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
Can the Canadian International Investment Position Stabilize a Slowing Economy? Staff analytical note 2017-14 Maxime Leboeuf, Chen Fan In this note, we find that valuation effects can act as an important stabilizer, strengthening Canada’s net external wealth when its economic outlook worsens relative to that of other countries. Content Type(s): Staff research, Staff analytical notes JEL Code(s): F, F2, F21, F3, F32 Research Theme(s): Financial system, Financial stability and systemic risk, Structural challenges, International trade, finance and competitiveness
Short-Run and Long-Run News: Evidence from Giant Commodity Discoveries Staff working paper 2025-24 Jean-Paul L’Huillier, Kirill Shakhnov, Laure Simon Our understanding of news shocks is, to a large extent, based on studies that focus empirically on short-run news. This paper brings new insights by analyzing the effects of giant commodity discoveries, which typically materialize over the longer run. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E23, F, F3, F4, Q, Q3, Q33 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Economic models, Monetary policy, Real economy and forecasting, Structural challenges, International trade, finance and competitiveness
March 11, 2021 COVID-19, savings and household spending Remarks (delivered virtually) Lawrence L. Schembri Restaurants Canada Toronto, Ontario Deputy Governor Lawrence Schembri talks about the Bank’s latest interest rate announcement and discusses how COVID-19 has affected savings and the outlook household spending. Content Type(s): Press, Speeches and appearances, Remarks Subject(s): Monetary policy, Economy/Economic growth, Inflation, Inflation targeting framework
Evaluating the Bank of Canada Staff Economic Projections Using a New Database of Real-Time Data and Forecasts Staff working paper 2018-52 Julien Champagne, Guillaume Poulin-Bellisle, Rodrigo Sekkel We present a novel database of real-time data and forecasts from the Bank of Canada’s staff economic projections. We then provide a forecast evaluation for GDP growth and CPI inflation since 1982: we compare the staff forecasts with those from commonly used time-series models estimated with real-time data and with forecasts from other professional forecasters and provide standard bias tests. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C3, C32, E, E1, E17, E3, E37 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
The Mutable Geography of Firms’ International Trade Staff working paper 2025-11 Lu Han Exporters frequently change their market destinations. This paper introduces a new approach to identifying the drivers of these decisions over time. Analysis of customs data from China and the UK shows most changes are driven by demand rather than supply-related shocks. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F1, F12, F14, L, L1, L11 Research Theme(s): Models and tools, Economic models, Structural challenges, International trade, finance and competitiveness
Why Do Central Banks Make Public Announcements of Open Market Operations? Staff working paper 2020-35 Narayan Bulusu Central banks communicate the results of open market operations. This helps participants in financial markets more accurately estimate the prevailing demand and supply conditions in the market for overnight loans. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D5, D52, E, E5, E58, G, G2, G21 Research Theme(s): Financial markets and funds management, Market functioning, Models and tools, Economic models, Monetary policy, Monetary policy tools and implementation, Money and payments, Payment and financial market infrastructures
Recent Evolution of Canada’s Credit-to-GDP Gap: Measurement and Interpretation Staff analytical note 2017-25 Timothy Grieder, Dylan Hogg, Thibaut Duprey Over the past several years, the Bank for International Settlements has noted that Canada’s credit-to-GDP gap has widened and is above thresholds indicating future banking stress. Content Type(s): Staff research, Staff analytical notes JEL Code(s): D, D1, E, E3, E32, G, G0, G01, G1, G2, G21, G3, G30 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit
Privacy-Preserving Post-Quantum Credentials for Digital Payments Staff working paper 2023-33 Raza Ali Kazmi, Duc-Phong Le, Cyrus Minwalla Digital payments and decentralized systems enable the creation of new financial products and services for users. One core challenge in digital payments is the need to protect users from fraud and abuse while retaining privacy in individual transactions. We propose a pseudonymous credential scheme for use in payment systems to tackle this problem. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E42, G, G2, G21, O, O3, O31 Research Theme(s): Money and payments, Digital assets and fintech, Payment and financial market infrastructures, Retail payments
Modelling the Sovereign Debt Strategy: A Practical Primer Staff discussion paper 2025-16 Nicolas Audet, Adam Epp, Jeffrey Gao, Joe Ning We provide a primer on the role of debt modelling in informing the sovereign debt issuance strategy and discuss how specific challenges faced by debt managers can influence model design decisions. These insights are supported by our experiences using the Canadian Debt Strategy Model to guide policy decisions. Content Type(s): Staff research, Staff discussion papers JEL Code(s): G, G1, G11, G17, H, H6, H63, H68 Research Theme(s): Financial markets and funds management, Funds management, Models and tools, Economic models