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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>reveal.js – The HTML Presentation Framework</title>
<meta name="description" content="A framework for easily creating beautiful presentations using HTML">
<meta name="author" content="Hakim El Hattab">
<meta name="apple-mobile-web-app-capable" content="yes">
<meta name="apple-mobile-web-app-status-bar-style" content="black-translucent">
<meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no">
<link rel="stylesheet" href="css/reveal.css">
<link rel="stylesheet" href="css/theme/sky.css" id="theme">
<!-- Theme used for syntax highlighting of code -->
<link rel="stylesheet" href="lib/css/zenburn.css">
<!-- Printing and PDF exports -->
<script>
var link = document.createElement( 'link' );
link.rel = 'stylesheet';
link.type = 'text/css';
link.href = window.location.search.match( /print-pdf/gi ) ? 'css/print/pdf.css' : 'css/print/paper.css';
document.getElementsByTagName( 'head' )[0].appendChild( link );
</script>
<!--[if lt IE 9]>
<script src="lib/js/html5shiv.js"></script>
<![endif]-->
</head>
<body>
<div class="reveal">
<!-- Any section element inside of this container is displayed as a slide -->
<div class="slides">
<section>
<h1>Using Data Science for Social Impact</h1>
<h3>26/09/2016 - Amazon</h3>
<p>
<small>Created by Paul van der Boor / <a href="http://twitter.com/paulvdboor">@paulvdboor</a></small>
</p>
</section>
<section>
<h2>Agenda</h2>
<ul>
<li>Getting to know eachother</li>
<li>How to use data science to improve our lives:
<ol>
<li>Predicting Hazardous Waste Violations </li>
<li>Optimizing Delivery of 911 Emergency Medical Services</li>
<li>Enhancing the Distribution of Social Services in Mexico </li>
</ol>
</li>
<li>What have we learned and how should we think about scaling these solutions?</li>
<li>What's next?</li>
</ul>
</section>
<section>
<h2>Getting to know eachother </h2>
</section>
<section>
<h2>Paul van der Boor</h2>
<h4>...Some random facts...</h4>
<table style="font-size: 25px; vertical-align: top;">
<tbody>
<tr>
<td style="vertical-align: top;"> (Flying) Dutchman
</td>
<td>
<ul>
<li>Live in Amsterdam (now)</li>
<li>Married to Anna from Barcelona </li>
<li>Enjoy #bakingbread</li>
</ul>
</td>
</tr>
<tr>
<td style="vertical-align: top;">Curious about technology & social impact
</td>
<td>
<ul>
<li>Social Enterprise Eluma: trying new business models for rural electrification in Sierra Leone </li>
<li>First NSF funded <a href="http://www.sciencedirect.com/science/article/pii/S0048733314001000">publication</a> using Amazon Turking (as far as I know) </li>
<li>Early Google Glass adopter (and early returner)</li>
</ul>
</td>
</tr>
<tr>
<td style="vertical-align: top;" >LinkedIn stuff</td>
<td>
<ul>
<li>PhD Carnegie Mellon U - Engineering and Public Policy 2014</li>
<li>Consultant at McKinsey & Company Digital. <br> Year1: 4 projects in 4 languages</li>
<li>McKinsey Global Institute Fellowship</li>
</ul>
</td>
</tr>
</tbody>
</table>
</section>
<section>
<h2>How did we end up here?</h2>
<p style="font-size: 28px;">
Published a KDD'16 paper <a href="http://www.kdd.org/kdd2016/subtopic/view/designing-policy-recommendations-to-reduce-home-abandonment-in-mexico">Designing Policy Recommendations to Reduce Home Abandonment in Mexico</a>
</p>
<p>
<iframe data-src="http://www.kdd.org/kdd2016/papers/files/adf0913-ackermannA.pdf" width="800" height="500" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:3px solid #666; margin-bottom:5px; max-width: 100%;" allowfullscreen> </iframe>
</p>
</section>
<section>
<h2>Which leads to...</h2>
<h2 class="fragment">... Data Science for Social Good</h2>
<p class="fragment">
Founded by spinoff team from Obama 2012 campaign, funded by Eric Schmidt Foundation
<br>
I joined in 2015 as Product Manager and have since lead 8 teams of data scientists
</p>
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/dssg_partners.JPG">
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/estonia_digital.JPG">
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/pittsburgh_uber.JPG">
</section>
<section>
<h3>Maybe, but then there's this...</h3>
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/typewriter.png">
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/medical_records_fax2.jpg">
</section>
<section>
<h3>"The future is already here, but it is just not very evenly distributed"
</h3>
<br>
<p>
-William Gibson
</p>
</section>
<section>
<h2>--1-- <br>
Predicting Hazardous Waste Violations</h2>
<p>
<iframe data-src="http://www.dec.ny.gov/" width="800" height="500" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:3px solid #666; margin-bottom:5px; max-width: 100%;" allowfullscreen> </iframe>
</p>
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/NYSDEC_map.png">
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/NYSDEC_map_EJ.png">
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/NYSDEC_map_EJ.png">
<h3 style="border:3px; border-style:solid; border-color: rgba(255,255,255,0.5); padding: 1em; background-color: rgba(255,255,255,0.5);"> <b>Risk score = P(Violation) x severity </b>
</h3>
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/NYSDEC_output.JPG">
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/NYSDEC_model.JPG">
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/NYSDEC_impact.JPG">
</section>
<section>
<h2> How to implement?</h2>
<pre><code class="hljs" data-trim contenteditable>
us_states = ['Alabama', 'Alaska', .. , 'Wyoming']
for states in us_states:
inspectionmethod= better_inspectionmethod
print 'hitrate:', hitrate #improved inspections hitrate
print "Good bye!"
