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 Topic(s): Credit risk management, Econometric and statistical methods, Economic models JEL Code(s): C, C2, C23, C25, C5, C58, G, G2, G24
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 Topic(s): Financial markets, Financial stability JEL Code(s): G, G1, G2, G20, G23
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 Topic(s): Economic models, Financial institutions, Financial markets, Financial stability JEL Code(s): G, G1, G12, G14, G2, G20, G23
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 Topic(s): Financial institutions, Financial markets, Financial stability JEL Code(s): G, G0, G01, G2, G20, G23
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 Topic(s): Financial markets, Financial stability JEL Code(s): G, G1, G2, G20, G23
Alternative Futures for Government of Canada Debt Management Staff Discussion Paper 2018-15 Corey Garriott, Sophie Lefebvre, Guillaume Nolin, Francisco Rivadeneyra, Adrian Walton This paper presents four blue-sky ideas for lowering the cost of the Government of Canada’s debt without increasing the debt’s risk profile. We argue that each idea would improve the secondary-market liquidity of government debt, thereby increasing the demand for government bonds and thus lowering their cost at issuance. Content Type(s): Staff research, Staff discussion papers Topic(s): Debt management, Financial markets, Market structure and pricing JEL Code(s): G, G1, G12, G2, G24, H, H6, H63
Macroprudential FX Regulations: Shifting the Snowbanks of FX Vulnerability? Staff Working Paper 2018-55 Toni Ahnert, Kristin Forbes, Christian Friedrich, Dennis Reinhardt Can macroprudential foreign exchange (FX) regulations on banks reduce the financial and macroeconomic vulnerabilities created by borrowing in foreign currency? To evaluate the effectiveness and unintended consequences of macroprudential FX regulations, we develop a parsimonious model of bank and market lending in domestic and foreign currency and derive four predictions. Content Type(s): Staff research, Staff working papers Topic(s): Exchange rates, Financial institutions, Financial system regulation and policies, International financial markets JEL Code(s): F, F3, F32, F34, G, G1, G15, G2, G21, G28
Modelling the Macrofinancial Effects of a House Price Correction in Canada Staff Analytical Note 2018-36 Thibaut Duprey, Xuezhi Liu, Cameron MacDonald, Maarten van Oordt, Sofia Priazhkina, Xiangjin Shen, Joshua Slive We use a suite of risk-assessment models to examine the possible impact of a hypothetical house price correction, centred in the Toronto and Vancouver areas. We also assume financial stress significantly amplifies the macroeconomic impact of the house price decline. Content Type(s): Staff research, Staff analytical notes Topic(s): Financial institutions, Financial stability, Housing JEL Code(s): E, E2, E27, E3, E37, E4, E44, G, G2, G21
The Impact of Recent Policy Changes on the Canadian Mortgage Market Staff Analytical Note 2018-35 Olga Bilyk, Maria teNyenhuis Recent policy changes are having a clear impact on the mortgage market. The number of new, highly indebted borrowers has fallen, and overall mortgage activity has slowed significantly. Content Type(s): Staff research, Staff analytical notes Topic(s): Credit and credit aggregates, Financial institutions, Interest rates, Recent economic and financial developments JEL Code(s): D, D1, E, E4, G, G2, G21, G28
The Framework for Risk Identification and Assessment Technical Report No. 113 Cameron MacDonald, Virginie Traclet Risk assessment models are an important component of the Bank’s analytical tool kit for assessing the resilience of the financial system. We describe the Framework for Risk Identification and Assessment (FRIDA), a suite of models developed at the Bank of Canada to quantify the impact of financial stability risks to the broader economy and a range of financial system participants (households, businesses and banks). Content Type(s): Staff research, Technical reports Topic(s): Economic models, Financial institutions, Financial stability, Housing JEL Code(s): C, C3, C5, C6, C7, D, D1, E, E0, E00, E2, E27, E3, E37, E4, E47, G, G0, G2, G21