Testing an Event-Driven Strategy with Regression Dummies
Summary
The note proposes a regression-based way to evaluate a hypothesis that companies with positive momentum and a refinancing corporate action will increase in value. The suggested setup uses a broad sample of companies and a binary indicator that equals one when a company meets both conditions and zero otherwise. The indicator’s estimated coefficient represents the associated effect in the regression, while its t-statistic gives a measure of statistical significance.
This is a basic research design, not a complete backtest or causal analysis. The document does not specify the dependent variable, sample period, controls, treatment of overlapping events, or how momentum is measured. A significant coefficient alone would not establish tradable profitability: implementation costs, selection effects, and out-of-sample performance would also matter. The proposal is therefore a starting point for testing the event-and-momentum association, with important design choices left open.
Key ideas
- Use a large company sample to test the association between refinancing events, momentum, and subsequent value changes.
- Create a binary indicator that marks companies meeting both the momentum and refinancing criteria.
- Interpret the indicator coefficient as the estimated magnitude of the association in the chosen regression.
- Use the t-statistic to assess statistical significance, while recognizing it does not establish profitability or causation.
Tags
Full text
# how to measure a event driven strategy? # how to measure a event driven strategy? How to measure an event driven investment strategy? Say I have a strategy which I assume that if a firm has positive momentum and it has a refinance corporate action, it's value will increase. For strategies like this? How do I measure it? ## Answer by horseless (score 2) https://quant.stackexchange.com/a/25637 I would do regression analysis with a dummy variable. Take a large sample of companies, and add a 0 - 1 dummy variable where that variable is equal to 1 if it meets the momentum and refi criteria, and 0 otherwise. The coefficient will indicate the magnitude and the t-statistic the significance.
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