diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 0189d12c..60bb0152 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -1,5 +1,5 @@
 Thanks for contributing! Please see the
-[Contributor Guide](https://jupyter-docker-stacks.readthedocs.io) in the documentation for
+__Contributor Guide__ section in [the documentation](https://jupyter-docker-stacks.readthedocs.io) for
 information about how to contribute
 [package updates](http://jupyter-docker-stacks.readthedocs.io/en/latest/contributing/packages.html),
 [recipes](http://jupyter-docker-stacks.readthedocs.io/en/latest/contributing/recipes.html),