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9262 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.
October 16, 2023

Canadian Survey of Consumer Expectations—Third Quarter of 2023

Consumers’ perceptions of current inflation remain elevated and are diverging from actual inflation. Perceptions of high inflation are also leading to persistently high expectations for inflation over the next 12 months. Consumers’ expectations for interest rates one year from now also remain high, and many consumers believe that the impacts of higher interest rates on their household spending are far from over. Homeowners with a variable-rate mortgage are more likely than other consumers to report being worse off due to high interest rates. Consumers’ plans to purchase services, such as vacations or concerts, are more widespread than plans to make major purchases of goods that are likely to be financed with loans, such as vehicles or appliances. Workers are reporting signs of job market cooling, such as more time spent looking for a new job, but they remain confident about the labour market.
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