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Spreading Awareness To Adults About Cardiovascular Disease And Improving Healthy Lifestyle Habits, Madison L. Eldridge Jan 2026

Spreading Awareness To Adults About Cardiovascular Disease And Improving Healthy Lifestyle Habits, Madison L. Eldridge

Doctor of Nursing Practice Projects

Introduction: The intention of this Doctor of Nursing Practice evidence-based project was to evaluate if providing education to the target community would increase awareness and knowledge of cardiovascular disease and healthy lifestyle habits. The goal was to increase educational knowledge and promote awareness of cardiovascular disease and healthy lifestyle habits.

Background: Cardiovascular disease (CVD) is a critical health issue that prevails across the state of North Carolina, while continuing to remain one of the leading causes of death across the south-center Piedmont area of North Carolina. Several studies have proven that increasing knowledge on cardiovascular risks, promoting healthy exercise, and …


Senior Heart Health Facilitating Hypertension Management, Heather Hodgens Lupo Jan 2026

Senior Heart Health Facilitating Hypertension Management, Heather Hodgens Lupo

Doctor of Nursing Practice Projects

Hypertension affects approximately 70% of adults aged 65 years and older and remains a leading contributor to cardiovascular morbidity and mortality in the United States, highlighting the need for effective community-based hypertension management interventions. Despite the availability of evidence-based guidelines, gaps in education and self-management persist among older adults. This Doctor of Nursing Practice (DNP) quality improvement project, Senior Heart Health: Facilitating Hypertension Management, was designed to improve hypertension-related knowledge among adults aged 55 years and older through a structured, community-based health coaching intervention.

The project was implemented in a rural community and consisted of four weekly educational sessions delivered …


Enhancing Clinical Judgement In Pre-Licensure Nursing Students Through Active Learning Strategies Of Unfolding Case Studies And Simulations For Postpartum Hemorrhage, Lisa M. Alley Jan 2026

Enhancing Clinical Judgement In Pre-Licensure Nursing Students Through Active Learning Strategies Of Unfolding Case Studies And Simulations For Postpartum Hemorrhage, Lisa M. Alley

Doctor of Nursing Practice Projects

New graduate nurses lack the appropriate clinical judgement to provide optimal, safe, quality care, as evidenced by the report of errors in health care (Rodziewicz et al., 2024). The purpose of this project was to provide an evidence-based intervention that used an unfolding case study and simulation to further develop clinical judgement among undergraduate nursing students in a rural ADN program. The project used a pre-test and post-test to measure students' improvement prior to versus after the learning experience and debrief. This project also introduced a DASH tool, which is a debriefing assessment for simulations in healthcare, to help students …


Infimum Dimension Nash Embeddings For 2d Projective Shape Analysis, Robert L. Paige, Vic Patrangenaru Jan 2026

Infimum Dimension Nash Embeddings For 2d Projective Shape Analysis, Robert L. Paige, Vic Patrangenaru

Mathematics and Statistics Faculty Research & Creative Works

Vector embeddings make complicated data extracted from networks, words and images, more amendable to data science applications. At the present time, the Veronese-Whitney (VW) matrix embedding of the real projective space is the state of the art for making inference about digital images from an uncalibrated camera, such as a cell phone or security camera. In this work we consider vector embeddings for the projective shape data and in particular determine the minimum dimension isometric (distance-preserving or Nash) vector embedding for a projective space. We determine such an embedding for the projective plane in closed-form. From this embedding we determine …


A Fully Discrete Semi-Implicit Numerical Scheme And Its Optimal Error Estimates For Cahn-Hilliard-Mhd Model With Variable Density, Dongmei Duan, Fuzheng Gao, Xiaoming He, Yanping Lin Jan 2026

A Fully Discrete Semi-Implicit Numerical Scheme And Its Optimal Error Estimates For Cahn-Hilliard-Mhd Model With Variable Density, Dongmei Duan, Fuzheng Gao, Xiaoming He, Yanping Lin

Mathematics and Statistics Faculty Research & Creative Works

This paper proposes and analyzes a fully discrete semi-implicit unconditionally energy stable numerical scheme to solve the Cahn-Hilliard Magnetohydrodynamics (Cahn-Hilliard-MHD) model with variable density. The unconditional energy stability and optimal L2 error estimates are established for the fully discrete scheme. Major challenges in error estimation arise from the variable density, the strong nonlinearities, and the multi-physics coupling of the model. Under the mathematical induction framework, the Ritz quasi-projection and the Stokes quasi-projection, proposed in [SIAM J. Numer. Anal., 61(3):1218-1245, 2023], are utilized to avoid the gradient terms of the projection errors. The H−1 superconvergence error estimates of Ritz …


