diff --git a/docs/contribute/modules/index.md b/docs/contribute/modules/index.md
index e7abba512..79656c65b 100644
--- a/docs/contribute/modules/index.md
+++ b/docs/contribute/modules/index.md
@@ -51,6 +51,10 @@ you will still be able to install your package separately, in addition to `autor
 It is highly encouraged that you add documentation of your package in `docs/index.md`. You can also add new or delete unnecessary pages 
 in the `docs` folder. However, you structure your documentation, be sure that structure is reflected in the `mkdocs.yml` file.
 
+!!! hint
+    When naming your documentation files, make sure to use `-` instead of `_` in the file name. For example, 
+    `random-sampler.md` instead of `random_sampler.md`. This style is in alignment with the AutoRA documentation.  
+
 You are also encouraged to describe basic usage of your module in the 
 python notebook ``Basic Usage.ipynb`` in the `docs` folder. Finally, you can outline the basic setup of your module in 
 the `docs/quickstart.md` file.
diff --git a/docs/examples/closed-loop-bandit-task/init_autora.md b/docs/examples/closed-loop-bandit-task/init-autora.md
similarity index 100%
rename from docs/examples/closed-loop-bandit-task/init_autora.md
rename to docs/examples/closed-loop-bandit-task/init-autora.md
diff --git a/docs/examples/closed-loop-bandit-task/testingzone.md b/docs/examples/closed-loop-bandit-task/testingzone.md
index a31915b84..120e6ec9d 100644
--- a/docs/examples/closed-loop-bandit-task/testingzone.md
+++ b/docs/examples/closed-loop-bandit-task/testingzone.md
@@ -120,5 +120,5 @@ This includes a link to your web-based experiment. You can now open this link in
 
 ## Next Steps
 
-[Next: Initialize your AutoRA workflow in the researcher hub.](init_autora.md)
+[Next: Initialize your AutoRA workflow in the researcher hub.](init-autora.md)
 
diff --git a/docs/examples/closed-loop-basic/init_autora.md b/docs/examples/closed-loop-basic/init-autora.md
similarity index 100%
rename from docs/examples/closed-loop-basic/init_autora.md
rename to docs/examples/closed-loop-basic/init-autora.md
diff --git a/docs/examples/closed-loop-basic/testingzone.md b/docs/examples/closed-loop-basic/testingzone.md
index 11a41fb6f..380808a76 100644
--- a/docs/examples/closed-loop-basic/testingzone.md
+++ b/docs/examples/closed-loop-basic/testingzone.md
@@ -109,4 +109,4 @@ This includes a link to your web-based experiment. You can now open this link in
 
 ## Next Steps
 
-[Next: Initialize your AutoRA workflow in the researcher hub.](init_autora.md)
+[Next: Initialize your AutoRA workflow in the researcher hub.](init-autora.md)
diff --git a/mkdocs.yml b/mkdocs.yml
index fd14cfc75..36d77ea9a 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -185,7 +185,7 @@ nav:
     - 1 - Set Up Project: 'examples/closed-loop-basic/setup.md'
     - 2 - Set Up Firebase: 'examples/closed-loop-basic/firebase.md'
     - 3 - Connect Project With Firebase: 'examples/closed-loop-basic/testingzone.md'
-    - 4 - Connect Workflow With Firestore: 'examples/closed-loop-basic/init_autora.md'
+    - 4 - Connect Workflow With Firestore: 'examples/closed-loop-basic/init-autora.md'
     - 5 - Generating the Experiment: 'examples/closed-loop-basic/experiment.md'
     - 6 - Create Preprocessing Pipeline: 'examples/closed-loop-basic/preprocessing.md'
     - 7 - Update the Workflow: 'examples/closed-loop-basic/workflow.md'
@@ -195,7 +195,7 @@ nav:
     - 1 - Set Up Project: 'examples/closed-loop-bandit-task/setup.md'
     - 2 - Set Up Firebase: 'examples/closed-loop-bandit-task/firebase.md'
     - 3 - Connect Project With Firebase: 'examples/closed-loop-bandit-task/testingzone.md'
-    - 4 - Connect Workflow With Firestore: 'examples/closed-loop-bandit-task/init_autora.md'
+    - 4 - Connect Workflow With Firestore: 'examples/closed-loop-bandit-task/init-autora.md'
     - 5 - Workflow Explanation: 'examples/closed-loop-bandit-task/workflow.md'
     - 6 - Testing the Workflow: 'examples/closed-loop-bandit-task/testing.md'
     - 7 - Connect Project with Prolific: 'examples/closed-loop-bandit-task/prolific.md'