Digital Commons Network^™

Document Analysis: Indiana Doe Stem School Certification Process Through A Liberatory Lens, Steve Heinold

Indiana STEM Education Conference

The Indiana Department of Education awards a STEM School Certification (IDOE, 2024) to schools that exhibit priorities for integrated STEM education. Currently over one hundred schools in Indiana have received this certification, including many that represent communities of color and under-resourced communities. While the STEM certification process has thus far been representational for low-income and Black students (Duarte, 2025), many disparities and deficits remain in closing opportunity gaps for students of color in STEM in the state of Indiana. This research brief, utilizing BlackCrit theory in education, analyzes Indiana’s STEM School Certification process for addressing the systemic barriers that under-represented …

The Influence Of Teachers And Career Counselors Of Middle School Students' Interest In Pursuing Stem Careers, Damilola Ayokanmi, Paul Asunda

Indiana STEM Education Conference

At the front of every STEM classroom, teachers hold more than just textbooks, they hold the potential to shape students’ aspirations, confidence, and perceptions of what is possible in science, technology, engineering, and mathematics (STEM). Beyond teaching content, they nurture problem-solving skills and position STEM careers as attainable (Dare et al., 2021). Career counselors complement this work by providing career-related information, exposing students to STEM professions, and guiding them through academic pathways (Rottinghaus et al., 2018). Together, these educators form an essential support system influencing students’ early career awareness (Murcia et al., 2020). This ongoing qualitative study examines how teachers …

Centering Learners' Voices: Mapping As A Tool For Visuospatial Reasoning In Mathematics, Maria Eloisa C. Nuguid

Indiana STEM Education Conference

Visuospatial reasoning considers visual imagery and the dynamics of space rooted in learners’ lived experiences. Mapping is an example of a visuospatial task where learners interact with and represent their environment. The research focuses on children’s experiences with mapping tasks in the context of informal science, technology, engineering, art, and mathematics (STEAM) education.

Undergraduate Student Support Survey And Scoring Guide, Kerrie A. Douglas, Adrian Gentry, Julie P. Martin, Tiantian Li

School of Engineering Education Working Papers

No abstract provided.

Heartbeats: Sustainable Practices In Business, Natalie Pham, Shareef Awadallah, Lily Lisco, Logan Blissenbach, Nikolaos Verginis

Williams Honors College, Honors Research Projects

HeartBeats Co. LLC is a premier audio and software technology brand that brings renewed character and performance to a stagnant space, revolutionizing the listening experience by engineering a digital music platform and headphones that possess distinct style and exceptional performance. While our team identifies and tracks trends in the market, we strive to establish market trends rather than to follow them. We are a company founded on innovation, redefining the music streaming market by combining the importance of wellness with the latest audio and software technologies and innovative functionalities. This document outlines a ten-year plan for efficient and impactful scaling, …

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 …

Pawpulse Dog Collar, Sean Graham, Hailey Barger, Connor Mulichak, Addison Towne, Kieran Nolan

Williams Honors College, Honors Research Projects

PawPulse is revolutionizing pet care through innovative technology that enhances pet health, safety, and well-being. Combining advanced hardware designs, AI-driven analytics, and IoT integrations, PawPulse offers a comprehensive ecosystem that empowers pet owners with actionable insights into their pets' health and activity. As a global leader in pet health technology, PawPulse integrates features like real-time health monitoring, predictive analytics, and location tracking into a seamless mobile app experience.

This project examines the growth and scaling strategies of PawPulse, focusing on critical areas such as Information Systems, Analytics, and Legal frameworks. It details the company's strategic evolution from a startup to …

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 …

The Impact Of Brexit On Uk Trade Flows: A Product-Level Analysis, Tyler J. Shean

Williams Honors College, Honors Research Projects

The United Kingdom formally left the European Union in 2020, a significant event known as Brexit. The separation caused political and economic consequences for the UK, particularly affecting trade flows in and out of the country. However, the extent of these impacts both in the short and long term-remains uncertain. This paper analyzes the impact of Brexit on exports and imports for the United Kingdom and the rest of the EU. The study also looks at industry-specific data, giving a detailed perspective on sectors that experienced the biggest consequences of the event. The World International Trade Solution (WITS) by the …

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 …

An Analysis Of Ohio's Advanced Quantitative Reasoning Course, Ethan A. Douglas

Williams Honors College, Honors Research Projects

Beginning in about 2018, The Ohio Department of Education and Workforce partnered with the Ohio Department of Higher Education and the Ohio Math Initiative to create a mathematics transition course to provide high school students with a class that could prepare them for a college entry-level mathematics course if they had not previously earned a remediation-free score. This course was titled “Mathematical Modeling and Reasoning” and has since been named, “Advanced Quantitative Reasoning” (AQR) and has become an Algebra II equivalent course where students can receive their final math credit to graduate. This study looked to compare students in Algebra …

Propofol Vs Dexmedetomidine: Impact On Reintubation And Respiratory Depression, Dominic J. Hamad, Stephanie Wodrich, Logan Campola

Williams Honors College, Honors Research Projects

This project aims to compare the effects of Dexmedetomidine and Propofol on breathing recovery in ICU patients who have been mechanically ventilated. Specifically, we want to find out whether one sedative is more likely than the other to lead to respiratory depression or reintubation after sedation is stopped. These outcomes are important because they directly affect patient safety, ICU length of stay, and overall recovery. Our team will conduct a systematic review of randomized controlled trials found through databases like PubMed, CINAHL, and Cochrane Library. We will focus on adult ICU populations and only include studies that report on relevant …

Spiders In The World Of Pesticides: A Review, Jackson L. Mendillo

Williams Honors College, Honors Research Projects

Pesticides and other agrochemicals have varying effects on spiders depending on their mechanism of action and dosage, ranging from behavioral changes and ataxia, to reproductive changes and physiological stress, to lethal non-target effects. Additionally, peptide Hv1a has promising effects as a more narrow-spectrum pesticide.

