Business Analytics Commons^™

Problems And Risks Within The Agriculture Of Stann Creek, Ethan Bailey

Supply Chain Management Undergraduate Honors Theses

Agriculture is a significant part of the economy of Stann Creek, Belize and faces many challenges. This research presents data from farms in the areas surrounding Dangriga regarding the problems that they have been experiencing and potential risks they may face. The research covers family/individual farms, an agriculture cooperative, commercial farms, agritourism businesses, and Mennonite communities. This research was conducted as part of an internship with the Ministry of Agriculture (MOA) of Belize alongside extension officers of the Stann Creek branch of the MOA.

The data from the internship found that agriculture in Stann Creek dealt with problems regarding availability …

A Forecasting Framework For Distribution Center Capacity Utilization: An Applied Industry Study, Jordan J. Shortt

Data Science Undergraduate Honors Theses

This project develops and evaluates a predictive modeling framework for forecasting distribution center capacity utilization at Company Y, with monthly forecast horizons up to one year. Motivated by the operational challenges of seasonal demand volatility, promotional cycles, and the absence of a formally defined capacity metric, the study first constructs a historical capacity utilization measure from raw warehouse management system data — reconciling item volumes, location dimensions, and utilization factors across all DCs — which serves as the target variable for all modeling work. Four models are developed and evaluated against a naïve seasonal baseline: SARIMA, LightGBM, LSTM, and a …

Developing Tracking Compliance Standards For Inbound Freight: A Data-Driven Industry Application At O’Reilly Automotive, Jackson Endacott

Data Science Undergraduate Honors Theses

Visibility of inbound freight is critical for managing operational efficiency, yet many organizations lack standardized compliance metrics for third-party carriers to uphold, preventing them from utilizing tracking data to make data-driven decisions. During a summer internship with the Transportation Department at O’Reilly Automotive, data inconsistencies were addressed in the Transportation Management System (TMS), and that data was utilized to create tracking compliance standards for third-party carriers. Data populated from various sources within O’Reilly’s TMS was cleaned, validated, and utilized to create a Tracking Scorecard that evaluates message transmission rates, timeliness, and errors. This tool provides actionable insights to improve tracking …

Escaping The Promotion Trap: A Machine Learning Framework For Brand Equity Preservation In Beverage Cpg, Lucas P. Jones

Data Science Undergraduate Honors Theses

When companies acquire beverage brands, they typically value them based on total sales revenue. This traditional approach treats all sales equally over time, whether they are driven by genuine consumer demand or temporary discounts. This is important because while promotions can boost short-term sales, they tend to erode brand value over long periods of time. The measurement problem extends to acquisitions, where buyers lack the tools to distinguish real consumer demand from artificial promotional inflation.

This thesis develops a framework to separate genuine baseline demand from promotional dependence using Nielsen scanner data covering 189 beverage brands across 188,304 weekly observations …

Integrating Data Analytics: Exploring The Best Methods To Evaluate Players’ Performance To Help Gain A Competitive Advantage On The Football Field, Tanner F. Fountain

Finance Undergraduate Honors Theses

To succeed in the world of sports, leaders need to uncover and utilize any advantage possible in order to gain a competitive advantage over their competition. I discuss how leaders of a sports organization, specifically within the Arkansas Razorback football program, implement the use of analytics on and off the field, as well as how they use their data to create visuals, find potential strengths and weakness, and ultimately help them be more prepared for gameday. Using my personal experience as a Student Analyst for the Razorbacks, along with supplementary information, I share the latest tactics and the strategies for …

Analytics & Insights Internship At Market Performance Group, Ava Mccrary

Information Systems Undergraduate Honors Theses

An Honors Thesis discussing the growth of analytics in the corporate world.

The Electric Revolution: A Quantitative Analysis Of Tesla's Sales Growth, Mason Bravo

Accounting Undergraduate Honors Theses

This thesis explores the key factors influencing Tesla's sales growth within the evolving electric vehicle (EV) market. It uses regression analysis to quantify the impact of average sales price, charging infrastructure, EV demand, and macroeconomic performance on Tesla's vehicle sales. The analysis is based on data from Tesla's annual reports, the Alternative Fuels Data Center, the International Energy Agency, and the Bureau of Labor Statistics. Key findings include a significant negative correlation between average sales price and vehicle sales, and a strong positive correlation between charging infrastructure and sales. These insights offer valuable implications for Tesla’s strategic decision-making, investor analysis, …

