L25 - Firm Performance: Size, Diversification, and Scope

• Identifying Nascent High-Growth Firms Using Machine Learning

  Staff Working Paper 2023-53 Stephanie 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 Topic(s): Econometric and statistical methods, Firm dynamics JEL Code(s): C, C5, C55, C8, C81, L, L2, L25

• 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 Topic(s): Firm dynamics, Productivity JEL Code(s): D, D2, D24, G, G3, G32, L, L2, L25

• On the Importance of Sales for Aggregate Price Flexibility

  Staff Working Paper 2014-45 Oleksiy Kryvtsov, Nicolas Vincent

  Macroeconomists have traditionally ignored the behavior of temporary price markdowns (“sales”) by retailers. Although sales are common in the micro price data, they are assumed to be unrelated to macroeconomic phenomena and generally filtered out.

  Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Economic models, Inflation and prices, Market structure and pricing, Monetary policy transmission JEL Code(s): E, E3, E31, E32, E5, E52, L, L1, L11, L2, L25, L8, L81, M, M3, M31

• Firm Size and Productivity

  Staff Working Paper 2008-45 Danny Leung, Césaire Meh, Yaz Terajima

  This paper examines the relationship between firm size and productivity. In contrast to previous studies, this paper offers evidence of the relationship not only from manufacturing firms, but from non-manufacturing firms as well.

  Content Type(s): Staff research, Staff working papers Topic(s): Productivity JEL Code(s): L, L1, L11, L2, L25, O, O4, O47