diff --git a/README.md b/README.md
index 1440d31..3d27abd 100755
--- a/README.md
+++ b/README.md
@@ -27,8 +27,19 @@ You can visit the website live here: [www.adam.jaamour.com](http://www.adam.jaam
 
 How to run the website locally.
 
+* [Install Ruby manually](https://jekyllrb.com/docs/installation/macos/), replacing the preinstalled ruby version (mac)
+
+```shell
+brew install chruby ruby-install xz
+ruby-install ruby 3.1.3  # ruby-install ruby 3.1.3
+```
+
 * [Install Jekyll](https://jekyllrb.com/docs/installation/)
 
+```shell
+gem install bundler jekyll
+```
+
 * Clone the repository (or download the zipped project):
 ```
 $ git clone https://github.com/Adamouization/Adamouization.github.io
diff --git a/_includes/introduction.html b/_includes/introduction.html
index 9f11335..4c56cb1 100644
--- a/_includes/introduction.html
+++ b/_includes/introduction.html
@@ -1,7 +1,7 @@
 <div class="user-details">
     <h1>My Expertise</h1>
     <p>
-        I am an <b>Applied Data Scientist</b> at causaLens aiming to revolutionise the world of AI by stepping away from
+        I am a <b>Senior Applied Data Scientist</b> at causaLens aiming to revolutionise the world of AI by stepping away from
         traditional "Correlation" Machine Learning and focusing on the future: causal AI. Previously, I worked as a <b>Data
         Scientist</b> developing <b>Machine Learning</b> models for credit decisioning at NewDay. I
         completed my Master's in <b>Artificial Intelligence</b> from the University of St Andrews, during which I earned
diff --git a/_includes/work.html b/_includes/work.html
index 5d1b1dd..beebca1 100644
--- a/_includes/work.html
+++ b/_includes/work.html
@@ -2,7 +2,7 @@
     <h1>Work Experiences</h1>
     <div class="education-row">
         <div class="education-column">
-            <h3>NewDay</h3>
+            <h3>causaLens</h3>
             <h4>Applied Data Scientist<br>(Oct 2023 - Present)</h4>
             <a href="https://causalens.com/" target="_blank">
                 <img src="assets/img/causalens_logo.jpeg" height="{{ site.icon_size }}" width="{{ site.icon_size }}"