From b6f03e46bdfa87a57754d3fb86fc30d684f0db17 Mon Sep 17 00:00:00 2001 From: Frederik Vanrenterghem Date: Sun, 6 Nov 2022 18:15:13 +0800 Subject: [PATCH 1/1] Add source files for presentation. --- DataScienceDiscovery-ConsumerInsights.tex | 154 ++++++++++++++++++++++ data-deskresearch.png | Bin 0 -> 30232 bytes data-gross-load.png | Bin 0 -> 29254 bytes data-load.png | Bin 0 -> 21208 bytes data-solar.png | Bin 0 -> 1215055 bytes data-table.png | Bin 0 -> 12845 bytes min-load-graph.png | Bin 0 -> 1109518 bytes model-evaluation-results.png | Bin 0 -> 20732 bytes model-evaluation-volunteers.png | Bin 0 -> 77831 bytes model-image-recognition.png | Bin 0 -> 266999 bytes model-traces.png | Bin 0 -> 37629 bytes smiling-customer.png | Bin 0 -> 490312 bytes strategic-pillars.png | Bin 0 -> 114228 bytes system-diagram.png | Bin 0 -> 82010 bytes working.png | Bin 0 -> 5202777 bytes 15 files changed, 154 insertions(+) create mode 100644 DataScienceDiscovery-ConsumerInsights.tex create mode 100644 data-deskresearch.png create mode 100644 data-gross-load.png create mode 100644 data-load.png create mode 100644 data-solar.png create mode 100644 data-table.png create mode 100644 min-load-graph.png create mode 100644 model-evaluation-results.png create mode 100644 model-evaluation-volunteers.png create mode 100644 model-image-recognition.png create mode 100644 model-traces.png create mode 100644 smiling-customer.png create mode 100644 strategic-pillars.png create mode 100644 system-diagram.png create mode 100644 working.png diff --git a/DataScienceDiscovery-ConsumerInsights.tex b/DataScienceDiscovery-ConsumerInsights.tex new file mode 100644 index 0000000..408ae67 --- /dev/null +++ b/DataScienceDiscovery-ConsumerInsights.tex @@ -0,0 +1,154 @@ +\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} + diff --git a/data-deskresearch.png b/data-deskresearch.png new file mode 100644 index 0000000000000000000000000000000000000000..6704b67bf48776503ae9f2ec94d9c88f5d58ed55 GIT binary patch literal 30232 zcmcG0WmHw$_x3?r(gJCeGH8?z8wp7f!6PXuh@=P{Qcw`35sT zN_YL|I)Fd#m-pLy$G~yN*?X_OV&*fSx&1WM6lr!c@5Ep*G)m{sXkjqKSom|LAcJ32 zmC~j$7>919Gbb-PwU2i?I_V6?R+vkojMep?>KKTw%%`F zdwe+hmh7MW=Jv5VT=T+Gb>Z62LP~f$rf7Qoi!b^g3<)FpmmX#Y|9MfNe<=jfznpmV z?|-hJupvS}{d?WBX9xOe^ZBjo#iZz`&F8nSZw~yQ>zgnB&-KlLF`Li-|DBj}qc=Gn zHy77wEiEl>5fM#6gU^R<)W?V8@se%Xw<2Aq${4eprc9!w9bWr0A6F)$Vdf?#qYjRj zb5V{Iyt=Nq@TYUmV|_F&<135x=L2DU>JfAbs~XK2hC(uT$Ae8P0;{6LZVY^RKxOy4 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