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
Has the Inclusion of Forward-Looking Statements in Monetary Policy Communications Made the Bank of Canada More Transparent? Staff Discussion Paper 2010-15 Christine Fay, Toni Gravelle To investigate the extent to which the transparency of the Bank of Canada's monetary policy has improved, the authors examine empirically – over the period 30 October 2000 to 31 May 2007 – the reaction of Canadian financial markets to official Bank communications, and in particular their reaction to the recent inclusion of forward-looking policy-rate guidance in these communications. Content Type(s): Staff research, Staff discussion papers Research Topic(s): Central bank research, Interest rates, Monetary policy communications, Monetary policy transmission JEL Code(s): E, E5, E52, E58
November 1, 2018 Bank of Canada publishes staff economic projections for the first time Media Relations Ottawa, Ontario Today the Bank of Canada launched a digital database with more than 30 years of past staff economic projections of the Canadian economy. Content Type(s): Press, Press releases
Fixed-Term and Permanent Employment Contracts: Theory and Evidence Staff Working Paper 2011-21 Shutao Cao, Enchuan Shao, Pedro Silos This paper constructs a theory of the coexistence of fixed-term and permanent employment contracts in an environment with ex-ante identical workers and employers. Workers under fixed-term contracts can be dismissed at no cost while permanent employees enjoy labor protection. Content Type(s): Staff research, Staff working papers Research Topic(s): Labour markets, Potential output, Productivity JEL Code(s): H, H2, H29, J, J2, J23, J3, J38
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
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
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
Uninsured Idiosyncratic Production Risk with Borrowing Constraints Staff Working Paper 2005-26 Francisco Covas The author analyzes a general-equilibrium model of a heterogeneous agents economy in which the agents are subject to borrowing constraints and uninsurable idiosyncratic production risk. Content Type(s): Staff research, Staff working papers Research Topic(s): Economic models, Financial institutions, Financial markets JEL Code(s): E, E2, E22, G, G1, G11, M, M1, M13
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
June 13, 2013 The Market for Collateral: The Potential Impact of Financial Regulation Financial System Review - June 2013 Jorge Cruz Lopez, Royce Mendes, Harri Vikstedt Content Type(s): Publications, Financial System Review articles