diff --git a/Resume.pdf b/Resume.pdf
index 2ad8e0a..58d36fb 100644
Binary files a/Resume.pdf and b/Resume.pdf differ
diff --git a/src/main.pdf b/src/main.pdf
index e544ace..58d36fb 100644
Binary files a/src/main.pdf and b/src/main.pdf differ
diff --git a/src/main.tex b/src/main.tex
index 69ccd70..0c93c68 100644
--- a/src/main.tex
+++ b/src/main.tex
@@ -72,7 +72,7 @@
 \begin{document}
 
 \name{Andrew Simonson}
-\tagline{Senior seeking co-op or internship in Computer and Data Science for Summer of 2024}
+\tagline{Recent graduate looking for full time Data Science employment starting in early 2025}
 %% You can add multiple photos on the left or right
 % \photoL{2.5cm}{Yacht_High,Suitcase_High}
 
@@ -116,17 +116,16 @@
 
 \cvsection{Employment}
 
-\cvevent{AI Software Engineer}{\href{https://www.ecolab.com/}{Co-op with Ecolab}}{January 2024 -- May 2024}{Saint Paul, MN}
+\cvevent{AI/Data Engineer}{\href{https://www.ecolab.com/}{Co-op with Ecolab}}{January 2024 -- August 2024}{Saint Paul, MN}
 \begin{itemize}
-    \item Collaborated with Microsoft to develop General Manager Copilot AI for restaurant industry
-    \item Constructed platform to route data from 3rd party vendors
-    \item Refined vision AI to produce actionable insights
+    \item Worked with Microsoft to develop General Manager Copilot AI for restaurant industry
+    \item Constructed platform to route data from vendors and vision AI
+    \item Performed data analysis to enhance throughput and rush prep
 \end{itemize}
+\cvtag{Azure Stream Analytics}
+\cvtag{Databricks}
 \cvtag{Vision AI}
-\cvtag{MS Azure}
-\cvtag{C\#/ASP.NET}
-\cvtag{React}
-\cvtag{SQL}
+\cvtag{Next.JS}
 
 \divider
 
@@ -136,9 +135,9 @@
     \item Designed report abstraction/pipeline, Managed data integrity
     \item Works became the interdepartmental standard for data\\processing procedures
 \end{itemize}
-\cvtag{Azure}
+\cvtag{MS Azure}
 \cvtag{Python}
-\cvtag{Javascript/Plotly.js}
+\cvtag{Javascript}
 \cvtag{Visual Basic}
 \cvtag{SQL}
 
@@ -188,8 +187,14 @@
 
 \cvsection{Education}
 
-\cveventShort{Rochester Institute of Technology}{Computer Science B.S.}{Anticipated: December 2024}{Rochester, New York}
-\textbf{Dual Cluster in Data Management and AI}\\
+\cveventShort{Rochester Institute of Technology}{Computer Science B.S.}{August 2021 - December 2024}{Rochester, New York}
+\textbf{Dual Cluster in Data Science and AI:}\\
+ - Data Mining\\
+ - Machine Learning\\
+ - Computer Vision\\
+\textbf{Independent studies:\\}
+ - Implementations of Probability Theory\\
+ - Computational Creativity\\
 \textbf{Minor in International Relations}\\
 \textbf{GPA: 3.5}\\
 
@@ -207,28 +212,24 @@
 % \cvtag{Java}
 \cvtag{SQL}
 \cvtag{MATLAB}
-\cvtag{Bash}
 % \cvtag{HTML/SASS}
 \par\smallskip
 \divider
 
-\cvtag{Azure}
-% \cvtag{Angular}
-\cvtag{Node.js}
-\cvtag{React}
-\cvtag{Pytorch}
-\par\smallskip
-\cvtag{Numpy}
-\cvtag{Pandas}
+\cvtag{MS Azure}
+\cvtag{Databricks}
 \cvtag{Scikit/Sklearn}
 \par\smallskip
+\cvtag{Pytorch}
+\cvtag{Numpy}
+\cvtag{Pandas}
+\cvtag{ArcGIS}
+\par\smallskip
 % \cvtag{PostgreSQL}
-% \cvtag{Selenium}
-% \cvtag{ArcGIS}
 % \par\smallskip
-\cvtag{OKD4}
 \cvtag{Kubernetes}
 \cvtag{Docker}
+\cvtag{Selenium}
 \par