R3 - Real Estate Markets, Production Analysis, and Firm Location

• 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

• Unpacking Moving: A Quantitative Spatial Equilibrium Model with Wealth

  Staff Working Paper 2023-34 Elisa Giannone, Qi Li, Nuno Paixão, Xinle Pang

  We propose a model to understand low observed migration rates by considering the interaction between location and wealth decisions. We look at different policies and find that temporary moving vouchers only slightly increase welfare, while lower housing regulations can decrease the welfare gap by lowering house prices nationwide.

  Content Type(s): Staff research, Staff working papers Topic(s): Housing, Regional economic developments JEL Code(s): G, G5, G51, R, R1, R12, R13, R2, R3, R31, R5, R52