diff --git a/lectures/_toc.yml b/lectures/_toc.yml
index 126dca47d..bd1bee954 100644
--- a/lectures/_toc.yml
+++ b/lectures/_toc.yml
@@ -70,8 +70,8 @@ parts:
   - file: mccall_correlated
   - file: career
   - file: jv
-  - file: mccall_q
   - file: odu
+  - file: mccall_q
 - caption: Household Problems
   numbered: true
   chapters:
diff --git a/lectures/career.md b/lectures/career.md
index b826ae9dc..63cb10626 100644
--- a/lectures/career.md
+++ b/lectures/career.md
@@ -18,7 +18,7 @@ kernelspec:
 </div>
 ```
 
-# Job Search V: Modeling Career Choice
+# Job Search VI: Modeling Career Choice
 
 ```{index} single: Modeling; Career Choice
 ```
diff --git a/lectures/jv.md b/lectures/jv.md
index 8312ab065..bd41ece9d 100644
--- a/lectures/jv.md
+++ b/lectures/jv.md
@@ -18,7 +18,7 @@ kernelspec:
 </div>
 ```
 
-# {index}`Job Search VI: On-the-Job Search <single: Job Search VI: On-the-Job Search>`
+# {index}`Job Search VII: On-the-Job Search <single: Job Search VII: On-the-Job Search>`
 
 ```{index} single: Models; On-the-Job Search
 ```
diff --git a/lectures/mccall_correlated.md b/lectures/mccall_correlated.md
index 813d8a0d5..8e7401efa 100644
--- a/lectures/mccall_correlated.md
+++ b/lectures/mccall_correlated.md
@@ -17,7 +17,7 @@ kernelspec:
 </div>
 ```
 
-# Job Search IV: Correlated Wage Offers
+# Job Search V: Correlated Wage Offers
 
 ```{contents} Contents
 :depth: 2
diff --git a/lectures/mccall_fitted_vfi.md b/lectures/mccall_fitted_vfi.md
index b24867836..e82b138d8 100644
--- a/lectures/mccall_fitted_vfi.md
+++ b/lectures/mccall_fitted_vfi.md
@@ -17,7 +17,7 @@ kernelspec:
 </div>
 ```
 
-# Job Search III: Fitted Value Function Iteration
+# Job Search IV: Fitted Value Function Iteration
 
 ```{contents} Contents
 :depth: 2
diff --git a/lectures/mccall_model_with_sep_markov.md b/lectures/mccall_model_with_sep_markov.md
index 2927314ce..76342a870 100644
--- a/lectures/mccall_model_with_sep_markov.md
+++ b/lectures/mccall_model_with_sep_markov.md
@@ -22,7 +22,7 @@ kernelspec:
 
 
 
-# Job Search with Separation and Markov Wages
+# Job Search III: Search with Separation and Markov Wages
 
 ```{index} single: An Introduction to Job Search
 ```
diff --git a/lectures/mccall_q.md b/lectures/mccall_q.md
index 4d7b23d5d..79950a097 100644
--- a/lectures/mccall_q.md
+++ b/lectures/mccall_q.md
@@ -11,7 +11,7 @@ kernelspec:
   name: python3
 ---
 
-# Job Search VII: A McCall Worker Q-Learns
+# Job Search IX: Search with Q-Learning
 
 ## Overview
 
diff --git a/lectures/odu.md b/lectures/odu.md
index e359c36ab..656b141db 100644
--- a/lectures/odu.md
+++ b/lectures/odu.md
@@ -18,7 +18,7 @@ kernelspec:
 </div>
 ```
 
-# Job Search VII: Search with Learning
+# Job Search VIII: Search with Learning
 
 ```{contents} Contents
 :depth: 2