A 360 Perspective About Corporate Finance, Braden C. Fancher

Finance Undergraduate Honors Theses

This thesis provides a comprehensive reflection on the author's experience in the “Finance 360” rotational internship program at Burns & McDonnell, a program designed to expose interns to the diverse functions within a corporate finance and accounting department. Over the course of 10 weeks, the author completed 12 different rotations, gaining hands-on experience across various financial disciplines. This paper highlights five rotations—Operational Financial Analysts, Financial Analytics, Internal Audit, Project Accounting, and Investments—that had the greatest impact on reshaping the author’s understanding of corporate finance. These experiences revealed the deep integration of finance with accounting, analytics, and strategic decision-making, far beyond …

Shortage To Surge - Studying The Post-Covid-19 Guitar Retail Market, Jed H. Kim

Data Science Undergraduate Honors Theses

The COVID-19 pandemic was one of the most catalyzing events of the 21st century, leading to supply chain disruptions, lifestyle changes, and a massive shift towards digital technologies. During the COVID-19 lockdown, many people had more free time, and over 16 million individuals learned to play guitar in the first 2 years of the pandemic. According to a study by Fender, 62% of these new guitar learners cited the pandemic as their primary reason for learning the instrument. However, pandemic policies and supply chain disruptions meant that many guitar retailers were unable to satisfy demand, and backorders accumulated. After the …

Telehealth And Medical Consumerism In The Digital Age, Yibing Hu

Finance Undergraduate Honors Theses

This paper discusses the role of telehealth in medical consumerism. As a cheap and convenient model of healthcare, telehealth enables patients to access healthcare regardless of location, as long as they have the necessary technology.

In the current healthcare landscape, insurance policies and high costs push patients to act as consumers of medical services. With the rise of telehealth as another healthcare option, the medical sector further becomes consumer-oriented. This ultimately changes the way patients interact with healthcare.

The Shocking Future Of Artificial Intelligence Across A Variety Of Industries, Collin Elek Boone

Management Undergraduate Honors Theses

Artificial intelligence is a huge phenomenon that has begun to take over worldwide media. The abilities that AI has already proven to be capable of will undoubtedly change the world in a variety of ways. In the future, however, it is possible that AI will have an impact on nearly every sector imaginable. With the success that companies such as OpenAI and Microsoft have already displayed regarding artificial intelligence, it is clear that this software has immense capabilities. The purpose of this study is to conduct research detailing the potential impact of AI on industries within the business sector and …

The Artificial Intelligence Revolution, Alexander Summers

Management Undergraduate Honors Theses

This thesis covers the innovation of AI and the impact it is having in the workplace.

Go Green Or Go Viral?, Kimberly Silva-Nash

Supply Chain Management Undergraduate Honors Theses

Our society has been altered by the proliferation of social media. Viral marketing and influencer marketing have increased the amount of products that dramatically increase in popularity, in other words - go viral. These trend cycles have led to the consumption of businesses that are not as moral as they seem. Has society replaced the priority of buying from good-willed businesses with buying from businesses that give them that new trendiest item? Has society lost its morality in purchasing concerning these trends?

What Impact Did The Tcja Tax Cuts Have On The Manufacturing Sector?, Ryan Parker

Accounting Undergraduate Honors Theses

Throughout this paper I will examine positive effects the Tax Cuts and Jobs Act of 2017 had on the manufacturing sector. To do this I begin by outlining the key provisions in the TCJA that directly benefit the manufacturing sector. This includes the corporate tax rate reduction from 35 percent to 21 percent, the changes to the repatriation tax for foreign funds, and the treatment for capital assets. I then analyze key metrics including pre-tax income, income tax provision, dividends, changes in retained earnings, and spending on property plant and equipment. I will show the interactions between the increase in …

The Effects Of Short-Term Rentals On Communities And How To Legislate Them: An Expanded Literary Review, William Cherry

Finance Undergraduate Honors Theses

A literary review of the economic and socioeconomic effects of short-term rental properties, specifically the commercialization of the industry based upon other research studies. An in-depth look at how commercialized short-term rentals effect the younger generation, hospitality industry, housing market, communities they reside in, and other externalities. A further review of different legal case studies of short-term rental legislation in major cities across the globe and their varying degrees of effectiveness.

