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
April 12, 2017 Monetary Policy Report – April 2017 Canada’s economy is expected to grow by 2 1/2 per cent this year and just below 2 per cent in 2018 and 2019. Content Type(s): Publications, Monetary Policy Report
Transition Scenarios for Analyzing Climate-Related Financial Risk Staff discussion paper 2022-1 Y.-H. Henry Chen, Erik Ens, Olivier Gervais, Hossein Hosseini Jebeli, Craig Johnston, Serdar Kabaca, Miguel Molico, Sergey Paltsev, Alex Proulx, Argyn Toktamyssov Climate transition scenarios clarify climate-related risks to our economy and financial system. This paper summarizes key results of Canada-relevant scenarios developed in a pilot project on climate risk by the Bank of Canada and the Office of the Superintendent of Financial Institutions. Content Type(s): Staff research, Staff discussion papers JEL Code(s): C, C6, C68, D, D5, D58, E, E5, E50, O, O4, O44, P, P1, P18, Q, Q5, Q54 Research Theme(s): Financial system, Financial stability and systemic risk, Models and tools, Economic models, Structural challenges, Climate change
April 6, 2015 Backgrounder on the Question in the Business Outlook Survey Concerning the Intensity of Labour Shortages Starting with the 2015 spring survey, the results from a question on the intensity of labour shortages are being included in the Business Outlook Survey (BOS). This backgrounder briefly describes the question and presents the correlations between the responses and various measures of pressures on production capacity and labour market conditions. Content Type(s): Background materials
Aggregate Fluctuations and the Role of Trade Credit Staff working paper 2017-37 Lin Shao In an economy where production takes place in multiple stages and is subject to financial frictions, how firms finance intermediate inputs matters for aggregate outcomes. This paper focuses on trade credit—the lending and borrowing of input goods between firms—and quantifies its aggregate impacts during the Great Recession. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E32, E4, E44, E5, E51 Research Theme(s): Financial system, Financial institutions and intermediation, Household and business credit, Monetary policy, Real economy and forecasting
May 13, 1998 Monetary Policy Report – May 1998 Canada’s inflation-control targets establish a specific medium-term objective for monetary policy. Content Type(s): Publications, Monetary Policy Report
Monetary Payoff and Utility Function in Adaptive Learning Models Staff working paper 2019-50 Erhao Xie When players repeatedly face an identical or similar game (e.g., coordination game, technology adoption game, or product choice game), they may learn through experience to perform better in the future. This learning behaviour has important economic implications. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C5, C57, C7, C72, C9, C92 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models
GDP by Industry in Real Time: Are Revisions Well Behaved? Staff analytical note 2018-40 Patrick Rizzetto The monthly data for real gross domestic product (GDP) by industry are used extensively in real time both to ground the Bank of Canada’s monitoring of economic activity and in the Bank’s nowcasting tools, making these data one of the most important high-frequency time series for Canadian nowcasting. Content Type(s): Staff research, Staff analytical notes JEL Code(s): C, C5, C53, C8, C82, E, E0, E01 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
April 4, 2006 The Conduct of Monetary Policy: Dealing with Changes in the Terms of Trade Remarks Pierre Duguay School of Business, Okanagan College Kelowna, British Columbia The ultimate goal of Canadian monetary policy is to help our economy achieve its maximum sustainable growth, and thus contribute to rising living standards for Canadians. The best way to achieve this goal, we've learned from experience, is to keep inflation low, stable, and predictable. Content Type(s): Press, Speeches and appearances, Remarks
December 12, 1997 Potential output growth: Some long-term projections Bank of Canada Review - Winter 1997-1998 John Kuszczak, Richard Dion This article examines factors that have affected the growth of potential output since the 1950s and presents three possible scenarios for its growth in the future. The authors conclude that there will be a marked slowing in the future growth of potential output as a result of slow population growth and a reduction in labour force participation as the population ages. Content Type(s): Publications, Bank of Canada Review articles