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20 Results

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.

Unpacking Moving: A Quantitative Spatial Equilibrium Model with Wealth

Staff Working Paper 2023-34 Elisa Giannone, Qi Li, Nuno Paixao, 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

House Price Responses to Monetary Policy Surprises: Evidence from the U.S. Listings Data

Staff Working Paper 2022-39 Denis Gorea, Oleksiy Kryvtsov, Marianna Kudlyak
Existing literature documents that house prices respond to monetary policy surprises with a significant delay, taking years to reach their peak response. We present new evidence of a much faster response.

Analyzing the house price boom in the suburbs of Canada’s major cities during the pandemic

Staff Analytical Note 2022-7 Louis Morel
We assess how location affects house prices in Canada. The gap in prices between suburbs and downtown was closing gradually before the pandemic. The gap has been closing faster since spring 2020. This finding reflects a shift in preferences toward more living space.

Housing demand in Canada: A novel approach to classifying mortgaged homebuyers

Staff Analytical Note 2022-1 Mikael Khan, Yang Xu
We introduce a novel approach to categorize mortgaged homebuyers into first-time homebuyers, repeat homebuyers and investors. We show how these groups contribute to activity in Canadian housing markets, and we analyze the differences in their demographic and financial characteristics.
Content Type(s): Staff research, Staff analytical notes Topic(s): Financial stability, Housing JEL Code(s): R, R2, R21, R3, R31

Detecting exuberance in house prices across Canadian cities

Staff Analytical Note 2021-9 Ugochi Emenogu, Cars Hommes, Mikael Khan
We introduce a model to detect periods of extrapolative house price expectations across Canadian cities. The House Price Exuberance Indicator can be updated on a quarterly basis to support the Bank of Canada’s broader assessment of housing market imbalances.

Examining the Impact of Home Purchase Restrictions on China’s Housing Market

Staff Working Paper 2021-18 Zhentong Lu, Sisi Zhang, Jian Hong
How do “cooling measures” in the housing market—policies aimed to stabilize prices—affect the market? We use a structural model of housing demand and price competition among developers to evaluate China’s home purchase restriction policies implemented in 2010–11.
Content Type(s): Staff research, Staff working papers Topic(s): Housing, Market structure and pricing JEL Code(s): O, O1, O18, R, R3, R31, R38

How Do Mortgage Rate Resets Affect Consumer Spending and Debt Repayment? Evidence from Canadian Consumers

Staff Working Paper 2020-18 Katya Kartashova, Xiaoqing Zhou
We study the causal effect of mortgage rate changes on consumer spending, debt repayment and defaults during an expansionary and a contractionary monetary policy episode in Canada. We find asymmetric responses of consumer durable spending, deleveraging and defaults. These findings help us to understand household sector response to interest rate changes.

The Effect of Mortgage Rate Resets on Debt: Evidence from TransUnion (Part I)

Staff Analytical Note 2020-2 Katya Kartashova
This note studies how decreases in mortgage rates affect the behaviour of borrowers in terms of spending on durable goods and repaying debt.
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