Made On Mars: Design And Manufacturing Of Structural Polymer-Regolith Composites, Pailey M. Vitale Jan 2026

Made On Mars: Design And Manufacturing Of Structural Polymer-Regolith Composites, Pailey M. Vitale

Williams Honors College, Honors Research Projects

Human exploration of Mars is constrained by harsh environmental conditions and the prohibitive cost of transporting materials from Earth. Long-term sustainability requires the local production of mechanical and structural components using resources available on Mars, thereby minimizing payload mass. This project investigates polymer–regolith composites derived from atmospheric CO₂ and mineral-rich regolith as a pathway toward in-situ manufacturing. These composites, when compatible with additive manufacturing, could replace imported plastics, enable on-demand fabrication, and support closed-loop recycling systems. The objective is to design and evaluate polymer–regolith composites that maintain mechanical integrity and environmental resistance under Martian conditions, including extreme temperature swings, radiation …


Active Altitude Control For High Powered Rockets, Henry Allen, Jason Secora, Charles Williams, Donavon Sanchez, Caleb Nedoma Jan 2026

Active Altitude Control For High Powered Rockets, Henry Allen, Jason Secora, Charles Williams, Donavon Sanchez, Caleb Nedoma

Williams Honors College, Honors Research Projects

The International Rocket Engineering Competition (IREC) is the premier collegiate high power rocketry competition in the world hosted by the Experimental Sounding Rocket Association (ESRA). The Akronauts Rocket Design team has been competing in IREC since 2015 and have won several awards. The main goal of IREC is to launch a rocket to a specified altitude of 10k, 30k, or 45k ft while carrying a payload and successfully recover with little to no damage.

The control of a typical high-powered rocket is purely passive; the center of pressure of the rocket must be behind the center of gravity with respect …


Socioeconomic Factors Affecting Pulmonary Functiontest Follow-Up Rates, Celine Agidigbo Jan 2026

Socioeconomic Factors Affecting Pulmonary Functiontest Follow-Up Rates, Celine Agidigbo

Williams Honors College, Honors Research Projects

Background

Chronic obstructive pulmonary disease (COPD) and asthma are associated with significant physical, mental, and social burdens that impact patients’ quality of life (Franssen et al., 2018). Pulmonary function testing (PFT) is an essential diagnostic test for identifying and managing pulmonary conditions. Missed or delayed follow-up after abnormal PFT results may derail disease management and lead to frequent hospital readmissions, thereby disease management and patient outcomes.

According to Braveman et al. (2010), socioeconomic status (SES), defined by factors such as income, education, and employment, has been widely associated with disparities in healthcare access and outcomes. This paper examines the impact …


The Impact Of Congenital Heart Disease On The Timing Of Alzheimer's Disease In Down Syndrome, Julianne G. Clina, Brian C. Helsel, Sigan L. Hartley, David A. White, Victoria L. Fleming-Batayneh, Benjamin Handen, Bradley Christian, Elizabeth Head, Mark Mapstone, Christy L. Hom, Beau Ances, Jeffrey Burns, H. Diana Rosas, Florence Lai, Sharon Krinsky Mchale, Joseph H. Lee, Frederick A. Schmitt, Jordan Harp, Ira T. Lott, Shahid Zaman, Lauren T. Ptomey Jan 2026

The Impact Of Congenital Heart Disease On The Timing Of Alzheimer's Disease In Down Syndrome, Julianne G. Clina, Brian C. Helsel, Sigan L. Hartley, David A. White, Victoria L. Fleming-Batayneh, Benjamin Handen, Bradley Christian, Elizabeth Head, Mark Mapstone, Christy L. Hom, Beau Ances, Jeffrey Burns, H. Diana Rosas, Florence Lai, Sharon Krinsky Mchale, Joseph H. Lee, Frederick A. Schmitt, Jordan Harp, Ira T. Lott, Shahid Zaman, Lauren T. Ptomey

