Identifying Nascent High-Growth Firms Using Machine Learning Staff working paper 2023-53 Stéphanie Houle, Ryan Macdonald Firms that grow rapidly have the potential to usher in new innovations, products or processes (Kogan et al. 2017), become superstar firms (Haltiwanger et al. 2013) and impact the aggregate labour share (Autor et al. 2020; De Loecker et al. 2020). We explore the use of supervised machine learning techniques to identify a population of nascent high-growth firms using Canadian administrative firm-level data. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C55, C8, C81, L, L2, L25 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Structural challenges, Digitalization and productivity
December 14, 2009 Liquidity Standards in a Macroprudential Context Financial System Review - December 2009 Carol Ann Northcott, Mark Zelmer Content Type(s): Publications, Financial System Review articles
May 19, 1999 Monetary Policy Report – May 1999 Six months ago, at the time of the last Monetary Policy Report, the global economic and financial environment was volatile and highly uncertain because of the adverse situation in Asia and the fallout from the Russian debt moratorium. Content Type(s): Publications, Monetary Policy Report
The Macroeconomic Effects of Portfolio Equity Inflows Staff working paper 2023-31 Nick Sander I provide evidence that portfolio equity inflows can have expansionary effects on GDP and inflation if not offset by monetary policy. I use a shift-share instrument to estimate equity inflows based on plausibly exogenous timing of inflows into mutual funds with heterogeneous country portfolios. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E32, F, F3, F32, F4, F44 Research Theme(s): Financial system, Financial stability and systemic risk, Monetary policy, Monetary policy framework and transmission, Structural challenges, International trade, finance and competitiveness
Firm Heterogeneity and Adverse Selection in External Finance: Micro Evidence and Macro Implications Staff working paper 2025-20 Xing Guo, Pablo Ottonello, Thomas Winberry, Toni Whited We develop a heterogeneous firm macro model with private information and quantify the aggregate relevance of asymmetric information. We find that a spike in private information account for 40% of the decline in aggregate investment during the 2007-2009 financial crisis and made monetary stimulus significantly less effective. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D8, D82, E, E2, E22, E3, E32, E5, E52, G, G3, G30 Research Theme(s): Financial system, Financial institutions and intermediation, Household and business credit, Models and tools, Economic models, Monetary policy, Monetary policy framework and transmission
Has the Inflation Process Changed? Selective Review of Recent Research on Inflation Dynamics Staff discussion paper 2020-11 Oleksiy Kryvtsov, James (Jim) C. MacGee From 2011 to 2019, inflation in Canada and advanced economies usually registered below inflation targets, spurring the debate on whether the inflation process has changed. This paper highlights emerging questions that will influence the conduct of monetary policy in Canada in the near term. Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E3, E31, E5, E52 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
Markups and Inflation in Oligopolistic Markets: Evidence from Wholesale Price Data Staff working paper 2024-20 Patrick Alexander, Lu Han, Oleksiy Kryvtsov, Ben Tomlin We study how the interaction of market power and nominal price rigidity influences inflation dynamics. We find that pass-through declines with price stickiness when markets are concentrated, which implies a lower slope of the New Keynesian Phillips curve. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D4, D43, E, E3, E31, L, L1, L13, L8, L81 Research Theme(s): Financial markets and funds management, Market structure, Monetary policy, Inflation dynamics and pressures
International Transmission of Quantitative Easing Policies: Evidence from Canada Staff working paper 2022-30 Serdar Kabaca, Kerem Tuzcuoglu This paper examines the cross-border spillovers from major economies’ quantitative easing (QE) policies to their trading partners. We concentrate on spillovers from the US to Canada during the zero lower bound period when QE policies were actively used. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E5, E52, F, F4, F41, F44 Research Theme(s): Monetary policy, Monetary policy framework and transmission, Monetary policy tools and implementation, Structural challenges, International trade, finance and competitiveness
Information Contagion and Systemic Risk Staff working paper 2017-29 Co-Pierre Georg, Toni Ahnert We examine the effect of ex-post information contagion on the ex-ante level of systemic risk defined as the probability of joint bank default. Content Type(s): Staff research, Staff working papers JEL Code(s): G, G0, G01, G1, G11, G2, G21 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial stability and systemic risk
Survey of Indigenous Firms: A Snapshot of Wages, Prices and Financing in the Indigenous Business Sector in Canada Staff discussion paper 2024-4 Calista Cheung, James Fudurich, Janki Shah, Farrukh Suvankulov What sources of financing do Indigenous-owned businesses in Canada use, and what are their expectations about prices, wages and inflation? We find Indigenous-owned firms are significantly less reliant on financial institutions as sources of financing compared with non-Indigenous firms. We also find Indigenous-owned firms have higher inflation expectations and weaker wage-growth expectations. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C8, C83, D, D0, G, G3, G38, J, J1, J15 Research Theme(s): Financial system, Household and business credit, Monetary policy, Inflation dynamics and pressures, Structural challenges, Demographics and labour supply