Comparison of Bayesian and Sample Theory Parametric and Semiparametric Binary Response Models Staff working paper 2022-31 Xiangjin Shen, Iskander Karibzhanov, Hiroki Tsurumi, Shiliang Li We use graphic processing unit computing to compare Bayesian and sample theory semiparametric binary response models. Our findings show that optimal bandwidth does not outperform regular bandwidth in binary semiparametric models. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C14, C3, C35, C5, C51, C6, C63, D, D1 Research Theme(s): Financial system, Household and business credit, Models and tools, Econometric, statistical and computational methods
Extreme Weather and Low-Income Household Finance: Evidence from Payday Loans Staff working paper 2024-1 Shihan Xie, Victoria Wenxin Xie, Xu Zhang This paper explores the impact of extreme weather exposures on the financial outcomes of low-income households. Our findings highlight the heightened financial vulnerability of low-income households to environmental shocks and underscore the need for targeted policies. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G5, Q, Q5, Q54 Research Theme(s): Financial system, Household and business credit, Structural challenges, Climate change
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
Monetary Policy, Credit Constraints and SME Employment Staff working paper 2022-49 Julien Champagne, Émilien Gouin-Bonenfant We revisit an old question: how do financial constraints affect the transmission of monetary policy to the real economy? To answer this question, we propose a simple empirical strategy that combines firm-level employment and balance sheet data, identified monetary policy shocks and survey data on financing activities. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E3, E4, E43, E5, E52, G, G3 Research Theme(s): Financial system, Household and business credit, Monetary policy, Monetary policy framework and transmission, Real economy and forecasting
Identifying Aggregate Shocks with Micro-level Heterogeneity: Financial Shocks and Investment Fluctuation Staff working paper 2020-17 Xing Guo This paper identifies aggregate financial shocks and quantifies their effects on business investment based on an estimated DSGE model with firm-level heterogeneity. On average, financial shocks contribute only 3% of the variation in U.S. public firms’ aggregate investment. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E1, E12, E2, E22, G, G3, G31, G32 Research Theme(s): Financial system, Household and business credit, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission, Real economy and forecasting
June 7, 2018 The Bank of Canada’s Financial System Survey Financial System Review - June 2018 Guillaume Bédard-Pagé, Ian Christensen, Scott Kinnear, Maxime Leboeuf This report presents the details of a new semi-annual survey that will improve the Bank of Canada’s surveillance across the financial system and deepen efforts to engage with financial system participants. The survey collects expert opinions on the risks to and resilience of the Canadian financial system as well as on emerging trends and financial innovations. The report presents an overview of the survey and provides high-level results from the spring 2018 survey. Content Type(s): Publications, Financial System Review articles JEL Code(s): C, C8, C83, G, G1, G11, G18, G2, G28, G3, G32
Credit Risk and Collateral Demand in a Retail Payment System Staff discussion paper 2016-16 Héctor Pérez Saiz, Gabriel Xerri The recent financial crisis has led to the development of new regulations to control risk in designated payment systems, and the implementation of new credit risk management standards is one of the key issues. In this paper, we study various credit risk management schemes for the Canadian retail payment system (ACSS) that are designed to cover the exposure of a defaulting member. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C5, C58, G, G2, G21, G23 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Econometric, statistical and computational methods, Money and payments, Payment and financial market infrastructures, Retail payments
November 16, 2017 Bank of Canada Review - Autumn 2017 Is shale oil production in the United States a factor in the 2014 oil price decline? Which methods of payment are commonly accepted by merchants in Canada? Bank researchers share their insights on these topics. They also provide an update on the neutral rate of interest as well as on changes to the Bank’s operational framework for market operations. Content Type(s): Publications, Bank of Canada Review
International Portfolio Rebalancing and Fiscal Policy Spillovers Staff working paper 2023-56 Sami Alpanda, Uluc Aysun, Serdar Kabaca We evaluate, both empirically and theoretically, the spillover effects that debt-financed fiscal policy interventions of the United States have on other economies. We consider a two-country model with international portfolio rebalancing effects. We show that US fiscal expansions would increase global long-term rates and hinder economic activity in the rest of the world. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E32, E6, E62, F, F4, F41, F44 Research Theme(s): Financial markets and funds management, International markets and currencies, Financial system, Financial stability and systemic risk, Models and tools, Economic models, Structural challenges, International trade, finance and competitiveness
Sluggish Forecasts Staff working paper 2018-39 Monica Jain Given the influence that agents’ expectations have on key macroeconomic variables, it is surprising that very few papers have tried to extrapolate agents’ “true” expectations directly from the data. This paper presents one such approach, starting with the hypothesis that there is sluggishness in inflation and real GDP growth forecasts. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E31, E37 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting