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<!DOCTYPE html>
<html>
<head>
<title>David OBrien | Applied Scientist II @ AWS</title>
<style>
/* Modern, snazzy, simple look: light gray with purple accent */
body {
font-family: 'Source Code Pro', monospace;
margin: 0;
padding: 0;
background: #f7f7fa;
color: #222;
font-size: 1rem;
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.section-title {
font-size: 2rem;
text-align: left;
margin-bottom: 2rem;
color: #7c3aed; /* purple accent */
letter-spacing: 1px;
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#introduction {
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display: flex;
padding: 75px;
align-items: center;
border-bottom: 2px solid #ede9fe;
}
#introduction img {
border-radius: 50%;
width: 220px;
box-shadow: 0 4px 24px #7c3aed22;
border: 4px solid #ede9fe;
}
#introduction div {
padding-left: 40px;
max-width: 700px;
}
#introduction h1 {
font-size: 2.5rem;
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#introduction p {
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font-family: 'Inter', 'Segoe UI', Arial, sans-serif;
font-weight: 400;
}
#introduction .icon {
width: 40px;
height: 40px;
margin-right: 10px;
filter: grayscale(0.2) brightness(0.9);
transition: filter 0.2s;
}
#introduction .icon:hover {
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#services, #publications, #experiences {
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background: #fff;
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max-width: 1100px;
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.service-icon {
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#publications ul, #experiences ul {
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#publications li, #experiences li {
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#publications li:last-child, #experiences li:last-child {
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@media (max-width: 900px) {
#introduction { flex-direction: column; padding: 40px; }
#introduction div { padding-left: 0; margin-top: 30px; }
.services-container { flex-direction: column; gap: 30px; }
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.exp-card:hover {
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.exp-company {
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.exp-title {
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}
</style>
</head>
<body>
<div id="introduction">
<img src="david.png" alt="Headshot">
<div>
<h1>Dr. David O'Brien</h1>
<p>Applied Scientist II in the Next-Gen Developer Experience org at AWS. I defended my Ph.D. entitled <b>"Data-Driven Techniques for Identifying and Automatically Repaying Technical Debt"</b> at Iowa State University under the advisement of Dr. Hridesh Rajan.<br><br>
I am passionate about building intelligent developer tools and advancing the science of software engineering. My expertise spans agentic AI, static analysis, code generation, and large-scale pattern mining. I have contributed to research and product development at AWS and Apple, with a focus on leveraging machine learning and program analysis to automate and improve the software development lifecycle. My work is published at top-tier software engineering conferences and aims to bridge the gap between research and impactful developer experiences.</p>
<a href="https://github.com/DavidMOBrien">
<span class="icon" aria-label="GitHub" style="display:inline-block;vertical-align:middle;">
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</svg>
</span>
</a>
<a href="https://linkedin.com/in/davidobr">
<span class="icon" aria-label="LinkedIn" style="display:inline-block;vertical-align:middle;">
<svg width="40" height="40" viewBox="0 0 24 24" fill="#7c3aed" xmlns="http://www.w3.org/2000/svg">
<path d="M20.447 20.452h-3.554v-5.569c0-1.327-.027-3.037-1.849-3.037-1.851 0-2.132 1.445-2.132 2.939v5.667H9.358V9h3.414v1.561h.049c.476-.899 1.637-1.849 3.37-1.849 3.602 0 4.267 2.368 4.267 5.455v6.285zM5.337 7.433c-1.144 0-2.069-.926-2.069-2.068 0-1.143.925-2.069 2.069-2.069 1.143 0 2.068.926 2.068 2.069 0 1.142-.925 2.068-2.068 2.068zm1.777 13.019H3.56V9h3.554v11.452z"/>
</svg>
</span>
</a>
</div>
</div>
<div id="services">
<h2 class="section-title">Research Interests</h2>
<div class="services-container">
<div class="service">
<img src="software.png" width="100" height="100">
<h3 style="color:#7c3aed;">Software Engineering</h3>
</div>
<div class="service">
<img src="ml.png" width="100" height="100">
<h3 style="color:#7c3aed;">Machine Learning</h3>
</div>
<div class="service">
<img src="language.png" width="100" height="100">
<h3 style="color:#7c3aed;">Program Analysis</h3>
</div>
<div class="service">
<img src="mining.png" width="100" height="100">
<h3 style="color:#7c3aed;">Big Data Mining</h3>
</div>
</div>
</div>
<div id="publications">
<h2 class="section-title">Publications</h2>
<div class="pub-cards">
<div class="pub-card">
Fraol Batole, <b>David OBrien</b>, Tien Nguyen N., Robert Dyer, Hridesh Rajan. <i>An LLM-Based Agent-Oriented Approach for Automated Code Design Issue Localization.</i> In 2025 IEEE/ACM 45th International Conference on Software Engineering (ICSE), 2025.
</div>
<div class="pub-card">
<b>David OBrien</b>, Sumon Biswas, Sayem Imtiaz, Rabe Abdalkareem, Emad Shihab, Hridesh Rajan. <i>Are Prompt Engineering and TODO Comments Friends or Foes? An Evaluation on GitHub Copilot.</i> In 46th International Conference on Software Engineering (ICSE), 2024.
</div>
<div class="pub-card">
<b>David OBrien</b>, Robert Dyer, Tien Nguyen, Hridesh Rajan. <i>Data-Driven Evidence-Based Syntactic Sugar Design.</i> In 46th International Conference on Software Engineering (ICSE), 2024.
</div>
<div class="pub-card">
<b>David OBrien</b>, Sumon Biswas, Sayem Imtiaz, Rabe Abdalkareem, Emad Shihab, Hridesh Rajan. <i>23 Shades of Self-Admitted Technical Debt: An Empirical Study on Machine Learning Software.</i> In 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (ESEC/FSE), 2022.
</div>
</div>
</div>
<div id="experiences">
<h2 class="section-title">Professional Experience</h2>
<div class="exp-cards">
<div class="exp-card">
<div class="exp-header">
<span class="exp-company">Amazon Web Services (AWS)</span>
<span class="exp-dates">Oct 2024 - Present</span>
</div>
<div class="exp-title">Applied Scientist II, Next-Gen Developer Experience</div>
</div>
<div class="exp-card">
<div class="exp-header">
<span class="exp-company">Laboratory for Software Design</span>
<span class="exp-dates">Summer 2020 - Fall 2024</span>
</div>
<div class="exp-title">Researcher</div>
</div>
<div class="exp-card">
<div class="exp-header">
<span class="exp-company">Apple</span>
<span class="exp-dates">Summer 2023</span>
</div>
<div class="exp-title">ML Engineer Intern</div>
</div>
<div class="exp-card">
<div class="exp-header">
<span class="exp-company">Collins Aerospace</span>
<span class="exp-dates">Summer 2022</span>
</div>
<div class="exp-title">AI Engineer Intern</div>
</div>
</div>
</div>
</body>
<script src="timeline.js"></script>
</html>