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
Buying Back Government Bonds: Mechanics and Other Considerations Staff Working Paper 1998-9 Toni Gravelle With the elimination of the federal deficit, the Bank of Canada, the Department of Finance, and financial market participants are examining ways to manage the reduction in the stock of marketable debt. This paper summarizes three different methods—reverse auction, over-the-counter purchases, and conversions—that could be used to buy back Government of Canada bonds before they […] Content Type(s): Staff research, Staff working papers Research Topic(s): Debt management, Financial markets JEL Code(s): G, G1
Cash Management and Payment Choices: A Simulation Model with International Comparisons Staff Working Paper 2013-53 Carlos Arango, Yassine Bouhdaoui, David Bounie, Martina Eschelbach, Lola Hernández Despite various payment innovations, today, cash is still heavily used to pay for low-value purchases. This paper develops a simulation model to test whether standard implications of the theory on cash management and payment choices can explain the use of payment instruments by transaction size. Content Type(s): Staff research, Staff working papers Research Topic(s): Bank notes, Financial services, International topics JEL Code(s): C, C6, C61, E, E4, E41, E47
June 15, 2011 Housing in Canada Remarks Mark Carney Vancouver Board of Trade Vancouver, British Columbia In a speech to the Vancouver Board of Trade, Governor Mark Carney discusses the fundamentals of the Canadian residential real estate market, the international context, and the implications for monetary policy. Content Type(s): Press, Speeches and appearances, Remarks
On the Evolution of Multiple Jobholding in Canada Staff Working Paper 2019-49 Olena Kostyshyna, Etienne Lalé The number of workers who hold more than one job (a.k.a. multiple jobholders) has increased recently in Canada. While this seems to echo the view that non-standard work arrangements are becoming pervasive, the increase has in fact been trivial compared with the long-run rise of multiple jobholding that has occurred since the mid-1970s. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Labour markets JEL Code(s): E, E2, E24, J, J2, J21, J22, J6, J60
Macroeconomic Predictions Using Payments Data and Machine Learning Staff Working Paper 2022-10 James Chapman, Ajit Desai We demonstrate the usefulness of payment systems data and machine learning models for macroeconomic predictions and provide a set of econometric tools to overcome associated challenges. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Econometric and statistical methods, Payment clearing and settlement systems JEL Code(s): C, C5, C53, C55, E, E3, E37, E4, E42, E5, E52
Digitalization and Inflation: A Review of the Literature Staff Analytical Note 2017-20 Karyne B. Charbonneau, Alexa Evans, Subrata Sarker, Lena Suchanek In the past few years, many have postulated that the possible disinflationary effects of digitalization could explain the subdued inflation in advanced economies. In this note, we review the evidence found in the literature. We look at three main channels. Content Type(s): Staff research, Staff analytical notes Research Topic(s): Inflation and prices, Market structure and pricing, Productivity JEL Code(s): D, D2, D22, E, E3, E31, L, L8, L81, O, O3, O33
Predicting Financial Stress Events: A Signal Extraction Approach Staff Working Paper 2014-37 Ian Christensen, Fuchun Li The objective of this paper is to propose an early warning system that can predict the likelihood of the occurrence of financial stress events within a given period of time. To achieve this goal, the signal extraction approach proposed by Kaminsky, Lizondo and Reinhart (1998) is used to monitor the evolution of a number of economic indicators that tend to exhibit an unusual behaviour in the periods preceding a financial stress event. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Financial stability JEL Code(s): C, C1, C14, C4, E, E3, E37, E4, E47, F, F3, F36, F37, G, G0, G01, G1, G17
Booms and Busts in House Prices Explained by Constraints in Housing Supply Staff Working Paper 2013-18 Narayan Bulusu, Jefferson Duarte, Carles Vergara-Alert We study the importance of supply constraints in explaining the heterogeneity in house price cycles across geographies in the United States. Content Type(s): Staff research, Staff working papers Research Topic(s): Asset pricing, Economic models JEL Code(s): R, R3, R31
Price-Level Targeting Staff Discussion Paper 2007-8 Agathe Côté In November 2006, the Bank of Canada announced its intention to lead a concerted research program over the next few years on the type of monetary policy framework that would best contribute to the economic well-being of Canadians in the decades ahead. The research will focus on two broad questions: whether economic welfare might be […] Content Type(s): Staff research, Staff discussion papers Research Topic(s): Monetary policy framework JEL Code(s): E, E5, E52, E58