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diff --git a/Images/Fuel_Cost_Adjustment.png b/Images/Fuel_Cost_Adjustment.png
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diff --git a/Images/GDP_Other_Counties.png b/Images/GDP_Other_Counties.png
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diff --git a/Images/GDP_Region_Plot.png b/Images/GDP_Region_Plot.png
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diff --git a/Images/Peak_Construction_Employment_Fit.png b/Images/Peak_Construction_Employment_Fit.png
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diff --git a/REMI.tex b/REMI.tex
index 849a145..8556fa2 100644
--- a/REMI.tex
+++ b/REMI.tex
@@ -1,4 +1,5 @@
 \documentclass{beamer}
+\setbeamercovered{transparent}
 
 % Define UW colors
 \usepackage{xcolor}
@@ -10,6 +11,9 @@
 \usepackage{colortbl}
 \usepackage{hyperref}
 \usepackage{cleveref}
+\usepackage[backend=biber]{biblatex}
+%\addbibresource{bib2.bib}
+
 \usetikzlibrary{shapes, arrows.meta, positioning}
 \tcbuselibrary{skins}
 \definecolor{UWBrown}{HTML}{492f24}
@@ -31,44 +35,52 @@
 \setbeamercolor*{structure}{bg=white,fg=UWBrown}
 
 % Apply custom colors
-\setbeamercolor{palette primary}{bg=UWBrown, fg=UWGold}
-\setbeamercolor{palette secondary}{bg=UWGold, fg=UWBrown}
-\setbeamercolor{palette tertiary}{bg=UWBrown, fg=white}
+%\setbeamercolor{palette primary}{bg=UWBrown, fg=UWGold}
+%\setbeamercolor{palette secondary}{bg=UWGold, fg=UWBrown}
+%\setbeamercolor{palette tertiary}{bg=UWBrown, fg=white}
 
 % Flip heading colors
-\setbeamercolor{frametitle}{bg=UWGold, fg=UWBrown}
-\setbeamercolor{title}{fg=UWBrown}
+%\setbeamercolor{frametitle}{bg=UWGold, fg=UWBrown}
+%\setbeamercolor{title}{fg=UWBrown}
 
 % Flip footer colors
-\setbeamercolor{footline}{bg=UWGold, fg=UWBrown}
+%\setbeamercolor{footline}{bg=UWGold, fg=UWBrown}
 
 % Double-height footer with logo
-\setbeamertemplate{footline}{
-  \leavevmode%
-  \hbox{%
-    \begin{beamercolorbox}[wd=\paperwidth,ht=8ex,dp=4ex,left]{footline}%
-      \includegraphics[height=6ex]{UW_Logo}%
-      \hspace{1em} \insertshorttitle \hfill \insertframenumber{} / \inserttotalframenumber
-    \end{beamercolorbox}%
-  }%
-  \vskip0pt%
-}
+%\setbeamertemplate{footline}{
+%  \leavevmode%
+%  \hbox{%
+%    \begin{beamercolorbox}[wd=\paperwidth,ht=8ex,dp=4ex,left]{footline}%
+%      \includegraphics[height=6ex]{UW_Logo}%
+%      \hspace{1em} \insertshorttitle \hfill \insertframenumber{} / \inserttotalframenumber
+%    \end{beamercolorbox}%
+%  }%
+%  \vskip0pt%
+%}
 
 % Title info
-\title[Data Center Economic Forecasting]{Application of REMI to Data Center Forecasting}
-\author{Alexander Gebben}
-\date{June 27, 2026}
+\title[Economic Impact of Data Centers]{Economic Impact of Data Centers}
+\author{Alexander Gebben \& Bailey Kirkland}
+\date{June \(\text{23}^{rd}\), 2026}
 
