Financial Shocks and the Output Growth Distribution Staff working paper 2025-25 Francois-Michel Boire, Thibaut Duprey, Alexander Ueberfeldt This paper studies how financial shocks shape the distribution of output growth by introducing a quantile-augmented vector autoregression (QAVAR), which integrates quantile regressions into a structural VAR framework. The QAVAR preserves standard shock identification while delivering flexible, nonparametric forecasts of conditional moments and tail risk measures for gross domestic product. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C3, C32, C5, C53, E, E3, E32, E4, E44, G, G0, G01 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
March 2, 2017 Thermometer Rising—Climate Change and Canada’s Economic Future Remarks Timothy Lane Finance and Sustainability Initiative Montréal, Quebec Deputy Governor Tim Lane discusses the implications of climate change—and actions to address it—for Canada’s economy and financial system. Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Financial system, Financial markets, Financial stability, Monetary policy, Economic models, Economy/Economic growth
November 19, 2015 The Effect of Regulatory Changes on Monetary Policy Implementation Frameworks Bank of Canada Review - Autumn 2015 Meyer Aaron, Annick Demers, Sean Durr This article provides an analysis of some recent banking regulatory initiatives that are likely to influence the activities of financial intermediaries and the effectiveness of central bank monetary policy implementation frameworks. Although the effects of individual regulations can be anticipated in most cases, the combined regulatory impact is not yet clear. Central banks should, however, be able to accommodate the effects of the emerging regulatory environment within their existing policy implementation frameworks. Content Type(s): Publications, Bank of Canada Review articles JEL Code(s): E, E5, E52, G, G2, G21, L, L5, L50
Financial Constraint and Productivity: Evidence from Canadian SMEs Staff working paper 2016-44 Shutao Cao, Danny Leung The degree to which financial constraint is binding is often not directly observable in commonly used business data sets (e.g., Compustat). In this paper, we measure and estimate the likelihood of a firm being constrained by external financing using a data set of small- and medium-sized Canadian firms. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D2, D24, G, G3, G32, L, L2, L25 Research Theme(s): Financial system, Financial institutions and intermediation, Household and business credit, Models and tools, Economic models, Structural challenges, Digitalization and productivity
May 16, 2000 Recent Developments in the Monetary Aggregates and Their Implications Bank of Canada Review - Spring 2000 Joseph Atta-Mensah Narrow Money—Transactions Money The growth rate of the narrow monetary aggregates picked up in 1999, reflecting the expansion in economic activity and the stabilization of interest rates. The sharp acceleration of the narrow aggregates in recent months suggests buoyant growth in GDP in coming quarters. Signs of a possible rise in inflation are also emerging. Over the longer run, for inflation to remain in the Bank's 1 to 3 per cent target range, the growth of narrow money would have to slow down from its current pace. In 1999, the growth rate of M1 also began to converge with that of the other narrow aggregates, M1+ and M1++. This suggests that the influence of the special factors that have been affecting the growth rate of M1 has diminished. Broad Money—"Store of Value" Household savings represent deferred consumption, and therefore the broad monetary aggregate provides information about future spending and, hence, inflation. In 1999, the very broad measure of money, M2++, grew at much the same rate as it did in 1998. This outcome is in line with inflation remaining in the inflation-control target range over the next couple of years. Content Type(s): Publications, Bank of Canada Review articles
A Review of the Bank of Canada’s Market Operations Related to COVID-19 Staff discussion paper 2023-6 Grahame Johnson This paper reviews the range of extraordinary programs launched by the Bank of Canada in response to the pandemic-related financial market disruption. It provides some recommendations for future interventions to ensure the programs are appropriately structured for the financial and economic stresses they are intended to address. Content Type(s): Staff research, Staff discussion papers JEL Code(s): D, D4, D47, E, E4, E41, E5, G, G0, G01, G1, G14, G2, G21, G23, H, H1, H12 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial stability and systemic risk, Monetary policy, Monetary policy tools and implementation
How to Manage Macroeconomic and Financial Stability Risks: A New Framework Staff analytical note 2018-11 Alexander Ueberfeldt, Thibaut Duprey Financial system vulnerabilities increase the downside risk to future GDP growth. Macroprudential tightening significantly reduces financial stability risks associated with vulnerabilities. Monetary policy faces a trade-off between financial stability and macroeconomic risks. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E4, E44, E5, E52, E58, G, G0, G01 Research Theme(s): Financial system, Financial stability and systemic risk, Financial system regulation and oversight, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
Retrieving Implied Financial Networks from Bank Balance-Sheet and Market Data Staff working paper 2017-30 Jose Fique In complex and interconnected banking systems, counterparty risk does not depend only on the risk of the immediate counterparty but also on the risk of others in the network of exposures. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C6, C63, D, D8, D85, G, G2, G21 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial institutions and intermediation, Financial stability and systemic risk
Crude Oil Prices and Fixed-Asset Cash Spending in the Oil and Gas Industry: Findings from VAR Models Staff analytical note 2016-8 Farrukh Suvankulov This note investigates the relationship between crude oil prices and investment in the energy sector. We employ a set of vector autoregression (VAR) models (unconstrained VAR, vector error-correction and Bayesian VAR) to formalize the relationship between the West Texas Intermediate (WTI) benchmark and fixed-asset cash spending in the oil and gas extraction and support activities sector of the Canadian economy. Content Type(s): Staff research, Staff analytical notes JEL Code(s): E, E2, E22, E27, Q, Q4, Q43, Q47 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
September 20, 2022 Macroeconomics of the 2020s: What we’ve learned, and what’s to come Remarks Paul Beaudry University of Waterloo Faculty of Arts Distinguished Lecture in Economics Waterloo, Ontario Deputy Governor Paul Beaudry discusses the macroeconomic lessons we’ve learned during the COVID-19 pandemic, and what lies ahead to bring inflation back to target. Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Monetary policy, Economy/Economic growth, Inflation, Inflation targeting framework