Neurology Faculty Publications

INTRODUCTION: The incidence of Alzheimer's disease (AD) in Down syndrome (DS) exceeds 90%. Approximately 50% of people with DS have congenital heart disease (CHD). Having CHD increases risk for early-onset AD in populations without DS, but it is unclear if CHD influences AD in DS. METHODS: Data from the Alzheimer Biomarker Consortium-Down Syndrome (ABC-DS) were used. Participants with CHD (n = 82, mean age = 39.9 ± 8.5 years, 97.6% White race) were age- and sex-matched to participants without CHD (n = 82, mean age = 40.5 ± 8.1 years, 98.8% White race). Cognitive assessments and Centiloid load (CL) (positron …


Impact Of Covid-19 Positive Status On Outcome For Individuals With Stroke Treated In Acute Inpatient Rehabilitation, Amy Ziems, Christopher J. Mclouth, Nicholas Elwert, Elissa Charbonneau, Joseph Stillo, Susan Mcdowell Jan 2026

Impact Of Covid-19 Positive Status On Outcome For Individuals With Stroke Treated In Acute Inpatient Rehabilitation, Amy Ziems, Christopher J. Mclouth, Nicholas Elwert, Elissa Charbonneau, Joseph Stillo, Susan Mcdowell

Neurology Faculty Publications

Background: Stroke, whether or not accompanied by concurrent COVID-19 infection, has been associated with varying acute care outcomes, with patients who are COVID-19 positive typically faring worse. This study aims to explore the functional outcomes of patients with stroke —with and without simultaneous COVID-19 infection—who survived their acute care stay and progressed to acute inpatient rehabilitation (IRF). Objectives: To identify differences in sociodemographic factors, medical complexity, and rehabilitation outcomes from an IRF stay between patients with stroke with concurrent COVID-19 and those without. Design: A retrospective, observational cohort study using electronic medical records (EMR) data. Setting: EMR data from 138 …


Decoding The Human Pbmc Isonome, Patricia Hayes Doyle, Madeline L. Page, J. Anthony Brandon, Bernardo Aguzzoli Heberle, Brendan J. White, Ann Marie Stowe, Mark T.W. Ebbert Jan 2026

Decoding The Human Pbmc Isonome, Patricia Hayes Doyle, Madeline L. Page, J. Anthony Brandon, Bernardo Aguzzoli Heberle, Brendan J. White, Ann Marie Stowe, Mark T.W. Ebbert

Neurology Faculty Publications

Long-read single-cell RNA sequencing provides an opportunity to understand human health and disease at a level difficult to resolve with bulk or short-read methods. This approach enables isoform-level investigation of cellular diversity and disease mechanisms and definition of cell-types, rather than using genes alone. Using a modified, microfluidic-free PIPseq workflow and computational pipeline adapted for Oxford Nanopore long-read sequencing, we generated the largest long-read single-cell dataset of human peripheral blood mononuclear cells (PBMCs) from a single donor to date, the first with sufficient cell numbers to detect megakaryocytes. This study profiled isoform usage across immune cells, integrating marker expression and …


Microscopic Insights On Shear Rheology Of Polyampholyte Ionomers Via Molecular Simulations, Kyle Vonscio Jan 2026

Microscopic Insights On Shear Rheology Of Polyampholyte Ionomers Via Molecular Simulations, Kyle Vonscio

Williams Honors College, Honors Research Projects

Ionomers are polymers that contain a small fraction of charged groups. The ionic attraction of charged groups allows ionomers to act similarly to crosslinked polymers. Depending on the strength of electrostatic interactions and structure of the ionomers, different dynamics and rheological responses can be observed. With moderate attraction between ions, these noncovalent crosslinks can be broken when heated, allowing ionomers to flow and show the strength of a crosslinked network at low temperatures. Nonequilibrium molecular dynamics (NEMD) simulations will be performed under shear in the xy-plane and the macroscopic rheology and conformation of the polyampholyte ionomer will be determined. The …


A 1d Symmetric Interior Penalty Discontinuous Galerkin Solver In Rust, William Aey Jan 2026

A 1d Symmetric Interior Penalty Discontinuous Galerkin Solver In Rust, William Aey

Williams Honors College, Honors Research Projects

This honors project will build a 1D Symmetric Interior Discontinuous Galerkin (SIPDG) solver in Rust for Stum-Liouville type problems such as the Poisson equation, with Robin, Dirichlet, and Neumann boundary conditions. The work will cover the full pipeline: starting from the strong form of the PDE, deriving the DG weak form, implementing element and interface operators, and assembling or apply the discrete operator. Rust's safety and concurrency (e.g, via Rayon) will be used to explore serial and parallel performance. A test-driven development approach will be used to maintain a strong suite of tests. The project will result in a documented …


