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9272 Results

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.

Tao Wang

Tao Wang is a macroeconomist researching on heterogeneous-agent macroeconomics and behavioral macroeconomics.
October 16, 2023

Business Outlook Survey—Third Quarter of 2023

Results from the Business Outlook Survey for the third quarter of 2023, along with those from the July, August and September 2023 Business Leaders’ Pulse surveys suggest that on balance, firms are still planning to make larger and more frequent price increases than they did before the COVID-19 pandemic. Further, businesses' outlook for demand has continued to weaken as higher interest rates impact the economy.
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