diff --git a/Resume.pdf b/Resume.pdf
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diff --git a/src/main.pdf b/src/main.pdf
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diff --git a/src/main.tex b/src/main.tex
index 5a423ac..e330f39 100644
--- a/src/main.tex
+++ b/src/main.tex
@@ -116,11 +116,11 @@
 
 \cvsection{Employment}
 
-\cvevent{Data Scientist}{\href{https://www.ecolab.com/}{Ecolab}}{January 2024 -- August 2024}{Saint Paul, MN}
+\cvevent{Data Scientist}{\href{https://www.ecolab.com/}{Ecolab}}{January 2024 -- December 2024}{Saint Paul, MN}
 \begin{itemize}
-    \item Worked with Microsoft in AI accelerator to develop General Manager Copilot AI for restaurant industry
-    \item Performed feature analysis and recommendation modeling for a 10\% increase in throughput and speed of service targets
+    \item Colllaborated with Microsoft in AI accelerator to develop\\General Manager Copilot AI for restaurant industry
     \item Developed platform and ETL to route data from vendors with scalability and ease of monitoring
+    \item Built anomalies and recommendations modeling, resulting in a 20\% increase in throughput and speed of service performance
 \end{itemize}
 \cvtag{Azure}
 \cvtag{Databricks}
@@ -146,7 +146,7 @@
 \cvproject{RIT Hotspots}{\githubProject{hotspotsRIT}}
 \begin{itemize}
     \item Geographic migration map of live occupancy data at RIT
-    \item Produces population density and movement statistics
+    \item Produces population density predictions and movement stats
 \end{itemize}
 
 \divider
@@ -186,7 +186,9 @@
 
 \cvsection{Education}
 
-\cveventShort{Rochester Institute of Technology}{Computer Science B.S.}{Expected: December 2024}{Rochester, New York}
+\cveventShort{Rochester Institute of Technology}{Computer Science B.S.\\\textbf{UPCOMING} Data Science M.S.}{\textbf{(B.S.)} December 2024}{Rochester, New York}
+\textbf{GPA: 3.56}\\
+\textbf{Minor in International Relations}\\
 \textbf{Dual Cluster in Data Science and AI:}\\
  - Data Mining\\
  - Machine Learning\\
@@ -194,17 +196,22 @@
 \textbf{Independent studies:\\}
  - Implementations of Probability Theory\\
  - Computational Creativity\\
-\textbf{Minor in International Relations}\\
-\textbf{GPA: 3.56}\\
+\medskip
+May Pursue Data Sci M.S. remote/part-time
+
+% \divider
+
+% \textbf{PLANNED EDUCATION:}\\
+% \cveventShort{Rochester Institute of Technology}{Data Science M.S.}{May 2026}{Rochester, New York}
 
 \medskip
 
 \cvsection{Skills}
 
 \cvtag{Python}
+\cvtag{SQL}
 \cvtag{R}
 \cvtag{MATLAB}
-\cvtag{SQL}
 \par\smallskip
 \cvtag{JavaScript}
 \cvtag{Rust}
@@ -245,9 +252,8 @@
 
 \divider
 
-\cveventShort{BHS VEX Robotics}{President/Team Lead}{2015-2021}{Boonsboro High School}
+\cveventShort{BHS VEX Robotics}{President and Team Lead}{2015-2021}{Boonsboro High School}
 \begin{itemize}
-    \item Organization to design, build, and program VEX robots
     \item Competed in the annual regional VEX Robotics Competitions
     \item Retains school's record for highest state ranking
 \end{itemize}