Ai-Based Porosity Detection In Babbitt Bore Turning, Kaylee Leggett, Hannah Adams Gemmell, Kaisa Shingleton Jan 2026

Ai-Based Porosity Detection In Babbitt Bore Turning, Kaylee Leggett, Hannah Adams Gemmell, Kaisa Shingleton

Williams Honors College, Honors Research Projects

For this project, an external company reached out to the University of Akron requesting assistance with defect detection during their vertical turning operations. As babbitt is removed in a vertical turning process, it occasionally reveals defects, mainly porosity, which can lead to costly downstream failures of the part. Current inspection techniques involve use of dye penetrant, which is time consuming, labor intensive, unergonomic, and a source of human error. The goal of the project is to create an alternative inspection method using an AI-based machine-learning model. After the turning operation, a camera is deployed to perform an in-place inspection, taking …


Design New Stage For Vacuum Pin On Disk, Miranda Boyd Jan 2026

Design New Stage For Vacuum Pin On Disk, Miranda Boyd

Williams Honors College, Honors Research Projects

For my senior design project, I am redesigning the moving stage for the vacuum pin-on-disk test used in the Akron Engineering Tribology Lab. This system is used to evaluate bearings and lubricants for aerospace applications under controlled vacuum conditions. The current stage design limits flexibility when adjusting for different testing parameters, so my goal is to develop a new movable stage that allows for varying weights and loads to be applied accurately and safely. The redesigned stage will improve test efficiency, adaptability, and precision, ensuring the system can accommodate a wider range of experimental conditions and materials while maintaining compatibility …


Printer For Music Box, Chad Lewis, Caleb Murawski, Zion Smith, Bryan Tibbs Jan 2026

Printer For Music Box, Chad Lewis, Caleb Murawski, Zion Smith, Bryan Tibbs

Williams Honors College, Honors Research Projects

The traditional method of creating music box sheet music involves manually punching holes into a paper strip using a hand-operated hole punch. This process involves precise knowledge of each note’s location and the ability to achieve perfect accuracy for hours.

The goal of this system is to automate this process, significantly reducing the time required while greatly improving the accuracy of the resulting music box playback. The user simply uploads a MIDI file of their choice into a user-friendly application. Here, the file is modified based on the user’s needs and sent to an automated hole-punching system to punch the …


Supporting Mothers Within The Criminal Legal System: Programs In Akron And Perceptions Of “Good Motherhood”, Brynn R. Lewis Jan 2026

Supporting Mothers Within The Criminal Legal System: Programs In Akron And Perceptions Of “Good Motherhood”, Brynn R. Lewis

Williams Honors College, Honors Research Projects

This paper examines the programs and support systems available in Akron, Ohio, for mothers involved in the criminal legal system, including defendants, survivors, and other justice-involved individuals. Using qualitative interviews (n = 6) with professionals across courts, legal defense, community corrections, and advocacy organizations, this study examines how local institutions provide resources and support to mothers. Findings indicate that while programs aim to promote stability and rehabilitation, mothers face persistent barriers such as limited access to transportation, childcare, and communication, as well as heightened stigma tied to societal expectations of caregiving. These findings reveal that institutional support both reflects and …


Security Onion Ids Case Study: Detecting And Investigating Threat Traffic Using Suricata, Zeek, And Pcap Evidence, Daryna Myroniuk Jan 2026

Security Onion Ids Case Study: Detecting And Investigating Threat Traffic Using Suricata, Zeek, And Pcap Evidence, Daryna Myroniuk

Williams Honors College, Honors Research Projects

A key component of cybersecurity is network intrusion detection, which is used to examine network traffic for any malicious activity. Many organizations deploy intrusion detection systems (IDS) but still face challenges such as validating detections, investigating alerts in a timely manner, and producing clear and repeatable evidence of what has occurred, especially when live traffic capture may be limited to risks, permissions, or privacy concerns. The goal of this project was to use Security Onion, which includes Suricata and Zeek to create and demonstrate a controllable and manageable evidence-based IDS investigation workflow. This project is focused on deploying and validating …


An Investigation Into The Potential Role Of Thioester Bonds In Prebiotic Atp Synthesis, Adam J. Ruf Jan 2026

An Investigation Into The Potential Role Of Thioester Bonds In Prebiotic Atp Synthesis, Adam J. Ruf

Williams Honors College, Honors Research Projects

In this project I will attempt to show a potential prebiotic pathway for the synthesis of ATP. This pathway involves the use of thioester bond containing molecules, as derivatives of these bonds have been shown to exhibit enzyme-like catalytic properties. Nuclear magnetic resonance spectroscopy will be utilized to characterize each step of the pathway to ensure it is successful.


