+\documentclass[aspectratio=2013]{beamer}
+\usepackage{tabularx}
+\usetheme{metropolis} % Use metropolis theme
+\setbeamersize{text margin left=1cm,text margin right=1cm}
+\settowidth{\leftmargini}{\usebeamertemplate{itemize item}}
+\addtolength{\leftmargini}{\labelsep}
+\title{Delivering consumer insights at a state-owned electricity gentailer.}
+\subtitle{Data science process in WA’s electricity sector}
+\date{October 2022}
+\author{Frederik Vanrenterghem}
+% \institute{Synergy}
+% \setbeamertemplate{frame footer}{\insertshorttitle}
+
+\begin{document}
+ \maketitle
+ \section{Our teams}
+ \begin{frame}{Analytic delivery model at the organisation}
+ \begin{columns}
+ \begin{column}{0.5\textwidth}
+ \begin{itemize}
+ \item Managerial reporting decentralised in all business units
+ \item Platform and BI expertise in corporate shared services
+ \item Advanced analytics centralized in operational business unit
+ \end{itemize}
+ \end{column}
+ \begin{column}{0.5\textwidth} %%<--- here
+ \begin{center}
+ \includegraphics[width=1\textwidth]{working.png}
+ \end{center}
+ \end{column}
+ \end{columns}
+ \end{frame}
+ \begin{frame}{Customer Business Unit’s data science stars}
+ (names and photos omitted from this version)
+ \end{frame}
+ \section{Using data science for energy management}
+ \begin{frame}{Solar creates incentives to shift consumption in time}
+ \begin{columns}
+ \begin{column}{0.6\textwidth}
+ \small About 40\% of WA households have solar panels, at times reducing day-time net demand on the network to such low levels that can result in system disruptions.
+ \begin{center}
+ \includegraphics[width=1\textwidth]{min-load-graph.png}
+ \end{center}
+ \end{column}
+ \begin{column}{0.4\textwidth}
+ \begin{center}
+ \includegraphics[width=.8\textwidth]{meter-selfread.jpg}
+ \end{center}
+ \small Given the costs to supply electricity and source it from households, consumers are best off utilising as much of their own generated power as they can through shifting load.
+ \end{column}
+ \end{columns}
+ \end{frame}
+ \begin{frame}{Our objective – help customers shift load to save}
+ \includegraphics[width=.9\textwidth]{strategic-pillars.png}
+ \end{frame}
+ \begin{frame}{Available data}
+ \begin{tabularx}{\linewidth}{XXX}
+ \includegraphics[width=.33\textwidth]{data-table.png}\newline
+ \tiny 46,172 customers that meet the criteria (AMI meter, pool and solar)
+ \begin{itemize}
+ \item \tiny ~ 4.5\% of residential accounts
+ \item \tiny ~ 33\% of premises with pool
+ \end{itemize}&
+ &
+ \includegraphics[height=.20\textwidth]{data-solar.png}\newline
+ \tiny Solar irradiance data for various locations in Perth metro\\
+ % \tiny 46,172 customers that meet the criteria (AMI meter, pool and solar)
+ %\begin{itemize}
+ %\item \tiny ~ 4.5\% of residential accounts
+ %\item \tiny ~ 33\% of premises with pool
+ %\end{itemize}
+ %&
+ %&
+ %\\
+ \includegraphics[height=.22\textwidth]{data-load.png} &
+ \includegraphics[height=.22\textwidth]{data-gross-load.png} &
+ \includegraphics[height=.18\textwidth]{data-deskresearch.png}\newline
+ \tiny (new) Pool pump size and energy consumption information \\
+ \end{tabularx}
+ \end{frame}
+ \begin{frame}{Model selection – an iterative process in itself}
+ \begin{columns}
+ \begin{column}{0.5\textwidth}
+ \begin{center}
+ \includegraphics[width=1\textwidth]{model-image-recognition.png}
+ \end{center}
+ \end{column}
+ \begin{column}{0.5\textwidth}
+ \begin{center}
+ \includegraphics[width=1\textwidth]{model-traces.png}
+ \end{center}
+ \end{column}
+ \end{columns}
+ \end{frame}
+ \begin{frame}{Model evaluation demonstrates viability and value}
+ \begin{columns}
+ \begin{column}{0.5\textwidth}
+
+ \begin{center}
+ \includegraphics[width=1\textwidth]{model-evaluation-volunteers.png}
+ \end{center}
+ \tiny
+ Volunteering employees confirmed initial results
+ \begin{itemize}
+ \item Volunteer A: 0.6kW pump between 6am-10am \& 2pm-6pm
+ \item Volunteer B: 1.5kW pump between 7am-1pm
+ \item Volunteer C: 1.2kW pump between 8:30am-12pm \& 2:30pm-6pm
+ \item Volunteer D: 0.4kW pump between 8:30am-5pm
+ \item Volunteer E: 1.2kW pump between 11pm-5am
+ \item Volunteer F: 0.6kW pump between 8am-10am \& 1pm-7pm
+ \end{itemize}
+ \end{column}
+ \begin{column}{0.5\textwidth}
+ \tiny
+ We find 14\% of pool owning customers have an opportunity to adjust their pool pump run times, saving about AUD 70 per year.
+ \begin{center}
+ \includegraphics[width=1\textwidth]{model-evaluation-results.png}
+ \end{center}
+ \end{column}
+ \end{columns}
+ \end{frame}
+ \begin{frame}{Bringing it to customers requires cross-functional collaboration}
+ \begin{columns}
+ \begin{column}{0.5\textwidth}
+ \begin{center}
+ \includegraphics[width=0.9\textwidth]{smiling-customer.png}
+ \end{center}
+ \end{column}
+ \begin{column}{0.5\textwidth}
+ \begin{center}
+ \includegraphics[width=1\textwidth]{system-diagram.png}
+ \end{center}
+ \end{column}
+ \end{columns}
+ \end{frame}
+ \begin{frame}{In summary}
+ \begin{itemize}
+ \item Working with awesomely talented \textbf{people}
+ \item Finding \textbf{value} both for the organisation and for consumers in Western Australia
+ \item Delivering data science in a \textbf{cyclical process} of
+ \begin{enumerate}
+ \item Aligning business objectives
+ \item with data
+ \item using the right model,
+ \item evaluated against the business objectives,
+ \item and deployed to the end beneficiaries.
+ \end{enumerate}
+ \end{itemize}
+ \end{frame}
+ \begin{frame}[standout]
+ Thank you!
+ \end{frame}
+\end{document}
+
