Business Analytics Commons^™

Can You Buy Success In Major League Baseball?, Jacob Rumberger

Honors Projects

The vast disparity in Major League Baseball team payrolls over the last decade has become a prominent issue of concern for fans, owners, and league management. The belief is that the teams that invest exorbitant amounts of money into their players are paying to win. Teams, such as the Oakland Athletics, have popularized the method of “Moneyball” to find and exploit undervalued players in order to compete with large market teams. This research study aims to uncover whether this claim is based in fact or is unsubstantiated. Using statistical prediction methods like linear regression, logistic regression, and k nearest neighbor …

Barks And Beans: A Place To Enjoy Two Things You Love, Erika Davis

Honors Projects

This project explores the necessary steps that need to be taken in order to have a successful and impactful pet cafe. "Barks and Beans" is a pet cafe created to enhance the community and benefit societies mental health and social wellbeing while operating as a successful business. This project is guided by the research questions "How does integrating dogs into a coffee shop environment influence factors such as customer attraction, retention, and overall brand identity?” and “What impact do dogs in a coffee shop have on a customer's emotional/mental well-being, satisfaction of experience, and likelihood of returning?”. Given the research …

Improving Transfer Portal Decision-Making Through A Microsoft Excel Optimization Model, Peyton Steffes

Honors Projects

The creation of the transfer portal has increased the mobility of collegiate athletes, giving players the autonomy to switch teams throughout their career. As a result, the roster development process has become more complex, as coaches are tasked with the challenge of recruiting from the transfer portal, which involves an extensive decision-making process. Coaches not only have to evaluate a substantial pool of players, but they also must consider the following constraints they are under: scholarship budget, roster spots available, and positional needs. To simplify this decision-making process, this analysis includes the results of a Microsoft Excel data optimization model …

Quantifying Overconsumption In The United States: A Multiple Linear Regression Analysis, Morgan Davis

Honors Projects

This study examines overconsumption in the United States by analyzing how socioeconomic factors influence household spending relative to income. Overconsumption is defined as elevated discretionary spending relative to income, with a focus on categories such as apparel, entertainment, and food away from home. Using 2024 Consumer Expenditure Survey (CEX) data, three multiple linear regression models were created to evaluate predictors of overall consumption, discretionary consumption, and apparel spending as proportions of income.

Results show that income is the most significant predictor across all models, with higher-income households consistently spending a smaller share of their income. Age and household size also …

The Impact Of Parking Services On Mental Health At Bowling Green State University, Callie Oyster

Honors Projects

The current research investigates the effects of parking on daily stress and emotional stability and perceptions of equity at Bowling Green State University (BGSU). It draws from the perspective of students, faculty, and staff via a quantitative survey of over 500 respondents that assessed parking behaviors, mental health indicators, and institutional trust. The results indicate that unpredictability, rather than simply lack of space, is the largest source of stress related to parking. Commuter and resident students reported arriving at least 20-30 minutes earlier than expected. Faculty, staff, and students reported feelings of anticipatory anxiety about driving to BGSU, with emotional …

Measuring Exposure Through Targeted Ads, Sarah Bazell

Honors Projects

This study investigates the effectiveness of targeted digital advertising strategies for Company X, a performance motorsports fuel brand. With the goal of optimizing engagement and improving budget allocation, four distinct ad campaigns were developed and tested on Facebook and Instagram: brand awareness, product education, dealer locator promotion, and lifestyle merchandise promotion. Each campaign was evaluated based on reach, impressions, cost per result, and conversion rates. Descriptive statistics revealed significant differences in engagement rates across campaigns, with video-based, emotionally driven ads outperforming static formats. A one-way ANOVA indicated no significant difference in reach across campaigns but confirmed significant differences in spending …

Effectiveness Of The Law School Admission Test, Sydney Snyder

Honors Projects

Examining the influence and effect of the LSAT on graduation and bar passage rates.

Examining Bgsu's Degree Audit And How To Make It More Effective, Ella Delzeith

Honors Projects

The purpose of this project is to better help students at BGSU schedule their classes throughout their four years while also making sure they are following along with their degree audit. Why are degree audits seen as confusing? Is there a better way to navigate the degree audit? How are students affected by an ineffective degree audit? Can a schedule be produced alongside the degree audit? Why is organization crucial in a degree audit? These are the guiding research questions for my project to help achieve my goal of creating a tool to help students navigate the degree audit in …

Applying The Consumer Decision-Making Model To An On-Campus Coffee Shop, Madalynne Chapman

Honors Projects

The purpose of this research was to use the consumer decision-making model as a framework to assess if there are factors that may prompt (or not prompt) an individual to make a purchase at Forhan’s Café, a small coffee shop located inside of the Maurer Center at Bowling Green State University. To answer this, both a personal interview with a BGSU Dining staff member and an online survey of campus consumers were conducted. The personal interview was conducted to understand their current marketing strategies for the café and to guide the survey design. The online survey consisted of 24 questions …

The Economics Of Altruism: An Exploration Of Self And Collective Identity, Catherine Krempasky

