Consumers’ Path to Mortgage Delinquency Staff analytical paper 2026-3 Laura Zhao, Jia Qi Xiao, Aidan Witts Analyzing TransUnion data from 2015–2024, this study identifies a systematic timeline of distress where rising credit utilization and non-mortgage arrears precede mortgage delinquency by up to two years. This deterioration intensifies in the final six months, providing a robust suite of high-frequency indicators for monitoring emerging household stress. Content Type(s): Staff research, Staff analytical paper JEL Code(s): D, D1, D14, G, G2, G21, G5, G51 Research Theme(s): Financial system, Financial system regulation and oversight, Household and business credit
Perceived Unemployment Risks over Business Cycles Staff working paper 2025-23 William Du, Adrian Monninger, Xincheng Qiu, Tao Wang Aggregate consumption impacts of heightened job risks during recessions can arise either from ex-ante responses to the fear of unemployment or from ex-post consumption declines due to realized income losses. We use survey-based perceptions of job risk and actual labor market transitions to quantify the relative contributions of these two channels. We further show that belief stickiness limits the extent of ex-ante insurance against job risks. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D14, E, E2, E21, E7, E71, G, G5, G51 Research Theme(s): Monetary policy, Monetary policy framework and transmission, Real economy and forecasting, Structural challenges, Demographics and labour supply
Dynamic Consumer Cash Inventory Model Staff working paper 2025-22 Kim Huynh, Oleksandr Shcherbakov, André Stenzel We study consumer cash inventory behavior by developing a dynamic model of forward-looking consumers and estimating structural parameters of the model using detailed consumer survey data. Consumers facing holding and withdrawal costs solve a discrete-time continuous-control dynamic programming problem to optimally use cash at the point of sale. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D12, D14, E, E4, E41, E42, G, G2, G21 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Cash and bank notes
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
Using new loan data to better understand mortgage holders Staff analytical note 2025-1 Odae Al Aboud, Saarah Sheikh, Adam Su, Yang Xu The Bank of Canada is using an enhanced dataset that tracks the stock of outstanding mortgages and home equity lines of credit held by federally regulated lenders. This paper highlights some of the new details in the dataset and how they impact the Bank’s understanding of the mortgage market. Content Type(s): Staff research, Staff analytical notes JEL Code(s): D, D1, D12, D14, G, G2, G21, G28 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit
Familiarity with Crypto and Financial Concepts: Cryptoasset Owners, Non-Owners, and Gender Differences Staff working paper 2024-48 Daniela Balutel, Walter Engert, Christopher Henry, Kim Huynh, Doina Rusu, Marcel Voia Measuring cryptoasset knowledge alongside financial knowledge enhances our understanding of individuals' decisions to purchase cryptoassets. This paper uses microdata from the Bank of Canada’s Bitcoin Omnibus Survey to examine gender differences and the interrelationship between crypto and financial knowledge through an empirical joint analysis. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C8, C81, D, D1, D14, D9, D91, G, G5, G53, O, O5, O51 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Money and payments, Digital assets and fintech
Saving after Retirement and Preferences for Residual Wealth Staff working paper 2024-21 Giulio Fella, Martin B. Holm, Thomas Michael Pugh We estimate a model of households in Norway with bequest motives, health-dependent utility, and uncertain longevity and health. Our estimates imply strong bequest motives for households both with and without offspring. We interpret this as suggestive evidence that utility from residual wealth represents forces beyond an altruistic bequest motive. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D11, D12, D14, E, E2, E21 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Economic models, Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
Measuring household financial stress in Canada using consumer surveys Staff analytical note 2024-5 Nicolas Bédard, Patrick Sabourin We use data from the Canadian Survey of Consumer Expectations to understand how households are coping with high inflation and high interest rates. We build a subjective measure of financial stress and find that the level of stress is at a historical high but remains manageable for most households. Content Type(s): Staff research, Staff analytical notes JEL Code(s): D, D1, D14, G, G5, H, H3 Research Theme(s): Financial system, Household and business credit, Monetary policy, Real economy and forecasting
Perceived versus Calibrated Income Risks in Heterogeneous-Agent Consumption Models Staff working paper 2023-59 Tao Wang Perceived income risks reported in a survey of consumer expectations are more heterogeneous and, on average, lower than indirectly calibrated risks based on panel data. They prove to be one explanation for why a large fraction of households hold very little liquid savings and why accumulated wealth is widely unequal across households. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D14, E, E2, E21, E7, E71, G, G5, G51 Research Theme(s): Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission, Real economy and forecasting
November 22, 2022 Tracking the financial vulnerabilities of households and the housing market The Bank of Canada is publishing a new set of indicators of financial vulnerabilities. This will allow households, the private sector, financial authorities and governments to better understand and monitor the evolution of two key vulnerabilities in the financial system: the elevated level of household indebtedness and high house prices. Content Type(s): Publications, Financial System Hub articles JEL Code(s): D, D1, D14, D8, D84, E, E5, G, G2, G21, R, R2, R21