How will mortgage payments change at renewal? An updated analysis Staff analytical note 2025-21 Claudia Godbout, Adam Su, Yang Xu We update an assessment of potential changes in payments that mortgage holders could face at renewal in 2025 and 2026. We use an enhanced dataset (RESL2) that provides a more accurate starting point for mortgage balances. Content Type(s): Staff research, Staff analytical notes JEL Code(s): D, D1, D12, D14, G, G2, G21, G28, R, R2, R20 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit
Incorporating Trip-Chaining to Measuring Canadians’ Access to Cash Staff working paper 2025-16 Heng Chen, Hongyu Xiao Our paper employs smartphone data to construct an improved cash access metric by accounting for both spatial agglomeration and households’ travel patterns. We find that incorporating trip-chaining into the travel metric could show that travel costs are from 15 to 25% less than not incorporating trip-chaining and that the biggest decrease is driven by rural residents. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D12, O, O1, O18, R, R2, R22, R4, R41 Research Theme(s): Money and payments, Cash and bank notes
Canadians’ access to cash in 2023 Staff analytical note 2025-13 Heng Chen, Hongyu Xiao, Daneal O’Habib, Stephen Wild This study updates our measure of Canadians' access to cash through automated banking machines and financial institution branches. We find that in 2023 overall access to cash remains stable, while rural Canadians continue having less access. Content Type(s): Staff research, Staff analytical notes JEL Code(s): J, J1, J15, O, O1, R, R5, R51 Research Theme(s): Money and payments, Cash and bank notes
How do Canadians perceive access to cash? Staff analytical note 2024-24 Heng Chen, Daneal O’Habib, Hongyu Xiao This paper introduces a subjective measure of cash accessibility in Canada, complementing existing distance-based metrics developed by Chen, O’Habib and Xiao (2023). Analyzing data from the 2023 Methods-of-Payment Survey, this study explores how Canadians perceive their ease of accessing cash from automated banking machines (ABMs) and financial institution branches. Content Type(s): Staff research, Staff analytical notes JEL Code(s): J, J1, J15, O, O1, R, R5, R51 Research Theme(s): Money and payments, Cash and bank notes
Immigration and US Shelter Prices: The Role of Geographical and Immigrant Heterogeneity Staff working paper 2024-40 James Cabral, Walter Steingress The arrival of immigrants increases demand for housing and puts upward pressure on shelter prices. Using instrumental variables based on the ancestry composition of residents in US counties, we estimate the causal impact of immigration on local shelter prices. Content Type(s): Staff research, Staff working papers JEL Code(s): J, J6, J61, R, R2, R23, R3, R31 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Real economy and forecasting, Structural challenges, Demographics and labour supply
Monetary Policy and Racial Inequality in Housing Markets: A Study of 140 US Metropolitan Areas Staff working paper 2023-62 Qi Li, Xu Zhang We find that minority households see greater declines in housing returns and entries into homeownership than White households after a tightening of monetary policy. Our findings emphasize the unintended consequences of monetary policy on racial inequality in the housing market. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E40, E5, E52, R, R0, R00 Research Theme(s): Financial system, Household and business credit, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
Immigration and Provision of Public Goods: Evidence at the Local Level in the U.S. Staff working paper 2023-57 Anna Maria Mayda, Mine Z. Senses, Walter Steingress Using U.S. county-level data from 1990 to 2010, we study the causal impact of immigration on the provision of local public goods. We uncover substantial heterogeneity across immigrants with different skills and immigrants of different generations, which leads to unequal fiscal effects across U.S. counties. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F2, F22, H, H4, H41, H7, J, J6, J61, J68, R, R5 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
How Far Do Canadians Need to Travel to Access Cash? Staff discussion paper 2023-28 Heng Chen, Daneal O’Habib, Hongyu Xiao This paper develops a travel-based metric to measure Canadians’ access to cash from automated banking machines (ABMs) and financial institution branches. We find that, overall, access to cash remained stable between 2019 and 2022. The total number of ABMs in Canada increased by 3.7% and the total number of branches decreased by 5.2% during that period. Content Type(s): Staff research, Staff discussion papers JEL Code(s): G, G2, G21, J, J1, J15, R, R5, R51 Research Theme(s): Money and payments, Cash and bank notes
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 JEL Code(s): A, C, C4, C45, C5, C53, D, D2, R, R2, R3 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
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 JEL Code(s): G, G5, G51, R, R1, R12, R13, R2, R3, R31, R5, R52 Research Theme(s): Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply