Staff discussion papers

• Predicting Changes in Canadian Housing Markets with Machine Learning

  Staff Discussion Paper 2023-21 Johan Brannlund, Helen Lao, Maureen MacIsaac, Jing Yang

  We apply two machine learning algorithms to forecast monthly growth of house prices and existing homes sales in Canada. Although the algorithms can sometimes outperform a linear model, the improvement in forecast accuracy is not always statistically significant.

  Content Type(s): Staff research, Staff discussion papers Topic(s): Econometric and statistical methods, Financial markets, Housing JEL Code(s): A, C, C4, C45, C5, C53, D, D2, R, R2, R3

• Digitalization: Definition and Measurement

  Staff Discussion Paper 2023-20 Guyllaume Faucher, Stephanie Houle

  This paper provides an overview of digitalization and its economic implications. We assess the scope of digitalization in Canada as well as the challenges related to its measurement.

  Content Type(s): Staff research, Staff discussion papers Topic(s): Digitalization, Potential output JEL Code(s): E, E0, E01, O, O3, O33, O5, O51

• Forecasting Risks to the Canadian Economic Outlook at a Daily Frequency

  Staff Discussion Paper 2023-19 Chinara Azizova, Bruno Feunou, James Kyeong

  This paper quantifies tail risks in the outlooks for Canadian inflation and real GDP growth by estimating their conditional distributions at a daily frequency. We show that the tail risk probabilities derived from the conditional distributions accurately reflect realized outcomes during the sample period from 2002 to 2022.

  Content Type(s): Staff research, Staff discussion papers Topic(s): Business fluctuations and cycles, Econometric and statistical methods JEL Code(s): C, C3, C32, C5, C58, E, E4, E44, G, G1, G17

• Digitalization: Implications for Monetary Policy

  Staff Discussion Paper 2023-18 Vivian Chu, Tatjana Dahlhaus, Christopher Hajzler, Pierre-Yves Yanni

  We explore the implications of digitalization for monetary policy, both in terms of how monetary policy affects the economy and in terms of data analysis and communication with the public.

  Content Type(s): Staff research, Staff discussion papers Topic(s): Digitalization, Inflation and prices, Market structure and pricing, Monetary policy, Monetary policy communications, Monetary policy transmission JEL Code(s): C, C4, C8, E, E3, E31, E32, E5, E52

• Digitalization: Productivity

  Staff Discussion Paper 2023-17 Jeffrey Mollins, Temel Taskin

  We examine the relationship between digitalization and productivity, the factors that influence this relationship, and how digitalization’s effect on productivity could change firm behaviour.

  Content Type(s): Staff research, Staff discussion papers Topic(s): Digitalization, Productivity JEL Code(s): E, E2, L, L1, L11, O, O4, O47, O5, O51

• Digitalization: Labour Markets

  Staff Discussion Paper 2023-16 Alex Chernoff, Gabriela Galassi

  In this paper, the authors assess the relationship between digitalization and labour demand and supply, and how this relationship affects wages and income inequality. We also explore implications of recent digitalization trends for the future of work.

  Content Type(s): Staff research, Staff discussion papers Topic(s): Digitalization, Labour markets JEL Code(s): I, I2, I23, J, J2, J23, J24, O, O3, O33

• Unmet Payment Needs and a Central Bank Digital Currency

  Staff Discussion Paper 2023-15 Christopher Henry, Walter Engert, Alexandra Sutton-Lalani, Sebastian Hernandez, Darcey McVanel, Kim Huynh

  We discuss the payment habits of Canadians both in the current payment environment and in a hypothetical cashless environment.

  Content Type(s): Staff research, Staff discussion papers Topic(s): Bank notes, Central bank research, Digital currencies and fintech, Financial services JEL Code(s): C, C1, C12, C9, E, E4, O, O5, O54

• Cryptoasset Ownership and Use in Canada: An Update for 2022

  Staff Discussion Paper 2023-14 Daniela Balutel, Christopher Henry, Doina Rusu

  We find that Bitcoin ownership declined from 13% in 2021 to 10% in 2022. This drop occurred against a background of steep price declines and an increasingly tight regulatory atmosphere.

  Content Type(s): Staff research, Staff discussion papers Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods JEL Code(s): C, C8, C81, E, E4, O, O5, O51

• What Can Earnings Calls Tell Us About the Output Gap and Inflation in Canada?

  Staff Discussion Paper 2023-13 Marc-André Gosselin, Temel Taskin

  We construct new indicators of demand and supply for the Canadian economy by using natural language processing techniques to analyze earnings calls of publicly listed firms. Our results indicate that the new indicators could help central banks identify inflationary pressures in real time.

  Content Type(s): Staff research, Staff discussion papers Topic(s): Central bank research, Domestic demand and components, Econometric and statistical methods, Inflation and prices, Potential output JEL Code(s): C, C1, C3, E, E3, E5

• Estimating the Slope of the Demand Function at Auctions for Government of Canada Bonds

  Staff Discussion Paper 2023-12 Bo Young Chang

  We use bid data from Government of Canada bond auctions between 1999 and 2021 to gauge the yield sensitivity of these bonds to the issuance amount. Our new metric estimates the demand function of the bidders at each auction and offers insights into the relationship between supply and yield of government bonds.

  Content Type(s): Staff research, Staff discussion papers Topic(s): Debt management, Interest rates JEL Code(s): D, D4, D44, G, G1, G12