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<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
<html xmlns="http://www.w3.org/1999/xhtml">
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<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta http-equiv="Content-Style-Type" content="text/css" />
<meta name="generator" content="pandoc" />
<title></title>
<style type="text/css">code{white-space: pre;}</style>
<link rel="stylesheet" href="resume-css-stylesheet.css" type="text/css" />
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<body>
<h1 id="sonya-sawtelle">Sonya Sawtelle</h1>
<h4 id="data-scientist-with-a-strong-background-in-math-science-and-programming.">Data scientist with a strong background in math, science and programming.</h4>
<h6 id="website-.-linkedin-.-github-.-sonya.sawtelleaya.yale.edu-.-802-461-3429">[ <a href="http://sdsawtelle.github.io">website</a> ] . [ <a href="www.linkedin.com/in/sonya-sawtelle-data-scientist">linkedin</a> ] . [ <a href="https://github.com/sdsawtelle">github</a> ] . [ <script type="text/javascript">
<!--
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document.write('<a h'+'ref'+'="ma'+'ilto'+':'+e+'" clas'+'s="em' + 'ail">'+e+'<\/'+'a'+'>');
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</script><noscript>sonya.sawtelle at aya dot yale dot edu</noscript> ] . [ 802 461 3429 ]</h6>
<h2 id="skills">Skills</h2>
<p><text class="bubble">data analysis</text> <text class="bubble">databases</text> <text class="bubble">machine learning</text> <text class="bubble">data visualization</text> <text class="bubble">statistics</text> <text class="bubble">technical writing</text></p>
<p><strong>Programming:</strong> Python, SQL, C++, git/github, Matlab, R, command line</p>
<p><strong>Python Packages:</strong> Jupyter, Pandas, Numpy, Matplotlib, Scikit-learn, PyMC, Scipy, TensorFlow</p>
<p><strong>Web Development:</strong> HTML5/CSS3, d3.js, web2py, Pelican</p>
<h2 id="experience">Experience</h2>
<p><strong>Data Scientist, Upwork (part-time)</strong> (2017-2018)</p>
<ul>
<li>Built machine learning models in Python to inform business decisions like "How long should we leave jobs open before expiring?" and "Should this job be moved to the US-only marketplace?"</li>
<li>Identified two major data leaks in a pre-existing model that impacted runtime accuracy.</li>
<li>Provided insights on how client and freelancer behavior evolves during the lifetime of a job post by ingesting data from PostgreSQL and performing cleaning/analysis in Python.</li>
<li>Created reports/presentations to communicate insights to both technical and non-technical staff.</li>
</ul>
<p><strong>Freelance Data Scientist</strong> (2017-2019)</p>
<ul>
<li>Assisted a client with MCMC Bayesian parameter estimation using PyMC and corresponding visualizations for experimental chemistry data; results contributed to a <a href="https://pubs.acs.org/doi/abs/10.1021/acscatal.9b01234">published paper</a>.</li>
<li>Enabled a client to analyze patterns in financial transactions by building a Python module to aggregate data, create summary statistics and visualizations, and automatically email reports.</li>
<li>Provided a client with insights on user behavior for a nutrition/workout tracking mobile app by performing data cleaning, exploratory analysis and PCA with clustering.</li>
</ul>
<p><strong>Graduate Researcher, Yale University</strong> (2012-2018)</p>
<ul>
<li>Designed and executed experiments in 3 main projects, all resulting in publications.</li>
<li>Performed simulation and data analysis with Python, MATLAB, and C++.</li>
<li>Improved documentation and training for lab protocols, and maintained the internal lab wiki and Unix server.</li>
<li>Trained and managed 4 undergraduate assistants, resulting in successful senior projects.</li>
</ul>
<p><strong>Medical College Admission Test Instructor, Kaplan Test Prep</strong> (2011-2012)</p>
<ul>
<li>Planned and delivered lectures on undergraduate Physics, Chemistry and Biology.</li>
</ul>
<h2 id="education">Education</h2>
<p><strong>Ph.D. in Applied Physics, Yale University</strong> (2012-2018)</p>
<ul>
<li>Six publications (three first-author [<a href="https://journals.aps.org/prb/abstract/10.1103/PhysRevB.99.054304">1</a>][<a href="https://aip.scitation.org/doi/abs/10.1063/1.5051638">2</a>][<a href="https://iopscience.iop.org/article/10.1088/1361-6528/aae673/meta">3</a>]), coursework in physics, engineering, and statistics.</li>
</ul>
<p><strong>B.S. in Physics, Indiana University</strong> (2008-2011)</p>
<ul>
<li>Baccalaureate with Departmental Honors and Highest Distinction, 3.98/4.0 GPA</li>
</ul>
<p><strong>MOOCs</strong></p>
<ul>
<li>Deep Learning 5-Course Specialization (deeplearning.ai), <a href="https://www.coursera.org/account/accomplishments/specialization/JKFBV29P5MPS">Credential ID JKFBV29P5MPS</a></li>
<li>Machine Learning (Stanford University)</li>
</ul>
<h2 id="awards">Awards</h2>
<ul>
<li><strong>Sterling Prize Fellowship</strong>, Yale University (2013). Awarded to 30 out of 10,500 applicants.</li>
<li><strong>IU Founders Scholar</strong>, Indiana University (2012)</li>
<li><strong>Baccalaureate with Highest Distinction</strong>, Indiana University (2012). Granted to 5 students.</li>
</ul>
<!---
Granted to 5 students out of 498 in the class.
-->
<h2 id="projects">Projects</h2>
<p><strong>Web App</strong> <a href="http://sdsawtelle.pythonanywhere.com"><em>GeekBuddy Social Graph and Buddy Finder</em></a> (2017)</p>
<ul>
<li>Designed and built a web application using Web2Py framework and d3.js that displays the social graph for a user on www.boardgamegeek.com and colors nodes by correlation to the user as computed from boardgame ratings. Data was collected by a combination of web scraping and API querying and stored as a sqlite database.</li>
</ul>
<p><strong>Website & Technical Blog</strong> <a href="http://sdsawtelle.github.io/blog/output/index.html"><em>Exploring Data Science and Python</em></a> (2015-present)</p>
<ul>
<li>Designed and built a personal website for hosting useful technical articles using HTML/CSS and GitHub Pages. Authored a series of educational posts on various programming and data science topics using Jupyter Notebooks and Pelican page generator.</li>
</ul>
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