Digital Commons Network^™

Locked In: The High Price Of Overcrowding And The Strain Of America's Growing Prison System, Kaitlyn N. Timmerman

Williams Honors College, Honors Research Projects

Over the past several decades, the number of people incarcerated in the United States has increased substantially, placing a significant strain on correctional systems. This project examines long-term trends in incarceration to better understand how population growth may relate to concerns about overcrowding. Specifically, it asks: How has the total incarcerated population in the United States changed from 1925 to 2022? Which type of correctional system (state prisons, federal prisons, or local jails) has experienced the most growth? And to what extent can changes in incarceration counts and facility distribution be used as indicators of overcrowding?

Using historical data and …

Ai-Based Music Mood Analysis With Historical And Real-Time Data, Biswash Bhattarai

Williams Honors College, Honors Research Projects

The Music Mood Analyzer Dashboard identifies and visualizes the emotional tone of songs using audio features like tempo, energy, and valence. It classifies tracks into moods such as happy, sad, or calm and presents insights through an interactive dashboard. The project combines music analysis and data visualization to help users understand how sound relates to emotion.

Simplified Traffic Studies For Local Agencies, Laura Slusher

Indiana Local Technical Assistance Program (LTAP) Publications

Traffic studies are critical in the decision-making process for many transportation-related projects, funding requests, paving and plowing priorities, and in reporting to elected officials and the public. It is often difficult for local jurisdictions with limited equipment, staff, and time to perform these studies or have the funds available to hire them out. This handbook describes simplified procedures that are easy to apply and are written for all potential users.

Cav Pilot Development And Deployment In Midwest Winter, Yupeng Zhou, Can Cui, Zichong Yang, Juntong Peng, Ziran Wang

Center for Connected and Automated Transportation

This project addresses the critical challenges of deploying Connected and Automated Vehicles (CAVs) in adverse Midwest winter conditions by developing a novel hierarchical framework that integrates Large Vision-Language Models for robust, context-aware decision-making. Real-world pilot experiments demonstrate that this architecture significantly enhances vehicle safety and personalization, effectively translating abstract human commands into precise control adjustments on low-friction, snow-covered surfaces. Furthermore, a specialized high-fidelity dataset capturing unique environmental edge cases was established to bridge the domain gap in existing resources and support the future development of resilient all-weather autonomous technologies.

Breech Baby, Madison Kaufman, Cassidy Allen, Lilian Mills

Williams Honors College, Honors Research Projects

Our project aims to develop a non-invasive device to assist in turning breech babies to a head down position before delivery. Pregnant women facing breech presentations often need safe and effective solutions, yet current options like external cephalic version (ECV), maternal positioning techniques, and cesarean sections can present challenges. Key barriers include variability in maternal and fetal anatomy, patient comfort, compliance, and training for healthcare providers, along with cost and insurance concerns.

Our innovative device will address these issues by providing clear guidance and support throughout the process. It will prioritize minimizing discomfort and risk, ensuring adaptability for various stages …

Bare Bones Creamery/Ice Cream, Hanna Pope, Mason Dexter, Stephen Parker, Evan Trumpower, Logan Miller

Williams Honors College, Honors Research Projects

Essentially, our project focuses on the fictional company, “Bare Bones Creamery.” Bare Bones Creamery is a company that sells all natural, affordable, no nonsense ice cream targeted towards people between the ages of 18 to 40. Our main goal is to document the process to grow and scale this company to 100 employees in about 10 years. Outside of this, we’ll also develop different departments of the company including finance, accounting, supply chain, IT/ data analytics, human resources, legal, sales, and marketing. Each department will grow with the company and will become more detailed as time progresses. Certain variables such …

Nail Salon Appointment Management System., Alexander Tran

Williams Honors College, Honors Research Projects

I will create an appointment management system for my family's nail salon. This will contain a database and tables that keep track of data of the employees, customers, and the receptionist to make it easier to book appointments for the nail salon. This was originally made to create an appointment system because I have family members who don't understand technology well and wanted to make something simple and intuitive for anyone to use, since the appointment system that we currently use is extremely off the cuff, and this should remedy that.

