The data science program is an interdisciplinary degree offered by the College of Engineering, Fulbright College of Arts and Sciences, and the Sam M. Walton College of Business.

This page collects the digitized full text Undergraduate Honors Theses of the Data Science Program at the University of Arkansas, Fayetteville.

Selected titles of Undergraduate honors thesis written prior to 2023 can be found in Special Collections.

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Theses from 2025

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Guide to Data Science: A User-Friendly App for Data Exploration, Chloe E. Burgess

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Understanding and Evaluating Multi-class Product Classification Methods for E-commerce, Caroline G. Cordes

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Optimizing Fire Station Placement in Sugar Land, TX: A Socioeconomic Risk-Based Approach, Alicia Gallemore

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NUTMEG: Separating Signal From Noise in Annotator Disagreement, Jonathan W. Ivey, Susan Gauch, and David Jurgens

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Shortage to Surge - Studying the Post-COVID-19 Guitar Retail Market, Jed H. Kim

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Extending Simulation-Enhanced Bayesian Optimization of System Designs: A Computational Study, Luke Kim

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Computer Vision in Soccer: YOLOv11 Analytics Engine for Quantifying Game Strategy, Connor S. Maurer

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Attribute Based Assortment Using Machine-Learning, Hector Negron

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Enhancing The University of Arkansas' Operations Through Data Science, Aura L. Pinto-Avelar

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Machine learning-assisted analyses for identification and prediction of genetic abnormalities in human pluripotent stem cell populations, Sabrina A. Saitta

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Lucky Charms: Leveraging Consumer Data Analysis for Strategic Decision-Making at General Mills, Katherine Page Thomas

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Enhancing Product Image Classification: Utilizing Machine Learning Models for Retail Applications, Avery A. Thompson

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Breaking Down Data Science: A Low-Code Machine Learning Platform, Avie D. Timby

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IcyLib: A Scalable Solution for Reproducible Image Classification Workflows, Leo Williams

Theses from 2024

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The Importance of Data Preparation in a Data Science Problem, Sophia Beard

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A Comprehensive Analysis of Training Induced Heat-Related Injuries at Fort Moore, Anthony Beger

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Sequential Optimization for Stressor-Informed Test Planning Through Integration of Experimental and Simulated Data, Jacob Brecheisen

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Examining Award Compliance to Inform Resource Allocation, Jacob Haarala

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Spatiotemporal Negative Inventory Outlier Decomposition for Supply Chain Applications in Consumer-Packaged Goods (CPG), Hayden McDonald

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Employing Natural Language Processing to Link Customer Survey Feedback with Net Promoter Scores, Gerardo Moreno

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The Importance of Text Representation for Neural Networks through Natural Language Processing Techniques, William Parsley

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Examining the Impact of Customer RFP Characteristics on Award Compliance, Laasya Ravipati

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A Spatiotemporal Analysis of Violent Crime in Little Rock, Arkansas from 1999-2022, Nicole Rogers

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Concurrent Processing of Retail Data in Python to Optimize Runtime, Bobby Slavin

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Predicting True Attributes of Retailer Data, Abby Willard

Theses from 2023

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Autonomous Portfolio Management Using Deep Learning, Jack Kincannon

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Internship Thesis - Happy Egg Co., Annelise Koster