Housing

• 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
• September 19, 2023

  Household differences and monetary policy

  Speech summary Sharon Kozicki University of Regina Regina, Saskatchewan

  Deputy Governor Sharon Kozicki talks about how differences in debt, income and savings across households shaped their experience through the COVID-19 pandemic and how this is affecting monetary policy now.

  Content Type(s): Press, Speeches and appearances, Speech summaries Topic(s): Housing, Inflation and prices, Interest rates, Monetary policy transmission, Price stability
• September 19, 2023

  Rebalancing the economy while managing risks

  Remarks Sharon Kozicki University of Regina Regina, Saskatchewan

  Bank of Canada Deputy Governor Sharon Kozicki talks about how household differences have affected the way that monetary policy is transmitted. She also discusses how the Bank is considering the role of mortgage interest costs in inflation.

  Content Type(s): Press, Speeches and appearances, Remarks Topic(s): Housing, Inflation and prices, Interest rates, Monetary policy transmission, Price stability