diff --git a/src/altacv.cls b/src/altacv.cls
index b511ecd..42e0e13 100644
--- a/src/altacv.cls
+++ b/src/altacv.cls
@@ -41,7 +41,7 @@
 %% v 1.6.1 Temporary fix for pdfx incompatibility; see https://tex.stackexchange.com/a/610445
 \RequirePackage{etoolbox}
 \@ifl@t@r\fmtversion{2021-06-01}%
- {\AddToHook{package/after/xmpincl}
+ {\AddToHook{package/xmpincl/after}
    {\patchcmd\mcs@xmpincl@patchFile{\if\par}{\ifx\par}{}{\fail}}}{}
 \RequirePackage[a-1b]{pdfx}
 %% v1.3.3 Temporary fix for pdfx and biblatex incompatibility
diff --git a/src/main.pdf b/src/main.pdf
index 58d36fb..51d94fe 100644
Binary files a/src/main.pdf and b/src/main.pdf differ
diff --git a/src/main.tex b/src/main.tex
index 0c93c68..7cb2c40 100644
--- a/src/main.tex
+++ b/src/main.tex
@@ -72,7 +72,7 @@
 \begin{document}
 
 \name{Andrew Simonson}
-\tagline{Recent graduate looking for full time Data Science employment starting in early 2025}
+\tagline{Seeking Data Science/Engineering employment starting in early 2025}
 %% You can add multiple photos on the left or right
 % \photoL{2.5cm}{Yacht_High,Suitcase_High}
 
@@ -116,70 +116,69 @@
 
 \cvsection{Employment}
 
-\cvevent{AI/Data Engineer}{\href{https://www.ecolab.com/}{Co-op with Ecolab}}{January 2024 -- August 2024}{Saint Paul, MN}
+\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 Constructed platform to route data from vendors and vision AI
-    \item Performed data analysis to enhance throughput and rush prep
+    \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
 \end{itemize}
-\cvtag{Azure Stream Analytics}
 \cvtag{Databricks}
-\cvtag{Vision AI}
-\cvtag{Next.JS}
+\cvtag{Apache Spark}
+\cvtag{Data Factory}
+\cvtag{SQL}
 
 \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}
+\cvevent{Data Engineer}{\href{https://www.dow.com/en-us.html}{Dow Chemical}}{January 2023 -- May 2023}{Lake Jackson, TX}
 \begin{itemize}
     \item Developed data processing tools for Reactive Chem analysts
     \item Designed report abstraction/pipeline, Managed data integrity
     \item Works became the interdepartmental standard for data\\processing procedures
 \end{itemize}
 \cvtag{MS Azure}
-\cvtag{Python}
-\cvtag{Javascript}
+\cvtag{Posit Connect/Rstudio}
 \cvtag{Visual Basic}
-\cvtag{SQL}
+\cvtag{Docker}
 
 \cvsection{Projects}
 
-\cvproject{Slate}{\githubProject{Slate}\hspace{-.5cm}| \homepage{slate.csh.rit.edu}}
+\cvproject{RIT Hotspots}{\githubProject{hotspotsRIT}}
 \begin{itemize}
-    \item Event coordination via calendar vector projection with custom web service using Flask, Websockets
-    \item Returns combined calendar with participant availability weights
-    \item Adopted by CSH, linked to member profiles via LDAP + SQL
+    \item Geographic migration map of live occupancy data at RIT
+    \item Produces population density and movement statistics
 \end{itemize}
 
 \divider
 
-\cvproject{RIT Hotspots}{\githubProject{hotspotsRIT}\hspace{-.5cm}| \homepage{asimonson.com/hotspots}}
+\cvproject{Slate}{\githubProject{Slate}}
 \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
+    \item Event coordination via calendar vector projection
+    \item Service provided to CSH to coordinate organizational meetings
 \end{itemize}
 
 \divider
 
 \cvproject{Devcade}{\homepage{devcade.csh.rit.edu}}
 \begin{itemize}
-    \item Custom arcade cabinet designed for developers
-    \item Built website, game upload pipeline, and api implementation, connecting game uploads to cabinet
+    \item Data Engineer for custom arcade cabinet for developers
+    \item Built game upload pipeline, connecting game uploads to cabinet
 \end{itemize}\par
 
 
 \cvsection{Awards and Certifications}
 
 \cvproject{Hackathons}{\homepage{devpost.com/asimonson1125}}
-\textbf{ -- CSHacks} - Best Use of AI by Paychex (LogicFlow)\\
-\textbf{ -- Tiger Games} - Social Impact Category Winner (Easy Learning)\\
+\textbf{ -- CSHacks} - Best Use of AI by Paychex\\
+\textbf{ -- Tiger Games} - Social Impact Category Winner\\
 
 \divider
 
-\cvproject{Simone Center Certs}{\homepage{rit.edu/simonecenter}}
-\textbf{ -- Design Thinking Certification}\\
-\textbf{ -- Ideation Certification}\\
-\textbf{ -- Tools for Innovators Certification}
+\cvproject{Simone Center Certs}{\homepage{asimonson.com/certs}}
+\href{https://www.linkedin.com/learning/certificates/2cb69378c606fec5a6f3a107b99a896862db392b7a3692f71a6b53af5d5545c5}{ -- Career Essentials in \textbf{Data Analysis} by Microsoft}\\
+\href{https://www.linkedin.com/learning/certificates/7b952323152e258ca468c33ddc9ebcf3c55036f58a5cfb3fb9c1410da655aaa5}{ -- \textbf{Docker} Foundations Professional Certificate}\\
+\href{https://www.linkedin.com/learning/certificates/7facc28a13405134b3b7fa785303e9b1cf697f32d67f759e89960fbdc8a044d9}{ -- Career Essentials in \textbf{GitHub} Professional Certificate}\\
+\href{https://rit.edu/simonecenter}{ -- RIT \textbf{Entrepreneurial} Certificates (x3)}\\
 
 %% Switch to the right column. This will now automatically move to the second
 %% page if the content is too long.
@@ -196,7 +195,7 @@
  - Implementations of Probability Theory\\
  - Computational Creativity\\
 \textbf{Minor in International Relations}\\
-\textbf{GPA: 3.5}\\
+\textbf{GPA: 3.56}\\
 
 \medskip
 
@@ -204,32 +203,32 @@
 
 \cvtag{Python}
 \cvtag{R}
-\cvtag{JavaScript}
-\cvtag{TypeScript}
-\par\smallskip
-\cvtag{C\#}
-\cvtag{C++}
-% \cvtag{Java}
-\cvtag{SQL}
 \cvtag{MATLAB}
+\cvtag{SQL}
+\par\smallskip
+\cvtag{JavaScript}
+\cvtag{Rust}
+\cvtag{C\#}
+% \cvtag{Java}
+
 % \cvtag{HTML/SASS}
 \par\smallskip
 \divider
 
 \cvtag{MS Azure}
 \cvtag{Databricks}
-\cvtag{Scikit/Sklearn}
+\cvtag{Apache Spark}
 \par\smallskip
+\cvtag{Scikit/Sklearn}
 \cvtag{Pytorch}
-\cvtag{Numpy}
 \cvtag{Pandas}
-\cvtag{ArcGIS}
 \par\smallskip
 % \cvtag{PostgreSQL}
 % \par\smallskip
-\cvtag{Kubernetes}
+\cvtag{Numpy}
 \cvtag{Docker}
-\cvtag{Selenium}
+\cvtag{Kubernetes}
+
 \par