Length Modulatin Hip Implant, Ethan Smith

Williams Honors College, Honors Research Projects

Leg length discrepancy is a well-documented complication of total hip arthroplasty, commonly known as hip replacement surgery. Even small differences in leg length can lead to an altered gait, increased joint stress, and long-term postural issues that may affect a patient’s overall mobility and comfort. The current method for correcting this discrepancy often involves a follow-up surgical procedure, which extends recovery time and increases the physical and financial burden on the patient. To address these shortcomings, we developed a concept for an adjustable hip implant that can be lengthened noninvasively after surgery. The design incorporates an internally housed battery and …

Machine Learning For Recession Prediction, Ethan Reusser

Williams Honors College, Honors Research Projects

Macroeconomic predictions present challenges in machine learning due to the rarity of economic recessions, the constantly-changing matter of global markets, and severe class imbalance in historical data. This project focuses on predicting the onset of United States economic recessions within a 12-month window using Python and Jupyter Notebook. A machine learning pipeline was developed utilizing multiple models: Logistic Regression, Random Forest, XGBoost, and Long Short-Term Memory (LSTM) neural networks. For class imbalance, the Synthetic Minority Over-sampling Technique (SMOTE) was applied strictly to training data, paired with Platt scaling for calibration on thresholds. The resulting models were evaluated in the 2005 …

Cognitive Support Apps For Students With Autism And Low-Incidence Disabilities, Isabella Salzgeber

Williams Honors College, Honors Research Projects

Preparing students for life after high school is one of the many goals teachers and parents have for their students or children. As educators, providing students with different tools to support them during and after the transition from high school is essential. There are many educational apps online, but finding apps that support a specific population of students can be difficult. Cognitive support apps, specifically for students with autism and low incidence disabilities, can be extremely useful tools for the classroom and beyond. These apps can range from basic daily reminders on a digital calendar, to apps that help students …

What Musical Meaning Does Conducting Gesture Convey, Jacob Benson

Williams Honors College, Honors Research Projects

This research proposal explores the meaning behind conducting gestures and their impact on musicians' interpretations of a piece. The project aims to determine whether individuals, regardless of their musical background, can watch a silent conducting video and infer musical intent based on gestures alone. Inspired by conducting studies, particularly those by Dr. Brian A. Silvey, the researcher will investigate how different conducting styles influence perception and ensemble response. The methodology involves recording a professional conductor during rehearsal and then showing the footage to participants from various skill levels, including undergraduate and graduate students as well as faculty members. Participants verbalize …

The Cross Cultural Study Of Self-Ideation: Eastern Vs Western, Florencia Suhartono

Williams Honors College, Honors Research Projects

Self-Ideation behavior, a topic that although is increasing in awareness, is also increasing in victims as well. One thing is very clear however, both the Eastern and Western countries still see suicide and its related attitude in a taboo perspective. Regarding this, factors of various customs of each respective country will be further explained; taking note on how their contrasting cultural differences may potentially feed on the self-harming attitude that each victim may have developed. It will continue on explaining the more specific details on how each side of the world reacts when a person declares their self-ideating thoughts, studying …

Surface Immobilization Of Stimuli-Responsive Polymers Using A Network Of Aminopropyltriethoxysilane, Walter Bungard, Ryan Nixon

Williams Honors College, Honors Research Projects

The goal of this honors project is to develop a cost-effective and accessible method for entrapping stimuli-responsive polymers onto solid substrates using aminopropyltriethoxysilane (APTES). The entrapment network process will first be replicated on glass or silicon using APTES and poly(N-isopropylacrylamide), involving spin coating and thermal annealing to chemically bond the polymer to the substrate. Once validated, the method will be applied to other stimuli-responsive polymers, including thermo-responsive, electroactive, and pH-sensitive types, with APTES as a control. For each sample, film stability, responsiveness, and surface behavior will be evaluated using contact angles, optical microscopy, and spectroscopic analysis, followed by statistical evaluation. …

The Impact Of Surveying, Nicholas A. Cosper

Williams Honors College, Honors Research Projects

My project consists of three parts. The first part will be helping the public. To do this I will be helping the Boy Scouts earn their surveying merit badge. This badge is known to be one of the hardest for scouts to obtain. In the next part of my project, I will be running a 3-wire level on the Davey Tree Seed Campus. This project will be extremely useful to them (the rest of this information is confidential). In the final part of my project, I will be conducting a topographical survey for the Cuyahoga Valley National Park for a …

Effects Of Coupling Agents On An Epoxy Coating And Consequent Corrosion Resistance Of Carbon Steel, Breck A. Mooney

Williams Honors College, Honors Research Projects

This project will include the determination of how coupling agents affect corrosion resistance on select carbon steel when combined with a polymer coating. This research will explore 2 different silane coupling agents: 3-aminopropyltriethoxysilane (APTES) and 3-glycidoxypropyl-trimethoxysilane (GPTMS). 1 polymer coating, Bispenol A diglicidyl ether (BADGE), will be explored as well. These coatings will be applied to select carbon steels in various ratios to determine their effects on corrosion.

