diff --git a/src/main.pdf b/src/main.pdf
index 2cf4430..c22092b 100644
Binary files a/src/main.pdf and b/src/main.pdf differ
diff --git a/src/main.tex b/src/main.tex
index dfe7a70..e408b8f 100644
--- a/src/main.tex
+++ b/src/main.tex
@@ -116,12 +116,21 @@
 
 \cvsection{Employment}
 
+\cvevent{AI Software Engineer}{\href{https://www.ecolab.com/}{Co-op with Ecolab}}{January 2024 -- May 2024}{Saint Paul, MN}
+\begin{itemize}
+    \item Placeholder
+    \item Placeholder
+    \item Placeholder
+\end{itemize}
+\cvtag{placeholder}
+
+\divider
+
 \cvevent{Computer/Information Research Scientist}{\href{https://www.dow.com/en-us.html}{Co-op with Dow Chemical}}{January 2023 -- May 2023}{Lake Jackson, TX}
 \begin{itemize}
     \item Developed data processing tools for Reactive Chem analysts
-    \item Designed abstract report generation pipeline
+    \item Designed report abstraction/pipeline, Managed data integrity
     \item Wrote standardized interdepartmental data handling procedures
-    \item Restored data integrity practices
 \end{itemize}
 \cvtag{MS Azure}
 \cvtag{Python}
@@ -131,21 +140,11 @@
 
 \cvsection{Projects}
 
-\cvproject{Devcade}{\homepage{devcade.csh.rit.edu}}
+\cvproject{Hotspots @ RIT}{\githubProject{hotspotsRIT}\hspace{-.5cm}| \homepage{asimonson.com/hotspots}}
 \begin{itemize}
-    \item Custom arcade cabinet designed for developers
-    \item Devcade Core member
-    \item Built website and api implementation, connecting game uploads to cabinet
-\end{itemize}\par
-
-
-\divider
-
-\cvproject{RIT FinTech}{\homepage{ritfma.com}}
-\begin{itemize}
-    \item Founding Developer and current lead
-    \item Derived from the RIT Financial Management Association
-    \item Dedicated to learning about and creating automated equity management solutions, developed by students
+    \item Geographic visualization of live location occupancy data at RIT
+    \item Data scraped from public facilities website via webdriver
+    \item Produces population density and movement statistics
 \end{itemize}
 
 \divider
@@ -159,12 +158,12 @@
 
 \divider
 
-\cvproject{Hotspots @ RIT}{\githubProject{hotspotsRIT}\hspace{-.5cm}| \homepage{asimonson.com/hotspots}}
+\cvproject{Devcade}{\homepage{devcade.csh.rit.edu}}
 \begin{itemize}
-    \item Geographic visualization of live location occupancy data at RIT
-    \item Data scraped from public facilities website via webdriver
-    \item Produces population density and movement statistics
-\end{itemize}
+    \item Custom arcade cabinet designed for developers
+    \item Devcade Core member
+    \item Built website, game upload pipeline, and api implementation, connecting game uploads to cabinet
+\end{itemize}\par
 
 
 \cvsection{Awards and Certifications}
@@ -177,7 +176,8 @@
 
 \cvproject{Simone Center Certifications}{\homepage{rit.edu/simonecenter}}
 \textbf{ -- Design Thinking Certification}\\
-\textbf{ -- Ideation Certification}
+\textbf{ -- Ideation Certification}\\
+\textbf{ -- Tools for Innovators Certification}
 
 \medskip
 
@@ -188,10 +188,10 @@
 \cvsection{Education}
 
 \cveventShort{Rochester Institute of Technology}{Computer Science B.S.}{Anticipated: December 2024}{Rochester, New York}
-Fourth Year Standing\\
+Fifth Year Standing\\
 \textbf{GPA: 3.5}\\
-\textbf{Minor in International Relations}\\
 \textbf{Dual Cluster in Data Management and AI}\\
+\textbf{Minor in International Relations}\\
 
 \medskip