A Look Inside the Box: Combining Aggregate and Marginal Distributions to Identify Joint Distributions Staff Working Paper 2018-29 Marie-Hélène Felt This paper proposes a method for estimating the joint distribution of two or more variables when only their marginal distributions and the distribution of their aggregates are observed. Nonparametric identification is achieved by modelling dependence using a latent common-factor structure. Content Type(s): Staff research, Staff working papers Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods JEL Code(s): C, C1, C14, D, D1, D14, E, E4, E41
A Barometer of Canadian Financial System Vulnerabilities Staff Analytical Note 2017-24 Thibaut Duprey, Tom Roberts This note presents a composite indicator of Canadian financial system vulnerabilities—the Vulnerabilities Barometer. It aims to complement the Bank of Canada’s vulnerabilities assessment by adding a quantitative and synthesized perspective to the more granular (distributional) analysis presented in the Financial System Review. Content Type(s): Staff research, Staff analytical notes Topic(s): Econometric and statistical methods, Financial stability, Monetary and financial indicators JEL Code(s): C, C1, C14, C4, C40, D, D1, D14, E, E3, E32, E6, E66, F, F0, F01, G, G0, G01, G1, G15, G2, G21, H, H6, H63
November 28, 2017 Analysis of Household Vulnerabilities Using Loan-Level Mortgage Data Financial System Review - November 2017 Olga Bilyk, Alexander Ueberfeldt, Yang Xu This report examines detailed data on home mortgages to provide a better understanding of the vulnerabilities associated with the mortgage market. The proportion of low-ratio mortgages is growing, particularly in regions with strong house price growth. Moreover, these borrowers exhibit less flexibility to adverse shocks, since they have high debt levels relative to income and have taken mortgages with long amortization periods. Content Type(s): Publications, Financial System Review articles Topic(s): Credit and credit aggregates, Recent economic and financial developments, Sectoral balance sheet JEL Code(s): D, D1, D12, D14, G, G2, G21, G28
Adoption Costs of Financial Innovation: Evidence from Italian ATM Cards Staff Working Paper 2017-8 Kim Huynh, Philipp Schmidt-Dengler, Gregor W. Smith, Angelika Welte The discrete choice to adopt a financial innovation affects a household’s exposure to inflation and transactions costs. We model this adoption decision as being subject to an unobserved cost. Content Type(s): Staff research, Staff working papers Topic(s): Bank notes, Econometric and statistical methods, Financial services JEL Code(s): C, C3, C35, D, D1, D14, E, E4, E41
Household Risk Assessment Model Technical Report No. 106 Brian Peterson, Tom Roberts Household debt can be an important source of vulnerability to the financial system. This technical report describes the Household Risk Assessment Model (HRAM) that has been developed at the Bank of Canada to stress test household balance sheets at the individual level. Content Type(s): Staff research, Technical reports Topic(s): Financial stability, Housing, Sectoral balance sheet JEL Code(s): C, C0, C6, C63, C65, D, D0, D1, D14
The Impact of Macroprudential Housing Finance Tools in Canada: 2005–10 Staff Working Paper 2016-41 Jason Allen, Timothy Grieder, Brian Peterson, Tom Roberts This paper combines loan-level administrative data with household-level survey data to analyze the impact of recent macroprudential policy changes in Canada using a microsimulation model of mortgage demand of first-time homebuyers. Content Type(s): Staff research, Staff working papers Topic(s): Financial system regulation and policies JEL Code(s): C, C6, C63, D, D1, D14, G, G2, G28
Financial Inclusion—What’s it Worth? Staff Working Paper 2016-30 Miguel Ampudia, Michael Ehrmann The paper studies the determinants of being unbanked in the euro area and the United States as well as the effects of being unbanked on wealth accumulation. Based on household-level data from The Eurosystem Household Finance and Consumption Survey and the U.S. Survey of Consumer Finances, it first documents that there are, respectively, 3.6 per cent and 7.5 per cent of unbanked households in the two economies. Content Type(s): Staff research, Staff working papers Topic(s): Econometric and statistical methods, Financial services, Financial system regulation and policies, Housing JEL Code(s): D, D1, D14, G, G2, G21, G28
The Impact of Bankruptcy Reform on Insolvency Choice and Consumer Credit Staff Working Paper 2016-26 Jason Allen, Kiana Basiri We examine the impact of the 2009 amendments to the Canadian Bankruptcy and Insolvency Act on insolvency decisions. Rule changes steered debtors out of division I proposals and into the more cost-effective division II proposals. Content Type(s): Staff research, Staff working papers Topic(s): Credit and credit aggregates, Financial institutions, Financial system regulation and policies JEL Code(s): D, D1, D14, G, G2, K, K3, K35
Housing and Tax-Deferred Retirement Accounts Staff Working Paper 2016-24 Anson T. Y. Ho, Jie Zhou Assets in tax-deferred retirement accounts (TDA) and housing are two major components of household portfolios. In this paper, we develop a life-cycle model to examine the interaction between households’ use of TDA and their housing decisions. Content Type(s): Staff research, Staff working papers Topic(s): Economic models, Housing JEL Code(s): C, C6, C61, D, D1, D14, D9, D91, E, E2, E21, H, H2, H24, R, R2, R21
December 15, 2015 Indebted Households and Potential Vulnerabilities for the Canadian Financial System: A Microdata Analysis Financial System Review - December 2015 Gino Cateau, Tom Roberts, Jie Zhou Over the past decade, an increasing proportion of households in Canada have become highly indebted relative to their income. These highly indebted households now hold one-fifth of total Canadian household debt.Simulations suggest that this greater degree of household indebtedness could exacerbate the impact of shocks to income and interest rates relative to the pre-crisis period. However, an assessment of the vulnerability of the Canadian financial system should, among other factors, account for the ability of Canadian financial institutions to withstand losses from the household sector. Content Type(s): Publications, Financial System Review articles Topic(s): Credit and credit aggregates, Financial stability, Housing, Recent economic and financial developments JEL Code(s): D, D1, D14, E, E5, E51