Grasping De(centralized) Fi(nance) Through the Lens of Economic Theory Staff working paper 2022-43 Jonathan Chiu, Charles M. Kahn, Thorsten Koeppl We analyze the value proposition and limitations of decentralized finance (DeFi). Based on a distributed ledger and smart contracts, DeFi can guarantee the execution of financial contracts, potentially lowering the costs of intermediation and improving financial inclusion. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G2 Research Theme(s): Money and payments, Digital assets and fintech, Payment and financial market infrastructures
Endogenous Time Variation in Vector Autoregressions Staff working paper 2020-16 Danilo Leiva-Leon, Luis Uzeda We introduce a new class of time-varying parameter vector autoregressions (TVP-VARs) where the identified structural innovations are allowed to influence — contemporaneously and with a lag — the dynamics of the intercept and autoregressive coefficients in these models. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C3, C32, E, E3, E31, E5, E52 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
Machine learning for economics research: when, what and how Staff analytical note 2023-16 Ajit Desai This article reviews selected papers that use machine learning for economics research and policy analysis. Our review highlights when machine learning is used in economics, the commonly preferred models and how those models are used. Content Type(s): Staff research, Staff analytical notes JEL Code(s): A, A1, A10, B, B2, B23, C, C4, C45, C5, C55 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Structural challenges, Digitalization and productivity
Monetary Payoff and Utility Function in Adaptive Learning Models Staff working paper 2019-50 Erhao Xie When players repeatedly face an identical or similar game (e.g., coordination game, technology adoption game, or product choice game), they may learn through experience to perform better in the future. This learning behaviour has important economic implications. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C57, C7, C72, C9, C92 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models
Privacy-Enhancing Technologies for CBDC Solutions Staff discussion paper 2025-1 Rakesh Arora, Han Du, Raza Ali Kazmi, Duc-Phong Le Privacy-enhancing technologies (PETs) could offer solutions to safeguard end-user privacy and meet rigorous data protection standards for central bank digital currencies. We consider how PETs can transform privacy design in financial systems and the implications of their broader adoption. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E4, E42, O, O3, O31 Research Theme(s): Financial system, Financial system regulation and oversight, Money and payments, Digital assets and fintech, Payment and financial market infrastructures
Credibility, Flexibility and Renewal: The Evolution of Inflation Targeting in Canada Staff discussion paper 2018-18 Thomas J. Carter, Rhys R. Mendes, Lawrence L. Schembri In 1991, Canada became the second country to adopt an inflation target as a central pillar of its monetary policy framework. The regime has proven much more successful than initially expected, both in achieving price stability and in stabilizing the real economy against a wide range of shocks. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E5, E52, E58, E6, E61 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
How Do Agents Form Macroeconomic Expectations? Evidence from Inflation Uncertainty Staff working paper 2024-5 Tao Wang The uncertainty regarding inflation that is observed in density forecasts of households and professionals helps macroeconomists understand the formation mechanism of inflation expectations. Shocks to inflation take time to be perceived by all agents in the economy, and such rigidity is lower in a high-inflation environment. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D8, D84, E, E3, E31, E7, E71 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
November 16, 2017 An Update on the Neutral Rate of Interest Bank of Canada Review - Autumn 2017 José Dorich, Abeer Reza, Subrata Sarker The neutral rate serves as a benchmark for measuring monetary stimulus and provides a medium- to long-run anchor for the real policy rate. Global neutral rate estimates have been falling over the past few decades. Factors such as population aging, high corporate savings, and low trend productivity growth are likely to continue supporting a low global neutral rate. These global factors as well as domestic factors are exerting downward pres-sure on the Canadian real neutral rate, which is estimated to be between 0.5 to 1.5 per cent. This low neutral rate has important implications for monetary policy and financial stability. Content Type(s): Publications, Bank of Canada Review articles JEL Code(s): E, E4, E43, E5, E52, E58, F, F0, F01, F4, F43, O, O4
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
Exports and the Exchange Rate: A General Equilibrium Perspective Staff working paper 2022-18 Patrick Alexander, Abeer Reza How do a country’s exports change when its currency depreciates? Does it matter which forces drive the exchange rate deprecation in the first place? We find that this relationship varies greatly depending on what drives exchange rate movements, and we conclude that the direct relationship between the exchange rate and exports is weak for Canada. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F3, F31, F32, F33, F4, F41 Research Theme(s): Financial markets and funds management, International markets and currencies, Models and tools, Economic models, Structural challenges, International trade, finance and competitiveness