diff --git a/Resume.pdf b/Resume.pdf
index 51d94fe..12c93e2 100644
Binary files a/Resume.pdf and b/Resume.pdf differ
diff --git a/src/main.pdf b/src/main.pdf
index 51d94fe..8468a68 100644
Binary files a/src/main.pdf and b/src/main.pdf differ
diff --git a/src/main.tex b/src/main.tex
index 7cb2c40..f4b73f8 100644
--- a/src/main.tex
+++ b/src/main.tex
@@ -118,11 +118,11 @@
 
 \cvevent{Data Scientist}{\href{https://www.ecolab.com/}{Ecolab}}{January 2024 -- August 2024}{Saint Paul, MN}
 \begin{itemize}
-    \item Worked with Microsoft to develop General Manager Copilot AI for restaurant industry
-    \item Developed platform to route data from third-party vendors
-    \item Performed feature selection and analysis for a targeted 10\%
-        \\efficiency increase in throughput and rush preparations
+    \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 Developed platform and ETL to route data from vendors with scalability and ease of monitoring
 \end{itemize}
+\cvtag{Azure}
 \cvtag{Databricks}
 \cvtag{Apache Spark}
 \cvtag{Data Factory}
@@ -219,13 +219,14 @@
 \cvtag{Databricks}
 \cvtag{Apache Spark}
 \par\smallskip
-\cvtag{Scikit/Sklearn}
 \cvtag{Pytorch}
+\cvtag{ArcGIS}
 \cvtag{Pandas}
+\cvtag{Numpy}
 \par\smallskip
 % \cvtag{PostgreSQL}
 % \par\smallskip
-\cvtag{Numpy}
+\cvtag{Scikit/Sklearn}
 \cvtag{Docker}
 \cvtag{Kubernetes}