Pipeline Corrosion And Relevant Microbial Influence, Renee E. Bamberger

Williams Honors College, Honors Research Projects

This study investigated the role of microbial activity and oxygen availability in the corrosion of carbon steel pipelines with a focus on microbially influenced corrosion (MIC). Sediment collected from Old Woman Creek, Ohio, was used to simulate natural soil conditions, and carbon steel coupons were incubated under four treatments: nonsterile oxic, nonsterile anoxic, autoclaved oxic, and autoclaved anoxic over 85 days. Corrosion was assessed through mass loss measurements and the analysis of pH, sulfate, chloride, and dissolved iron concentrations. The greatest mass loss was observed in autoclaved oxic conditions, contrary to the initial hypothesis that microbial activity would greatly enhance …

High School Students’ Uses Of Ai In The Writing Process: A Qualitative Study, Sydney S. Thomas

Williams Honors College, Honors Research Projects

The purpose of this Honors Research Project was to examine how Artificial Intelligence (AI) impacts the quality of student writing and to provide educators with insight into how AI-assisted work may differ from independently produced writing. This study includes a review of current literature on the growing use of AI in education, along with concerns related to student dependence and the limitations of AI-detection software. Anonymous archived student writing samples were then analyzed using a researcher-developed rubric that measured grammatical accuracy, sentence complexity, vocabulary, organization, use of evidence, and voice/originality. Results showed that AI-assisted writing consistently performed strongly in grammatical …

A Look Deeper Into Ohio’S Opioid Crisis And The Lasting Political Effects Of The Issue, Robert C. Dunn

Williams Honors College, Honors Research Projects

This research studies how the opioid crisis deepened partisan divisions in Ohio from the late 1990s to the present. By investigating political responses from both policy-makers and voter behavior following the introduction of OxyContin. This study will focus on the relationship between addiction and overdose rates, which influences those ideological divides. Using qualitative research, such as political rhetoric and legislative responses, and quantitative research, such as election results, to find a correlation between the opioid crisis and partisan polarization. This project aims to highlight how politically motivated decision-making can prevent proper bipartisan responses.

Network Merge, Alexander York

Williams Honors College, Honors Research Projects

This project will be simulating the merge of two company's networks. Company A will contain two sties connected with a VPN, and will extend this VPN to one site for Company B. This project will focus on researching how merging a network works, how routes are commonly redistributed across different routing protocols, and how each site can run their own but link servers(DHCP, DNS, etc.). Both sites will be secured from both outside and inside attacks through passwords and other network security features such as VLANs & BPDU Guard.

The Influence Of Familial Substance Use Disorder On Perceptions And Attitudes Towards Substance Use Disorders And Participant Substance Use Behavior Among Emerging Adults, Elijah M. Lefeld, Jennifer Stanley

Williams Honors College, Honors Research Projects

This research project explores how the lived experience of having an immediate family member with a substance use disorder (SUD) influences a person’s perceptions, attitudes, and behaviors related to substance use. Rather than focusing on the individual diagnosed with SUD, the study examines the reciprocal impact on family members within the social subsystem. Using a quasi-experimental design, the project will compare participant responses using with and without a familial connection to SUD. Data will be collected through Qualtrics surveys distributed via SONA. These measures will record demographic information, personal substance use habits, attitudes toward addiction, perception of substance use disorders, …

Designing Classroom Routines To Reduce Math Anxiety: A Growth Mindset And Productive Struggle Toolkit For Middle Schoolers, Heather Carey

Williams Honors College, Honors Research Projects

Math anxiety is an evident barrier to the success of students in middle school mathematics which often leads to decreased confidence, lower achievement overall, and avoidance of more challenging tasks. Research in mathematics education advocates that the instructional approaches that are more grounded in growth mindset and productive struggle can positively influence students’ attitudes toward learning and their engagement with solving more complex problems.

This project examines how researched-based strategies can be rendered into practical classroom applications. Using a qualitative design-based approach, this study integrates math anxiety, growth mindset, and productive struggle existing literature to inform the development of instructional …

Morphological Variation Of The Clavicular Rhomboid Fossa: Bilateral Asymmetry, Sexual Dimorphism, And Environmental Influences, Michaela Tucker, Skylar Hall

Williams Honors College, Honors Research Projects

Morphological variation on the clavicle, specifically the rhomboid fossa, may be impacted by age, sex, laterality, and mechanical stress. Occupational stress and loading conditions lead to bone remodeling and adaptation to change, altering the costoclavicular ligament site. A sample of 94 bilateral clavicles from individuals ages 16-40 years was analyzed using computer tomography (CT) and 3-dimensional reconstruction. Clavicles were categorized into five groups: flat, smooth, elevated, depressed, and pitted. Chi-squared analyses were used to test associations between morphology and age, side, and history of strenuous lifting. Significant differences were observed between class and sex for the leftsided clavicle group. Female …

