Content & Writeups
Works in Progress
- Economic Narratives in Data-Driven Reporting - Analyzing a decade of economic journalism to understand how quantitative evidence shapes news narratives
- LLM-Enhanced Survey Analysis - Developing methods to combine structured survey responses with unstructured text using large language models
- Prediction Markets vs. Sports Betting - Comparative analysis of online betting markets (like Polymarket) and traditional sports betting through behavioral and structural lenses
- A Decade of DataSquad - Retrospective analysis of 10 years of Carleton College's "DataSquad" program and its insights for undergraduate CS education
Publications, Articles & Other Research
- Framing in the Presence of Supporting Data: A Case Study in U.S. Economic News
- Warped Front Pages
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Optimization Under Uncertainty: The Scenario Approach and
Guaranteed Error Machines-->
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→ GitHub Repository -
Graphical Inference with Convolutional Neural Networks
→ USRESP Award Link
Probability & Statistics Series
- Expectation Pt. 4 (Moments) - PDF
- Expectation Pt. 3 (Properties of Expectation) - PDF
- Expectation Pt. 2 (Variance) - PDF
- Expectation Pt. 1 (Intro) - PDF
- Random Variables Pt. 4 (Markov Chains) - PDF
- Random Variables Pt. 3 (Functions of a Random Variable) - PDF
- Random Variables Pt. 2 (Multivariate Distributions) - PDF
- Random Variables Pt. 1 (The Basics) - PDF
- Intro to Bayes' Theorem - PDF
- Basics of Conditional Probability - PDF
Project Notes & Explorations
- Dynamic Pricing in a Competitive Environment - PDF
- Natural Language Image Search - PDF
- Modeling Citi Bike Availability - PDF
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A Brief Intro to Bayesian Belief Networks
→ GitHub Repository - Some Notes on Reinforcement Learning - GitHub
- Hidden Markov Models (DRAFT) - PDF
- Replicating Bayesian Distributional Word Embeddings - PDF
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Paraphrase Detection
→ GitHub Repository - Quick Analysis of Metro Transit Dwell Times - HTML Slides
- Quantifying Smart Growth (Case Studies: Wellington & Colorado Springs) - PDF