diff --git a/search.json b/search.json
index fd202a9..f56ff74 100644
--- a/search.json
+++ b/search.json
@@ -4,7 +4,7 @@
     "href": "teaching.html",
     "title": "Teaching",
     "section": "",
-    "text": "Marketing Analytics\nData-based Storytelling\n\n\n\n\n\nData-based Storytelling\nMarketing Research\n\n\n\n\n\nData Literacy"
+    "text": "Marketing Analytics\nData-based Storytelling\n\n\n\n\n\nData-based Storytelling\nMarketing Research\n\n\n\n\n\nData Literacy\n\n\n\n\n\nDifference-in-Differences\nWeb & API Scraping"
   },
   {
     "objectID": "teaching.html#masters-level-courses",
@@ -27,6 +27,13 @@
     "section": "",
     "text": "Data Literacy"
   },
+  {
+    "objectID": "teaching.html#academic-workshops",
+    "href": "teaching.html#academic-workshops",
+    "title": "Teaching",
+    "section": "",
+    "text": "Difference-in-Differences\nWeb & API Scraping"
+  },
   {
     "objectID": "research.html",
     "href": "research.html",
diff --git a/teaching.html b/teaching.html
index 3aae3fb..946ecc5 100644
--- a/teaching.html
+++ b/teaching.html
@@ -162,6 +162,13 @@ ul.task-list li input[type="checkbox"] {
 <ul>
 <li><a href="https://dwinkler.org/dl/">Data Literacy</a></li>
 </ul>
+</section>
+<section id="academic-workshops" class="level2">
+<h2 class="anchored" data-anchor-id="academic-workshops">Academic Workshops</h2>
+<ul>
+<li><a href="https://wu-rds.github.io/did/">Difference-in-Differences</a></li>
+<li><a href="https://colab.research.google.com/drive/1QpQ8SuZfraw58YAQM5SeJO4fU0buwpc2">Web &amp; API Scraping</a></li>
+</ul>
 
 
 </section>
diff --git a/teaching.qmd b/teaching.qmd
index e2d7dca..3b69ee2 100644
--- a/teaching.qmd
+++ b/teaching.qmd
@@ -17,3 +17,8 @@ toc: false
 ## Electives
 
 - [Data Literacy](https://dwinkler.org/dl/)
+
+## Academic Workshops
+
+- [Difference-in-Differences](https://wu-rds.github.io/did/)
+- [Web & API Scraping](https://colab.research.google.com/drive/1QpQ8SuZfraw58YAQM5SeJO4fU0buwpc2)