diff --git a/examples/generalized_linear_models/GLM-ordinal-features.ipynb b/examples/generalized_linear_models/GLM-ordinal-features.ipynb
index 1af6e93c..532eab20 100644
--- a/examples/generalized_linear_models/GLM-ordinal-features.ipynb
+++ b/examples/generalized_linear_models/GLM-ordinal-features.ipynb
@@ -11,7 +11,7 @@
     "\n",
     ":::{post} Oct 27, 2024\n",
     ":tags: ordinal-features, ordinal-regression, glm, bayesian-workflow, r-datasets\n",
-    ":category: beginner, reference\n",
+    ":category: intermediate, reference\n",
     ":author: Jonathan Sedar\n",
     ":::"
    ]
diff --git a/examples/generalized_linear_models/GLM-ordinal-features.myst.md b/examples/generalized_linear_models/GLM-ordinal-features.myst.md
index 64091c64..92417b5a 100644
--- a/examples/generalized_linear_models/GLM-ordinal-features.myst.md
+++ b/examples/generalized_linear_models/GLM-ordinal-features.myst.md
@@ -17,7 +17,7 @@ kernelspec:
 
 :::{post} Oct 27, 2024
 :tags: ordinal-features, ordinal-regression, glm, bayesian-workflow, r-datasets
-:category: beginner, reference
+:category: intermediate, reference
 :author: Jonathan Sedar
 :::