Honors Projects

There is a belief that students in college often pursue an undergraduate business degree due to the money that comes with the industry. Whereas students pursuing an undergraduate degree in health and human services are believed to be more altruistic, pursuing jobs such as social work, nursing, criminal justice, and other careers that give back to communities despite their often lower-than-average salaries. While this difference in altruism is a common belief, it has rarely been a proven one. Therefore, this study seeks to examine the difference in altruism between students from the Schmidthorst College of Business and the College of …

Determining The Best Practices Of Social Media For A Small Business: A Case Study On The Salt Cave Of Perrysburg, Michelle Timms

Honors Projects

This study is about finding the best social media practices for a small business. I used The Salt Cave of Perrysburg, which is located in Perrysburg, Ohio, as my testing subject for the implementation of the social media practices that were found through primary research, such as surveys and waiver forms, and secondary research, such as previous research papers, textbooks, and previous surveys. Through primary and secondary research, this paper will describe how to research and then implement the best practices for a small business. With the research I have found, I then implemented those findings to The Salt Cave …

Ohio Energy Generation Optimization, Thomas Lynch

Honors Projects

This honors project explores the optimization of energy generation within the state of Ohio to better the energy generation efficiency both environmentally and economically. The proposed solution is a 30-year plan from 2020 to 2050 to reduce the environmental impact caused by electricity generation in Ohio. This project shows guidelines and goals to reach by the end of every decade spanning from 2030 to 2050. This was done using an optimizing program called Multiple Objective Linear Programming (MOLP) and while not perfect it lays a foundation for changes that should come to Ohio’s energy mix in the next 30 years.

Predicting And Composing A Top Ten Billboard Hot 100 Single With Descriptive Analytics And Classification, Matthew Deamon

Honors Projects

In late 20^th and early 21^st century Western popular music, there are cyclical structures, sounds, and themes that come and go with historical trends. Not only do the production techniques utilized reflect technological advancements (the Yamaha DX7, the Roland 808, etc.), the art form reflects contemporary cultural attitudes through lyrics and stylistic choice. Through this lens, pop songs can serve as historical artifacts for their unique ability to captivate listeners based on their generally acceptable and familiar elements, both upon release and with future audiences. It raises the questions: “Can a chronological analysis of artistic choices reveal trends …

An Examination Of Why 4-H Is Beneficial, Makayla Aichholz

Honors Projects

4-H is the largest youth organization in the United States, therefore it has an impact on many lives across the nation. As a former 4-H member myself, I wanted to discover what some of the benefits of this organization are. I started my project by researching how 4-H began and what members in the organization participate in while also using my personal experience as background knowledge. I then looked at a variety of different studies that examined some of the benefits of 4-H, specifically in alumni. These other studies were used to guide the research I conducted. Also, I found …

A Comparative Analysis Of Bohemian And Irish Immigration During The Antebellum Period, Emily Suchan

Honors Projects

Compare and Contrast the immigration experience of an Irish and Bohemian (Czech) immigrant. This essay describes the history of both regions and analyzes the political and economic stressors for immigration during the second half of the nineteenth century. This essay specifically follows the Irish Famine immigrants and the Czechs who settled in Cleveland, OH

Get A Bang For Your Puck: Hockey, Statistics, And Betting, Kathleen Capozello

Honors Projects

An exploration into the analytics of hockey and the business of sports betting. The goal of this project was to determine whether an equation could be created to predict the number of goals an NHL forward or defenseman will score in a future season based on a previous season’s data. Additionally, this paper explores the potential monetary values of such an equation, as well as the parties that may find it useful.

It Is In The Cards: An Analysis Of Greeting Card Selection Through Identity And Personality, Emily Topilow

Honors Projects

In this exploratory study, personal and social identity were analyzed for their effect on how consumers choose greeting cards. Factors, including personality, relationships, and identity will be qualitatively analyzed to understand people’s buying habits. Certain factors, including gender, personality, relationships, type of card, and frequency of receiving and giving cards, will be qualitatively analyzed for frequency. The two theories analyzed were the Social Identity Theory (SIT) and the Identity Theory (IT).

525 college-aged students were surveyed to examine their purchasing habits of greeting cards. The results showed that the identity of the card giver and the identity of the card …

Black Swamp Pub And Bistro Analysis, Sara Aniol

Honors Projects

The Black Swamp Pub and Bistro is a full-service restaurant located in the Union on the Bowling Green State University Campus. We mainly do sit-down service, but we also do take-out orders and have a full bar with draft beers as well as mixed drinks. Our menu tends to change a lot, with new additions as well as some of the items being deleted. My goal of this project is to try to give some insight on the patterns that are too big to see with day-to-day operations as well as give some recommendations for the future that is backed …

Geographic Analysis Of Marching Band Culture (College And High School Ensembles), Steven Deamon

Honors Projects

Each marching band defines “culture” as their ensemble’s decisions on marching style, music choice, band size, instrumentation, and performance obligations. This study aims to categorize marching bands by cultural features, test if marching band characteristics are similar across a region, and explore how these trends in band culture relate to other demographic and socioeconomic trends. Research focused on bands in the Midwest and Southeastern United States and was conducted through video observation. Through analysis, it was found that most marching bands surveyed use a corps step, perform music of artistic merit, have between twenty-one and one hundred marchers, perform with …