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 JEL Code(s): R, R2, R21, R3, R31 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit
Can the characteristics of new mortgages predict borrowers’ financial stress? Insights from the 2014 oil price decline Staff analytical note 2021-22 Olga Bilyk, Ken Chow, Yang Xu We study the relationship between characteristics of new mortgages and borrowers’ financial stress in Canada’s energy-intensive regions following the 2014 collapse in oil prices. We find that borrowers with limited home equity were more likely to have difficulty repaying debt. Content Type(s): Staff research, Staff analytical notes JEL Code(s): C, C2, C25, D, D1, D14, G, G2, G21, G5, G51, R, R2, R21 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit
Consumer Cash Withdrawal Behaviour: Branch Networks and Online Financial Innovation Staff working paper 2021-28 Heng Chen, Matthew Strathearn, Marcel Voia The physical network of bank branches is important in how consumers manage their cash holdings. This paper estimates how consumer withdrawal behaviour responds to the distance they must travel to their branch. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G2, G21, R, R2, R22 Research Theme(s): Money and payments, Cash and bank notes, Digital assets and fintech
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. Content Type(s): Staff research, Staff analytical notes JEL Code(s): C, C5, C53, R, R2, R21, R3, R31 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Models and tools, Economic models, Monetary policy, Real economy and forecasting
Update on housing market imbalances and household indebtedness Staff analytical note 2021-4 Mikael Khan, Olga Bilyk, Matthew Ackman Exceptional strength in the housing market during the pandemic is underpinning Canada’s economic recovery. However, two key vulnerabilities—housing market imbalances and elevated household indebtedness—have intensified. Content Type(s): Staff research, Staff analytical notes JEL Code(s): D, D1, D14, D8, D84, E, E5, G, G2, G21, G28, R, R2, R21 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit
Household indebtedness risks in the wake of COVID‑19 Staff analytical note 2020-8 Olga Bilyk, Anson T. Y. Ho, Mikael Khan, Geneviève Vallée COVID-19 presents challenges for indebted households. We assess these by drawing parallels between pandemics and natural disasters. Taking into account the financial health of the household sector when the pandemic began, we run model simulations to illustrate how payment deferrals and the labour market recovery will affect mortgage defaults. Content Type(s): Staff research, Staff analytical notes JEL Code(s): C, C2, C21, D, D1, D12, D14, E, E2, E24, E27, E6, E62, G, G2, G21, G28, R, R2 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Monetary policy, Real economy and forecasting
The Formation of House Price Expectations in Canada: Evidence from a Randomized Information Experiment Staff analytical note 2019-24 Marc-André Gosselin, Mikael Khan, Matthieu Verstraete We conduct a randomized information experiment leveraging the Canadian Survey of Consumer Expectations. We provide causal evidence that respondents revise both their short- and medium-term expectations of future house price growth in a way that is consistent with observed short-term momentum in house prices. However, empirically, house price growth tends to revert to its mean in the medium term. Content Type(s): Staff research, Staff analytical notes JEL Code(s): C, C9, D, D8, D84, R, R2, R21 Research Theme(s): Financial system, Household and business credit, Monetary policy, Real economy and forecasting
Disentangling the Factors Driving Housing Resales Staff analytical note 2019-12 Mikael Khan, Taylor Webley We use a recently developed model and loan-level microdata to decompose movements in housing resales since 2015. We find that fundamental factors, namely housing affordability and full-time employment, have had offsetting effects on resales over our study period. Content Type(s): Staff research, Staff analytical notes JEL Code(s): C, C2, C22, E, E2, R, R2, R21 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
Non-Resident Taxes and the Role of House Price Expectations Staff analytical note 2019-8 Mikael Khan, Matthieu Verstraete In recent years, the governments of Ontario and British Columbia have imposed taxes on purchases by non-Canadian residents of residential properties in certain jurisdictions. Content Type(s): Staff research, Staff analytical notes JEL Code(s): D, D8, D84, R, R2, R21 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit
Fundamental Drivers of Existing Home Sales in Canada Staff discussion paper 2018-16 Taylor Webley Existing home sales’ share of Canada’s economic pie has been rising in recent years, and variation around this trend has resulted in outsized contributions to changes in real gross domestic product (GDP). In this context, we use a cointegration framework to estimate the level of resale activity across the Canadian provinces that is supported by fundamentals—namely, full-time employment, housing affordability and migration flows—to help look through the volatility. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C2, C22, C23, E, E2, E27, R, R2, R21 Research Theme(s): Financial system, Household and business credit, Monetary policy, Real economy and forecasting