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 Research Topic(s): Central bank research, Econometric and statistical methods, Economic models JEL Code(s): A, A1, A10, B, B2, B23, C, C4, C45, C5, C55
Systematic Risk, Debt Maturity and the Term Structure of Credit Spreads Staff Working Paper 2012-27 Hui Chen, Yu Xu, Jun Yang We build a dynamic capital structure model to study the link between systematic risk exposure and debt maturity, as well as their joint impact on the term structure of credit spreads. Our model allows for time variation and lumpiness in the maturity structure. Relative to short-term debt, long-term debt is less prone to rollover risks, but its illiquidity raises the costs of financing. Content Type(s): Staff research, Staff working papers Research Topic(s): Asset pricing, Debt management JEL Code(s): G, G3, G32, G33
April 24, 2005 Bank of Canada Review - Spring 2005 Cover page Moroccan Coin Moulds This bronze mould from Morocco is part of the National Currency Collection, Bank of Canada. Photography by Gord Carter, Ottawa. Content Type(s): Publications, Bank of Canada Review
The Impact of Emerging Asia on Commodity Prices Staff Working Paper 2007-55 Sylvie Morin, Calista Cheung Over the past 5 years, real energy and non-energy commodity prices have trended sharply higher. These relative price movements have had important implications for inflation and economic activity in both Canada and the rest of the world. China has accounted for the bulk of incremental demand for oil and many base metals over this period. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, International topics JEL Code(s): E, E3, F, F4, O, O1, O19, Q, Q1, Q11
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 Research Topic(s): Interest rates, International topics, Potential output, Recent economic and financial developments JEL Code(s): E, E4, E43, E5, E52, E58, F, F0, F01, F4, F43, O, O4
Efficient Hedging and Pricing of Equity-Linked Life Insurance Contracts on Several Risky Assets Staff Working Paper 2006-43 Alexander Melnikov, Yuliya Romanyuk The authors use the efficient hedging methodology for optimal pricing and hedging of equity-linked life insurance contracts whose payoff depends on the performance of several risky assets. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets JEL Code(s): D, D8, D81, G, G1, G10, G12
Modeling Fluctuations in the Global Demand for Commodities Staff Working Paper 2018-4 Lutz Kilian, Xiaoqing Zhou It is widely understood that the real price of globally traded commodities is determined by the forces of demand and supply. One of the main determinants of the real price of commodities is shifts in the demand for commodities associated with unexpected fluctuations in global real economic activity. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, International topics JEL Code(s): F, F4, F44, Q, Q1, Q11, Q3, Q31, Q4, Q41, Q43
Search-for-Yield in Canadian Fixed-Income Mutual Funds and Monetary Policy Staff Working Paper 2014-3 Sermin Gungor, Jesus Sierra This paper investigates the effects of monetary policy on the risk-taking behavior of fixed-income mutual funds in Canada. We consider different measures of the stance of monetary policy and investigate active variation in mutual funds’ risk exposure in response to monetary policy. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial institutions, Monetary policy transmission JEL Code(s): E, E5, E52, G, G2, G23
Fiscal and Monetary Stabilization Policy at the Zero Lower Bound: Consequences of Limited Foresight Staff Working Paper 2021-51 Michael Woodford, Yinxi Xie How do outcomes of monetary and fiscal stabilization policies at the zero lower bound change when decision makers have finite planning horizons in the economy? We explore the effects of limited foresight on policy tools and the interaction between monetary and fiscal policy. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Central bank research, Fiscal policy, Monetary policy JEL Code(s): E, E5, E52, E6, E63, E7
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 Research Topic(s): Business fluctuations and cycles, Inflation and prices, Monetary policy and uncertainty JEL Code(s): D, D8, D84, E, E3, E31, E7, E71