</code></pre>
<p>Simple right...?</p>
</section>
<section>
<h2> Lessons Learned</h2>
<ol>
<li>Inspectors don't understand/trust black boxes</li>
<li>Tools and technology mismatch </li>
<li>Organisational change required to adopt model</li>
<li>Model validation requires (a lot of!) time</li>
</ol>
</section>
<section>
<h2>--2-- <br>
Optimizing Delivery of 911 Emergency Medical Services</h2>
<p>
<iframe data-src="http://www.cincinnati-oh.gov/fire/" width="800" height="500" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:3px solid #666; margin-bottom:5px; max-width: 100%;" allowfullscreen> </iframe>
</p>
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/Cincy_map2.JPG" >
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/Cincy_challenge1.JPG" >
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/Cincy_challenge2.JPG">
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/Cincy_challenge3.JPG">
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/Cincy_challenge4.JPG" >
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/Cincy_challenge5.JPG" >
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/Cincy_challenge6.JPG" >
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/Cincy_model.JPG" >
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/Cincy_impact.JPG" >
</section>
<section>
<h2> Lessons Learned</h2>
<ol>
<li>Organisational context (read: unions) are very important</li>
<li>Public institutions are sensitive to their image (e.g. of neighborhood features)</li>
<li>Just because problems look similar, doesn't mean they are</li>
</ol>
</section>
<section>
<h2>--3-- <br>
Enhancing the Distribution of Social Services in Mexico</h2>
<p>
<iframe data-src="https://www.prospera.gob.mx/EVALUACION/es/matriz/diagnosticos.php" width="800" height="500" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:3px solid #666; margin-bottom:5px; max-width: 100%;" allowfullscreen> </iframe>
</p>
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/sedesol_1.JPG" >
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/sedesol_2.JPG" >
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/sedesol_3.JPG" >
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/sedesol_4.JPG" >
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/sedesol_5.JPG" >
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/sedesol_6.JPG" >
</section>
<section>
<h2> Lessons Learned</h2>
<ol>
<li>Governments have very little information about some of their citizens, yet triangulation of different datasources can be quite powerful</li>
<li>It is key to have they right people in the room</li>
<li>Geocoding is difficult without a standard address format</li>
<li>Commercial software vs open-source discussion can resemble religious debate</li>
</ol>
</section>
<section>
<h2>There were more...</h2>
<ul>
<li class="fragment">Predict risk of an adverse birth to improve targeting of state health programs</li>
<li class="fragment">Assess risk of neighbourhood blight to direct building code inspectors and neighbourhood revitalisation resources</li>
<li class="fragment">Using Natural Language Processing on citizen requests to President of Mexico to improve government responsiveness</li>
<li class="fragment">...</li>
</ul>
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/pipeline.JPG" data-background-size="contain" >
</section>
<section data-background="https://raw.githubusercontent.com/pvdb2178/reveal.js/master/images/cincy_luigi.JPG" data-background-size="contain">
</section>
<!-- bring smart tools to these people
- Docker
- Luigi
- Slack
- Aws
-
Success stories
- Chief Data Scientist of Cincinnati learning python
- Doing an OS workshop with Govt of Mexico
- Showing them we can do the same work in an easier way
-->
<section>
<h2>Key take-aways</h2>
<table style="font-size: 25px; vertical-align: top;">
<tbody>
<tr>
<td style="vertical-align: top;"> Technology must have low adoption barrier
</td>
<td>
<ul>
<li class="fragment">Ensure solutions are accesible, e.g. publish on Github </li>
<li class="fragment">Facilitate easy replication by using open source solutions & permissive licensing </li>
<li class="fragment">Tools needs to be scalable </li>
</ul>
</td>
</tr>
<tr>
<td style="vertical-align: top;">Organisational context is important
</td>
<td>
<ul>
<li class="fragment">Understanding how/when/where the data is generated is key</li>
<li class="fragment">Need to have the right people in the room</li>
<li class="fragment">Framing can make a big difference</li>
</ul>
</td>
</tr>
<tr>
<td style="vertical-align: top;" >Work on high impact problems</td>
<td>
<ul>
<li class="fragment">Choose common problems and re-use proven solutions where possible</li>
<li class="fragment">Need to have a deep undersanding of what the 'business' problem is</li>
<li class="fragment">Collaborate with private sector</li>
</ul>
</td>
</tr>
</tbody>
</table>
</section>
<section>
<h2>What's next?</h2>
<ol>
<li class="fragment">Continue supporting orgs to implement data science projects</li>
<li class="fragment">Publish and share outcomes in applied data science forums (e.g. KDD)</li>
<li class="fragment">Bring Data Science for Social Good v1.0 to Europe - Summer '17</li>
<li class="fragment">Continue to search private sector partners who are interested doing/supporting this work</li>
</ol>
</section>
<section style="text-align: left;">
<h1>THE END</h1>
<h3> Questions?</h3>
<br>
<br>
<br>
<br>
<p>contact me @ <a href="">pvboor 'at' gmail 'dot' com</a>
</p>
</section>
</div>
</div>
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