diff --git a/.github/workflows/dev_pr/title_check.md b/.github/workflows/dev_pr/title_check.md
index 9c2818d02bd5..f69258c65d8e 100644
--- a/.github/workflows/dev_pr/title_check.md
+++ b/.github/workflows/dev_pr/title_check.md
@@ -21,7 +21,7 @@ Thanks for opening a pull request!
 
 **This pull request has been automatically converted to a draft because its title doesn't match Arrow's required format.**
 
-If this is not a [minor PR](https://github.com/apache/arrow/blob/main/CONTRIBUTING.md#Minor-Fixes). Could you open an issue for this pull request on GitHub? https://github.com/apache/arrow/issues/new/choose
+If this is not a [minor PR](https://github.com/apache/arrow/blob/main/CONTRIBUTING.md#minor-fixes), could you open an issue for this pull request on GitHub? https://github.com/apache/arrow/issues/new/choose
 
 Opening GitHub issues ahead of time contributes to the [Openness](http://theapacheway.com/open/#:~:text=Openness%20allows%20new%20users%20the,must%20happen%20in%20the%20open.) of the Apache Arrow project.