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
November 20, 2003 Low and Predictable Inflation and the Performance of Canadian Labour Markets Lecture David Dodge Memorial University of Newfoundland St. John's, Newfoundland and Labrador The goal of Canadian monetary policy is to contribute to solid economic performance and rising living standards. The best way we can do this is by keeping inflation low, stable, and predictable. This has important implications for labour market performance. Content Type(s): Press, Speeches and appearances, Lectures
August 23, 2011 How People Think and How It Matters Remarks Jean Boivin Canadian Association for Business Economics Kingston, Ontario In his speech entitled “How People Think and How it Matters,” delivered to the Canadian Association for Business Economics, Deputy Governor Jean Boivin reviews various ways people form expectations and how these affect monetary policy. Content Type(s): Press, Speeches and appearances, Remarks
Understanding Trend Inflation Through the Lens of the Goods and Services Sectors Staff working paper 2020-45 Yunjong Eo, Luis Uzeda, Benjamin Wong The goods and services sectors have experienced considerably different dynamics over the past three decades. Our goal in this paper is to understand how such contrasting behaviors at the sectoral level affect the aggregate level of trend inflation dynamics. 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, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
Survival Analysis of Bank Note Circulation: Fitness, Network Structure and Machine Learning Staff working paper 2020-33 Diego Rojas, Juan Estrada, Kim Huynh, David T. Jacho-Chávez Using the Bank of Canada's Currency Information Management Strategy, we analyze the network structure traced by a bank note’s travel in circulation and find that the denomination of the bank note is important in our potential understanding of the demand and use of cash. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C52, C6, C65, C8, C81, E, E4, E42, E5, E51 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Cash and bank notes
What do high-frequency expenditure network data reveal about spending and inflation during COVID‑19? Staff analytical note 2020-20 Kim Huynh, Helen Lao, Patrick Sabourin, Angelika Welte The official consumer price index (CPI) inflation measure, based on a fixed basket set before the COVID 19 pandemic, may not fully reflect what consumers are currently experiencing. We partnered with Statistics Canada to construct a more representative index for the pandemic with weights based on real-time transaction and survey data. Content Type(s): Staff research, Staff analytical notes JEL Code(s): D, D1, D12, E, E3, E31, E4, E42, E5, E52 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Money and payments, Payment and financial market infrastructures
Optimal Conventional and Unconventional Monetary Policy Mix Staff working paper 2026-18 Sami Alpanda, Serdar Kabaca, Kostas Mavromatis We show that in a heterogeneous economy, optimal policy after cost-push shocks raises short-term rates to curb inflation while lowering long-term rates to support indebted households, speeding investment and output recovery while increasing consumption inequality. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E40, E43, E5, E52 Research Theme(s): Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission, Monetary policy tools and implementation
Supply Drivers of US Inflation Since the COVID-19 Pandemic Staff working paper 2023-19 Serdar Kabaca, Kerem Tuzcuoglu This paper examines the contribution of several supply factors to US headline inflation since the start of the COVID-19 pandemic. We identify six supply shocks using a structural VAR model: labor supply, labor productivity, global supply chain, oil price, price mark-up and wage mark-up shocks. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C3, C32, E, E3, E31, E32 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Inflation dynamics and pressures
How Long is Forever in the Laboratory? Three Implementations of an Infinite-Horizon Monetary Economy Staff working paper 2021-16 Janet Hua Jiang, Daniela Puzzello, Cathy Zhang Standard monetary models adopt an infinite horizon with discounting. Testing these models in the lab requires implementing this horizon within a limited time frame. We compare three approaches to such an implementation and discuss their relative advantages. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C9, C92, D, D8, D83, E, E4, E40 Research Theme(s): Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
Monetary Policy, Trends in Real Interest Rates and Depressed Demand Staff working paper 2021-27 Paul Beaudry, Césaire Meh Over the last few decades, real interest rates have trended downward. The most common explanation is that this reflects depressed demand due to demographic, technological and other real factors. We explore the claim that these trends may have been amplified by certain features of monetary policy. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E4, E43, E44, E5, E52, E6, E62, E63, H, H3, H6, H63 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission, Real economy and forecasting