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 Research 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 Research 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 Research 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 Research Topic(s): Productivity JEL Code(s): L, L1, L11, L2, L25, O, O4, O47