Composite Likelihood Estimation of an Autoregressive Panel Probit Model with Random Effects Staff working paper 2019-16 Kerem Tuzcuoglu Modeling and estimating persistent discrete data can be challenging. In this paper, we use an autoregressive panel probit model where the autocorrelation in the discrete variable is driven by the autocorrelation in the latent variable. In such a non-linear model, the autocorrelation in an unobserved variable results in an intractable likelihood containing high-dimensional integrals. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C2, C23, C25, C5, C58, G, G2, G24 Research Theme(s): Financial system, Household and business credit, Models and tools, Econometric, statistical and computational methods, Economic models
Financial Distress and Hedging: Evidence from Canadian Oil Firms Staff discussion paper 2019-4 Kun Mo, Farrukh Suvankulov, Sophie Griffiths The paper explores the link between financial distress and the commodity price hedging behaviour of Canadian oil firms. Content Type(s): Staff research, Staff discussion papers JEL Code(s): G, G3, G32, Q, Q4, Q40 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Household and business credit
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
Could Canadian Bond Funds Add Stress to the Financial System? Staff analytical note 2019-9 Rohan Arora, Guillaume Bédard-Pagé, Guillaume Ouellet Leblanc, Ryan Shotlander We create a hypothetical scenario to study the role bond funds play in intensifying shocks to the financial system. Using data from 2018 and 2007, we find that bond funds play a larger role now than they did in the past. Content Type(s): Staff research, Staff analytical notes JEL Code(s): G, G1, G2, G20, G23 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial institutions and intermediation, Financial stability and systemic risk
Bond Funds and Fixed-Income Market Liquidity: A Stress-Testing Approach Technical report No. 115 Rohan Arora, Guillaume Bédard-Pagé, Guillaume Ouellet Leblanc, Ryan Shotlander This report provides a detailed technical description of a stress test model for investment funds called Ceto. Content Type(s): Staff research, Technical reports JEL Code(s): G, G1, G12, G14, G2, G20, G23 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial institutions and intermediation, Financial stability and systemic risk
Firm-level Investment Under Imperfect Capital Markets in Ukraine Staff working paper 2019-14 Oleksandr Shcherbakov This paper develops and estimates a model of firm-level fixed capital investment when firms face borrowing constraints. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C6, C61, C63, D, D2, D24, G, G3, G31 Research Theme(s): Financial system, Household and business credit, Models and tools, Econometric, statistical and computational methods, Economic models
Non-Bank Financial Intermediation in Canada: An Update Staff discussion paper 2019-2 Guillaume Bédard-Pagé Non-bank financing provides an important funding source for the economy and is a valuable alternative to traditional banking. It helps enhance the efficiency and resiliency of the financial system while giving customers more choices for their financial services. Unlike banking, it is not prudentially regulated. Content Type(s): Staff research, Staff discussion papers JEL Code(s): G, G0, G01, G2, G20, G23 Research Theme(s): Financial system, Financial institutions and intermediation, Financial stability and systemic risk, Money and payments, Digital assets and fintech
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
Liquidity Management of Canadian Corporate Bond Mutual Funds: A Machine Learning Approach Staff analytical note 2019-7 Rohan Arora, Chen Fan, Guillaume Ouellet Leblanc When redeeming shares for investors, bond fund managers must choose a mix of cash and bond sales to honour their commitments. This note uses machine learning algorithms to uncover new patterns in decisions fund managers make to meet redemptions. Content Type(s): Staff research, Staff analytical notes JEL Code(s): G, G1, G2, G20, G23 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial institutions and intermediation, Models and tools, Econometric, statistical and computational methods
Macroprudential Policy with Capital Buffers Staff working paper 2019-8 Josef Schroth The countercyclical capital buffer is part of Basel III, the set of regulatory measures developed in response to the financial crisis of 2007–09. This study focuses on how time-varying capital buffers can address inefficiencies in economies with endogenous financial crises. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E1, E13, E3, E32, E4, E44 Research Theme(s): Financial system, Financial stability and systemic risk, Financial system regulation and oversight, Household and business credit