diff --git a/public/roadmap-content/ai-data-scientist.json b/public/roadmap-content/ai-data-scientist.json
index 6cef610e4..cd8aaab40 100644
--- a/public/roadmap-content/ai-data-scientist.json
+++ b/public/roadmap-content/ai-data-scientist.json
@@ -170,7 +170,7 @@
   },
   "Gd2egqKZPnbPW1W2jw4j8": {
     "title": "Econometrics",
-    "description": "Ecenometrics is the application of statistical methods to economic data. It is a branch of economics that aims to give empirical content to economic relations. More precisely, it is \"the quantitative analysis of actual economic phenomena based on the concurrent development of theory and observation, related by appropriate methods of inference.\" Econometrics can be described as something that allows economists \"to sift through mountains of data to extract simple relationships.\"",
+    "description": "Econometrics is the application of statistical methods to economic data. It is a branch of economics that aims to give empirical content to economic relations. More precisely, it is \"the quantitative analysis of actual economic phenomena based on the concurrent development of theory and observation, related by appropriate methods of inference.\" Econometrics can be described as something that allows economists \"to sift through mountains of data to extract simple relationships.\"",
     "links": []
   },
   "y6xXsc-uSAmRDnNuyhqH2": {
diff --git a/public/roadmap-content/devops.json b/public/roadmap-content/devops.json
index 2873d9d0c..40c997313 100644
--- a/public/roadmap-content/devops.json
+++ b/public/roadmap-content/devops.json
@@ -3048,7 +3048,7 @@
         "type": "course"
       },
       {
-        "title": "",
+        "title": "Cloud Design Patterns",
         "url": "https://learn.microsoft.com/en-us/azure/architecture/patterns/",
         "type": "article"
       },