diff --git a/materials/files/reproducibility-course-intro.pdf b/materials/files/reproducibility-course-intro.pdf
new file mode 100644
index 00000000..c6d19102
Binary files /dev/null and b/materials/files/reproducibility-course-intro.pdf differ
diff --git a/materials/images/reproducibility_alibi_horst.png b/materials/images/reproducibility_alibi_horst.png
new file mode 100644
index 00000000..a78e8d19
Binary files /dev/null and b/materials/images/reproducibility_alibi_horst.png differ
diff --git a/materials/sections/reproducibility-intro.qmd b/materials/sections/reproducibility-intro.qmd
new file mode 100644
index 00000000..eb15d94b
--- /dev/null
+++ b/materials/sections/reproducibility-intro.qmd
@@ -0,0 +1,20 @@
+## Learning Objectives {.unnumbered}
+
+-   Introduce the concept of reproducibility
+-   Understand the benefits of setting a reproducible workflows
+-   Discuss reproducibility best practices: File system structure, file organization, robust file paths.
+
+
+<br>
+
+
+:::callout-note
+Material for this lesson can be found [here](files/reproducibility-course-intro.pdf).
+:::
+
+
+
+<br>
+
+
+![By Allison Horst](images/reproducibility_alibi_horst.png)
\ No newline at end of file
diff --git a/materials/session_01.qmd b/materials/session_01.qmd
index cc4b9092..5406c7d1 100644
--- a/materials/session_01.qmd
+++ b/materials/session_01.qmd
@@ -6,4 +6,6 @@ format:
     code-overflow: wrap
 ---
 
-<!-- {{< include /sections/activity-reproducibility-lego.qmd >}} -->
+
+
+{{< include /sections/reproducibility-intro.qmd >}}