 \begin{document}
-
 \begin{frame}[plain]
 \begin{center}
-\textcolor{UWGold}{\huge\textbf{\inserttitle}}\\
-\textcolor{black}{\large\insertauthor},
-\textcolor{black}{\insertdate}
-\vspace{1em}
-\includegraphics[width=0.7\paperwidth]{CBEA_Logo_Large}
-%\textcolor{white}{\insertinstitute}\\
+\huge\textbf{\inserttitle}\\
+\textcolor{black}{\large\insertdate}\\
+\textcolor{black}{\large\insertauthor}
+\vfill
+\begin{columns}
+	\begin{column}{0.3\textwidth}
+		\includegraphics[width=\textwidth]{Images/Economic-Impacts-of-Data-Centers.png}
+	\end{column}
+	\begin{column}{0.3\textwidth}
+		\includegraphics[width=\textwidth]{CBEA_Logo_Large}
+	\end{column}
+\end{columns}
+%\includegraphics[width=0.5\paperwidth]{Images/Economic-Impacts-of-Data-Centers.png}
+%\includegraphics[width=0.5\paperwidth]{CBEA_Logo_Large}
+\textcolor{white}{\insertinstitute}\\
 \end{center}
 \end{frame}
 
@@ -79,10 +91,7 @@
 \section{Introduction}
 \begin{frame}{Introduction}
 What are Data Centers?
-  \begin{enumerate}
-	  \item one
-	  \item two
-  \end{enumerate}
+\vfill
 \begin{columns}
 	\begin{column}{0.2\textwidth}
 		\includegraphics[width=\textwidth]{Small data center.jpg}
@@ -114,17 +123,39 @@ A data center is any facility that houses and runs computer infrastructure.
 
 \end{frame}
 %%%%%%%%%%%%%%%%%
-\begin{frame}[plain]{Projected Energy Use}
+\begin{frame}[plain]{Projected Energy Use\footfullcite{USEnergyInformation}}
 	\centering
-	\only<1>{\includegraphics[width=\textwidth]{Plot.png}}
-	\only<2>{\includegraphics[width=\textwidth]{Total.png}}
+	\only<1>{\includegraphics[width=0.9\textwidth]{Total.png}}
+	\only<2>{\includegraphics[width=0.9\textwidth]{Plot.png}}
 	\only<3>{\includegraphics[width=0.8\textwidth]{data-centre-electricity-consumption-by-region-base-case-2020-2030.png}}
 	\only<4>{\includegraphics[width=0.8\textwidth]{global-data-centre-electricity-consumption-by-sensitivity-case-2020-2035.png}}
-
-
-
 \end{frame}
 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\section{Modeling}
+\begin{frame}{Challenges}
+\begin{columns}
+	\begin{column}{0.5\textwidth}
+  \begin{enumerate}
+	\item On-site or grid power 
+	\item<2-> Feedback of electricity demand 
+	\item<3-> Delayed industry data (NAICS) 
+	\item<4-> Rapid industry change 
+	\item<5-> Tax code 
+	\item<5-> Where are inputs purchased?
+  \end{enumerate}
+\end{column}
+\begin{column}{0.5\textwidth}
+	\includegraphics[width=\textwidth]{Data-centre}
+\end{column}
+\end{columns}
+\end{frame}
 %%%%%%%%%%%%%%%%%
+\begin{frame}[plain]{Usefull REMI Model Options}
+	\centering
+	\only<1>{\includegraphics[width=\textwidth]{Images/Custom_Industry.png}}
+	\only<2>{\includegraphics[width=0.6\textwidth]{Images/Fuel_Cost_Adjustment.png}}
+\end{frame}
+
 
 \end{document}
diff --git a/TALK.bib b/TALK.bib
new file mode 100644
index 0000000..3368926
--- /dev/null
+++ b/TALK.bib
@@ -0,0 +1,9 @@
+@dataset{USEnergyInformation,
+  title = {Annual {{Energy Outlook}} 2026},
+  author = {{Energy Information Administration}},
+  date = {2026-04-08},
+  url = {https://www.eia.gov/outlooks/aeo/data/browser/#/?id=1-AEO2026&cases=cb2026&sourcekey=0},
+  urldate = {2026-06-18},
+  file = {/home/alex/Zotero/storage/7Q6NCAYT/browser.html}
+}
+