Financial Consulting Internship In Valencia: Alternative Investments And Ai, Mason Sidney Rike

Finance Undergraduate Honors Theses

During the summer before my senior year, I had the opportunity to work as a research analyst in the finance department of TuaTeam, a financial and strategic consulting firm in Valencia, Spain. TuaTeam is a relatively new firm that serves its clients in a wide range of areas, from strategic restructuring and business model development to finding funding for future projects and identifying/evaluating potential investment opportunities. TuaTeam also works closely with communities around Spain to foster innovation and development among youth and professionals seeking to gain experience in new trends in technology and cultural enrichment. The company currently holds classes …

Spatiotemporal Negative Inventory Outlier Decomposition For Supply Chain Applications In Consumer-Packaged Goods (Cpg), Hayden Mcdonald

Data Science Undergraduate Honors Theses

Coca-Cola is a popular soft drink brand with sales occurring in every Walmart store across the world, which generates large quantities of data and requires a robust supply chain system. However, the company does not currently have a sophisticated, automated, and/or prescriptive system for detecting where, when, and why inventory outages occur and applying preventative measures to avoid loss of revenue from the absence of inventory on store shelves. This thesis proposes and applies a novel, prescriptive system for this purpose. An inventory outage can be seen as a ‘negative’ statistical outlier in a time series of inventory for an …

The Importance Of Data Preparation In A Data Science Problem, Sophia Beard

Data Science Undergraduate Honors Theses

This study is going to be based on an inventory outlier automation data science problem that is being solved to identify and prescribe inventory level outliers to help keep shelves stocked in terms of beverages. The objective of this paper will address why it is so important to understand the data that is involved in a particular data science problem and how planning ahead ensures a successful outcome in the data science world. In this data science project, Spatiotemporal Outlier Analysis for Inventory Intervention Automation, it was crucial for the team to understand, research, and visualize the data we were …

The Importance Of Text Representation For Neural Networks Through Natural Language Processing Techniques, William Parsley

Data Science Undergraduate Honors Theses

Text representation is a fundamental aspect of natural language processing (NLP) when it comes to the performance of neural networks. Free-form text fields are being utilized in more and more industries. Anything from a description of an item on a web store to tracking service events to military-grade aircraft is being collected in free-form text. The goal of the thesis is to highlight best practices and discuss trends in data to prepare text for a neural network. It will demonstrate various techniques for representing free-form text in the context of neural networks, focusing on data preparation decisions, embedding techniques, and …

Examining The Impact Of Customer Rfp Characteristics On Award Compliance, Laasya Ravipati

Data Science Undergraduate Honors Theses

In the context of intermodal transportation, understanding the dynamics of award compliance holds significant importance for operational efficiency and strategic decision-making. Award compliance refers to the percentage of awarded freight volume that is realized, indicating the extent to which contractual agreements are fulfilled. This analysis delves into the intricate relationship between customer characteristics and award compliance, aiming to provide valuable insights into the variability and predictability of compliance rates. By analyzing Request for Pricing (RFP) data and primary awarded freight volumes, the study seeks to address the need for more accurate volume estimations, crucial for sales planning, revenue projections, and …

Examining Award Compliance To Inform Resource Allocation, Jacob Haarala

Data Science Undergraduate Honors Theses

This project focuses on JB Hunt Transport Inc's intermodal business unit (JBI) by focusing on the challenges associated with Published Pricing and Contractual Pricing. The primary issue revolves around the variance between the awarded freight volumes in Requests for Pricing (RFPs) and the actual volumes realized when the freight is shipped. This discrepancy poses challenges for effective sales planning, revenue goals, and optimal freight network management within JBI. Reporting tools, such as PowerBI, are currently used by JBI to provide insights into award compliance on a weekly basis. However, our goal with this project was to provide a deeper understanding …

Implementing A Dairy Industry In Mauritius, Lainey Deitrick

Economics Undergraduate Honors Theses

Over the Summer, I interned at the University of Mauritius and the Ministry of Agro Industry and Food Security from May 18th to July 15th, 2022, researching issues with Mauritius’s food security and helping to create solutions to their economic problems. My project covered all Mauritius’s agricultural imports, but it had an emphasis on their dairy industry. While in Mauritius, I conducted research on food security among Mauritians, and a feasibility study on if residents would be open to drinking more fresh milk, which is a market the country is exploring to replace sugar cane. My data analysis will be …

Estimating The Economic And Health Benefits Of Bicycling In Northwest Arkansas, Mervin Jebaraj

Publications and Presentations

Over the past year, the Center for Business and Economic Research in the Sam M. Walton College of Business at the University of Arkansas conducted an analysis of the economic and health benefits of bicycling in Northwest Arkansas. The study was commissioned by the Walton Family Foundation and built on a previous study completed in 2018. The data and analysis presented in this study will inform regional and state policymakers, funders, and other community stakeholders about the overall return-on-investment from the significant investments in the bicycling ecosystem in Northwest Arkansas.