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 …

Analysis Of Sessile Drop And Captive Bubble Contact Angle Measurements On Metallic And Hydrophobic Surfaces, Jack H. Darnell

Williams Honors College, Honors Research Projects

Contact angle measurements are widely used to characterize surface wettability and determine changes in surface energy, yet the choice of measurement technique can significantly influence the results. This study compares the sessile drop and captive bubble methods for measuring contact angles of sodium dodecyl sulfate (SDS) solutions on carbon steel, stainless steel, and a hydrophobic wafer. Additionally, the time‑dependent wetting behavior of water, SDS, polysorbate 20 (commercial name Tween 20), and rhamnolipids on a hydrophobic wafer was evaluated over a five‑minute period. Results show that the sessile drop method consistently produced higher contact angles than the captive bubble method on …

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 …

Magnifying Mental Health In The Perinatal Population: A Systematic Review, Kasey E. Arnold, Alyssa M. Maki

Williams Honors College, Honors Research Projects

Pregnant individuals often experience significant anxiety, which can negatively affect both pregnancy and fetal outcomes. This systematic review evaluates the effectiveness of pharmacologic versus non-pharmacologic anxiety-relieving interventions, primarily focusing on the labor period. The PICOT question is: In perinatal patients, do non-pharmacologic anxiety-relieving measures, compared to pharmacologic anxiety-relieving measures, have a greater impact on ease of delivery and overall mental health during pregnancy and the perinatal period? PRISMA (2020) guidelines were used with inclusion criteria of human subjects, English language, and published within the last six years. Databases included PubMed, CINAHL, and Cochrane Library. Twenty-three studies were analyzed to examine …

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 …

Long-Term Effect Of Aces On Children’S Mental Health, Substance Abuse, And Education, Annalisa M. Lobello, Kayla A. Kemer

Williams Honors College, Honors Research Projects

This honors project will aim to discover how adverse childhood experiences (ACES) affect a child’s mental health, substance use, and education. ACES are potentially traumatic events that occur between ages zero to seventeen (Centers for Disease and Control Prevention, 2024). Some examples could include experiencing violence, abuse, neglect, having a family member attempt or die by suicide, growing up around substance use, mental health problems, parental separation, and household members being incarcerated. ACES are widely recognized as powerful predictors on long-term outcomes of children. This proposal will highlight the importance of recognizing ACES within children, trauma-informed care, and appropriate interventions …

To Treat Or Not To Treat: Evaluating Antipyretic Use And Patient Outcomes In Febrile Care, Nico Teodosio, Brynley Harris

Williams Honors College, Honors Research Projects

This honors project aims to critically examine the evidence-based practice use of antipyretics in fever management, questioning whether suppressing fever is truly in the patient's best interests and if it benefits patient outcomes. Grounded in nursing, past nursing courses, and emerging research, this project aims to answer the following PICOT question: In febrile patients, how does withholding, or not administering, antipyretics compared to administering antipyretics affect patient outcomes during hospitalization? Through a literature review, this project will analyze studies from databases like PubMed and Google Scholar, focusing on outcomes like recovery time, symptom severity, complications, and mortality. Using the PRISMA …

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.

Reconnecting The Body With Nature: Inspired By Advances In Biomimicry, Elyse M. Orosa

Williams Honors College, Honors Research Projects

Reconnecting the Body with Nature: Inspired by Advances in Biomimicry will visually address the symbiotic relationship between nature and humans. The drawing series is inspired by the growing design field of biomimicry and its technological and architectural innovations influenced by nature’s systems and physical adaptations. Just as nature is limited by human misuse, humans are physically and neurologically limited by the state of the environment, and with this, form and function of both nature and humans will be equally represented and explored throughout the body of work presented. Biomimicry can help solve environmental issues such as rising CO2 emissions and …

Adaptive Lighting System, Jacob Samerdak, Ethan Schwartz, Brandon Breen, Matthew Carozza

Williams Honors College, Honors Research Projects

The Adaptive Lighting System is a modular network of components that requires minimal installation in homes. Additionally, all components of the system communicate wirelessly and interface with a mobile application. The system utilizes occupancy and daylight sensors to detect the environment of a room and adjust the lighting accordingly. The system detects ambient lighting as well as occupancy within a room. Using the data collected from the sensors, the system adjusts lighting temperature, color, and brightness. The user can also manually control these settings. The Adaptive Lighting System aims to help regulate circadian rhythm, so there is a configuration in …