diff --git a/lectures/notes/final-exam-review-guiding-question.ipynb b/lectures/notes/final-exam-review-guiding-question.ipynb
index 6a949e9..a4f645d 100644
--- a/lectures/notes/final-exam-review-guiding-question.ipynb
+++ b/lectures/notes/final-exam-review-guiding-question.ipynb
@@ -896,7 +896,8 @@
    "metadata": {},
    "source": [
     "### Ethics\n",
-    "- Bias and fairness"
+    "- Fairness, accountability, transparency \n",
+    "- Representation bias, measurement bias, historical bias"
    ]
   },
   {