Supply Chain Management Thesis Internship – [The Clorox Company], Tara Colligan

Supply Chain Management Undergraduate Honors Theses

Consumer Packaged Goods (CPG) play an essential part in our lives. There are countless stock keeping units that have unique codes internally at a company as well externally for their customers. These companies sell their product into large retailers and manage their supply chain network for multiple brands in their portfolios. I had the opportunity to not only learn how a global CPG company operates their supply chain every day, but to work on the supply chain for the largest customer account. Last summer, I was a Product Supply Operations intern with The Clorox Company in Bentonville, Arkansas. My thesis …

Customer Service And Logistics Internship At Colgate-Palmolive: Project Portfolio, Elizabeth Bolton

Supply Chain Management Undergraduate Honors Theses

In this thesis, I highlight my experience as a Customer Service and Logistics Intern at Colgate-Palmolive on the Walmart team. During my internship, I gained proficiency in software programs for data collection and developed problem-solving, analytical, and communication skills in the CPG supply chain industry. Through my project portfolio, I provide an overview of my daily responsibilities, project objectives, insights, and learning outcomes achieved during the internship, demonstrating my readiness to advance my career in supply chain management.

Discovering Data-Driven Solutions: A Practical Guide For Small Businesses Implementing Data Analytics, Katherine Richoux

Information Systems Undergraduate Honors Theses

In today’s highly competitive business environment, small businesses are under growing pressure to fight for market share. To do this, a competitive advantage must be established to outperform other business competitors both big and small. One way that small businesses can create a competitive advantage is by utilizing their data and applying basic data analytics. Data analytics is the process of collecting and analyzing large sets of raw data using statistical tests to identify patterns and insights to make conclusions that inform business decisions. The use of data analytics is not exclusive to large corporations and can be greatly beneficial …

"The Intersection Of Healthcare And Technology: Reflections And Impact From My Netsmart Internship”, Jacob Anderson

Finance Undergraduate Honors Theses

Internships provide valuable opportunities for students to gain hands-on experience in their field of study. As a Solution Delivery Analyst intern at Netsmart, a healthcare technology company, I had the opportunity to work in the human services and post-acute care sector. During my internship, I shadowed the development and implementation of innovative technology solutions aimed at improving patient outcomes and increasing efficiency in healthcare delivery. I will provide a comprehensive overview of my internship experience as a Solution Delivery Analyst at Netsmart. I will discuss a project and tasks that I worked on during my internship, including learning about software …

Nexus, A Software As A Service Business Plan, David Ator

Finance Undergraduate Honors Theses

Nexus is a Software as a Service company, focused on offering a more cohesive technology experience for businesses. Typically integration is an afterthought, leaving sensitive or strategically valuable data siloed and underutilized. Nexus plans to change that by integrating everything into a central database.

The Opportunities And Challenges Of Automation: Insights From An Internship Experience At Ultrasource Llc, Olivia Madden

Finance Undergraduate Honors Theses

This thesis provides insight into Olivia Madden's time as an intern at UltraSource LLC. UltraSource LLC is a Kansas City company that produces meat manufacturing equipment and operational supplies. Olivia worked as a finance intern, where she was tasked with automating processes for the accounts receivable and payable teams and also did ad hoc projects for the finance department as a whole. These insights are recorded through weekly journal entries describing what was done and what was learned every week.

These insights are translated into research on the opportunities and challenges of automation, and the impact automation has on worker …

Reducing Maintenance Supervisor Overtime In Aviation, Michael J. Hulke

Finance Undergraduate Honors Theses

Covid-19 caused chaos in the aviation industry and left companies understaffed when travel demand picked up in the summer of 2022. This caused companies like American Airlines to call in overtime for many different airline functions. This paper outlines the problem, process, and result, of a project to reduce line maintenance supervisor overtime at American Airlines.