence from the US and Canada Staff working paper 2020-52 Charles Bellemare, Rolande Kpekou Tossou, Kevin Moran We compare the determinants of consumer inflation expectations in the US and Canada by analyzing two current surveys. We find that Canadian consumers rely more on professional forecasts and the history of actual inflation when forming their expectations, while US consumers rely more on their own lagged expectations. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C3, C33, D, D8, D83, D84, E, E3, E31 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
Corporate investment and monetary policy transmission in Canada Staff analytical note 2020-26 Min Jae Kim, Jonathan Witmer Unexpected changes in interest rates lead small firms to materially change their investment rate. Large firms, in contrast, show a smaller response. This suggests both that financial conditions are an important channel for transmitting monetary policy and that firm characteristics can help us better understand fluctuations in business investment. Content Type(s): Staff research, Staff analytical notes JEL Code(s): D, D2, D22, D9, D92, G, G3, G31, G32 Research Theme(s): Financial system, Household and business credit, Monetary policy, Monetary policy framework and transmission
Production Networks and the Propagation of Commodity Price Shocks Staff working paper 2020-44 Shutao Cao, Wei Dong We examine the macro implications of commodity price shocks in a model with multiple production sectors that are interconnected within a commodity-exporting small open economy. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D5, D57, F, F4, F41 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting, Structural challenges, International trade, finance and competitiveness
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
Forward Guidance and Expectation Formation: A Narrative Approach Staff working paper 2020-40 Christopher S. Sutherland How exactly does forward guidance influence interest rate expectations? Content Type(s): Staff research, Staff working papers JEL Code(s): D, D8, D83, D84, E, E3, E37, E5, E52, E58 Research Theme(s): Monetary policy, Monetary policy framework and transmission, Monetary policy tools and implementation