An Exploration Of The Status And Legacy Of The Latin Language, Jean M. Allison

Williams Honors College, Honors Research Projects

The Latin language, widely referred to as a "dead language," has historically held a great influence throughout various cultures and dialects, still holding some of this importance in the contemporary world. This project intends to explore these influences, both modern and historical, as well as how the language is now considered dead. A variety of written material spanning several centuries will be utilized to examine these aspects of the project posed within the presented overarching theme. All of the relevant information from these texts will ultimately be summarized and critically detailed within a written report that displays the findings of …

Analyzing Network Traffic Utilizing Aws Developer Tools And Artificial Intelligence, Michael K. Spatafore

Williams Honors College, Honors Research Projects

Alert fatigue occurs during long hour shifts and high stress situations. Constant notifications and on-call shifts can create overstimulation and desensitization, which leads to delay responses and increased vulnerability. Malicious actors have weaponized alert fatigue by storming a network with a vast number of low-priority events to mask their malicious activity, also known as alert storming. This project focuses on the reduction of alert fatigue by automating log analysis with Large Language Models. The project uses Amazon Web Service and its many features, such as Amazon GuardDuty, Lambda, and Bedrock. Amazon GuardDuty detects anomalies, then lambda sends those anomalies to …

Secure The Database: A Red Team, Blue Team Analysis Of Sql Injection, Andrew N. Miller

Williams Honors College, Honors Research Projects

SQL injection (SQLi) attacks are a type of cyberattack that seeks to bypass website logins and gain entry to sensitive information. These pose a significant danger to organizations holding confidential user information. Personally Identifiable Information (PII) like physical addresses, emails, phone numbers, social security numbers are at risk of theft. Login credentials like usernames, passwords, and other sensitive information like financial details and social security numbers are also exposed through SQLi attacks. SQLi attacks harm the confidentiality, integrity, and availability of people’s identity. Additionally, data breaches that reach public battention harm the reputation and trust of organizations. SQLi attacks rank …

Optimized Returning Floating System (Orfs/Orfeus), Jordan A. Mcclelland, Adam J. Belluardo

Williams Honors College, Honors Research Projects

We are developing a proof-of-concept modified guitar tremolo system for an electric guitar that can automatically optimize tuning adjustments when a player transitions between tuning schemes using a cam system. Currently, changing tunings takes about 10–15 minutes because adjusting the tension on one string affects the tension of the others. Our design aims to compensate for these interactions and significantly reduce the time required to switch tunings.

Large Telescope Mount For Long Exposure Photos, Payne M. Landis, Anna J. Gray

Williams Honors College, Honors Research Projects

When viewing the stars through a telescope, it is common that the object you are viewing drifts out of view. Many amateur astronomers seek to capture long exposure images of the stars, planets, and galaxies with commercially available sky tracking telescope mounts. The complication is that these telescope mounts are both incredibly expensive and have low weight limits. These issues limit accessibility to these products based on the telescope. For each person, telescope parameters determine the amount of light and magnification that can be viewed, which then determines exposures time for adequate photo results. The options on the market for …

Thermal Radiation Effects On Particles From Plasma Arc Radiation, Reece Davis, Joseph Mcgee

Williams Honors College, Honors Research Projects

Understanding the radiation heating and transport of both microparticles and nanoparticles is a phenomenon that is critical for both space and Earth sciences. In space, these particles are heated by plasma arcs within ionized space clouds or solar flares and can be present the path of deep space missions and orbital satellites. While on Earth, processes such as forest fires, nuclear fusion, and microchip manufacturing include the plasma arc heating of particles. These particles lay within the Mie Scattering Regime and Rayleigh Scattering Regime and emit radiation differently based on their diameter. New mathematical and computational modeling has been conducted …

Dashboard And Racing Telemetry, Cole Barach, Jacob Koshel, Ethan Zifzal, Matthew Sullivan

Williams Honors College, Honors Research Projects

The main goal of the project is to design and manufacture a combined dashboard and data logger for the vehicles produced by the Zips Racing design team. The dashboard will intuitively display real-time information to the driver and record all received information while driving. This information may be pulled off the device later for performing data analysis. This project will incorporate custom PCB design, surface mount soldering, embedded software development, and the CAN communication protocol.

Akron Soap Box Derby Super Kids Car, Alexis Schultz, Cooper Sites, Sean Stevenson

Williams Honors College, Honors Research Projects

This project aims to redesign the All-American Soap Box Derby Super Kids vehicle to enhance safety, accessibility, and performance while maintaining full compliance with official regulations. The Super Kids program enables children with physical and cognitive disabilities to race alongside a co-pilot, but the current vehicle design presents challenges in stability, entry/exit accessibility, and control—especially following recent regulation changes that increased vehicle speed. The redesigned car will focus on improved ergonomics, lightweight construction, and structural integrity within a $1,000 budget and a 165 lb weight limit.

An iterative engineering design process will guide the project through research, CAD modeling, FEA …