diff --git a/analysis/README.md b/analysis/README.md
index a082839..0486604 100644
--- a/analysis/README.md
+++ b/analysis/README.md
@@ -269,7 +269,7 @@ Expectations:
 * There are some gradients whose values are highly correlated. These might point to redundancies in the bicorder design.
 * Some correlations might be revealing about connections in the characteristics of protocols, but these should be considered carefully as they may be the result of design or LLM interpretation.
 
-I created a `multivariate_analysis.py` tool to conduct this analysis. Usage:
+The `multivariate_analysis.py` tool was used to conduct this analysis. Usage:
 
 ```bash
 # Run all analyses (default)