Stanislavski And Operatic Acting: What Caused The Divide Between Stanislavski’S Ideals And The Opera World?, Max Smith Jan 2026

Stanislavski And Operatic Acting: What Caused The Divide Between Stanislavski’S Ideals And The Opera World?, Max Smith

Williams Honors College, Honors Research Projects

There is a difference between the realism of acting in opera and in other theatrical art forms. One reason for this might be due to theatre practitioner Konstantin Stanislavski’s ideals not being readily adopted in the opera world. Due to translation and publication issues in both the West and in the USSR, his work on opera has been largely neglected by theatre and opera historians. Certain demands of opera as an art form limit or make more difficult the ability for realism in portraying a character, but Stanislavski and others show that it is possible. A look at literature reflecting …


Defending A Soho Network Against Mitm Attacks, Braeden J. Wise Jan 2026

Defending A Soho Network Against Mitm Attacks, Braeden J. Wise

Williams Honors College, Honors Research Projects

Cybersecurity is a vast domain that consists of many threats that target sensitive information found on wired and wireless networks. One of those threats is a man-in-the-middle (MITM) attack, which involves an attacker situating themselves between a sender and a receiver to intercept or redirect network traffic. These kinds of attacks can run rampant on a small office home office (SOHO) network due to the vulnerabilities and lack of enterprise level tools. The intent of this project is to perform and defend against MITM attacks for a SOHO network. In the context of the project, three MITM attacks will be …


Analyzing Network Traffic And Data Exfiltration Via Smb In Post-Vm Escape Scenarios, Noah M. Disanza Jan 2026

Analyzing Network Traffic And Data Exfiltration Via Smb In Post-Vm Escape Scenarios, Noah M. Disanza

Williams Honors College, Honors Research Projects

Virtual machines (VMs) play a crucial role in modern IT infrastructure environments by providing isolation and enhanced security, among other things, for both personal and corporate systems. VMs are heavily rely upon to safely test malware, manage infrastructure, and reduce risk to host systems. This reliance is so substantial that the idea of reducing risk to the host system is believed to be erasing risk entirely. However, this mindset has shown to be challenged time and time again by the emergence of exploits known as virtual machine escapes. These exploits allow malicious actors to break out of the virtualized environment …


Reconstructing Lost Voices, Lana Tamim Jan 2026

Reconstructing Lost Voices, Lana Tamim

Williams Honors College, Honors Research Projects

This project uses digital text mining tools (OCR, NLP, sentiment analysis, and topic modeling) to analyze 19th–20th-century newspaper archives, focusing on how marginalized groups (women, immigrants, or labor workers) were historically portrayed. Many historical newspapers were dominated by elite voices, so this project aims to recover silenced or misrepresented perspectives by identifying hidden patterns in language, frequency of coverage, sentiment, and shifts in public perception over time. Using machine learning and visualization tools, the project will create interactive maps and timelines showing how representation evolved across regions.


Lunar Regolith Densometer, Liam Lee, Vincent Innocenzi Jan 2026

Lunar Regolith Densometer, Liam Lee, Vincent Innocenzi

Williams Honors College, Honors Research Projects

Testing of extraterrestrial rovers is a growing concern as lunar exploration as an industry is becoming increasingly commercialized. Currently, the way rover testing is conducted is on a soil regolith which is already available. The structure of the soil, however, is harmful to humans and requires a full bunny suit and respirator to be worn during the conduction of the experiment. This limitation, along with the expensive price tag, prevents college university students and companies from establishing a rover test area in labs. The goal of the overall project is to create a safer testing environment by mimicking the soil-to-tire …


Redrawing Anatomy: Addressing Female Genital Underrepresentation In Educational Texts, Clara E. Krohn Jan 2026

Redrawing Anatomy: Addressing Female Genital Underrepresentation In Educational Texts, Clara E. Krohn

Williams Honors College, Honors Research Projects

The fight for female equality in the historically male dominated medical field is an ongoing battle. This project focuses primarily on the underrepresentation of female genitalia in undergraduate academic textbooks. A dissected pelvis of a female cadaver was initially examined. Pictures were obtained with scale bars to accurately depict size of the structures included. Underrepresented structures such as the clitoris and the broad ligament were closely examined along with the reproductive system as a whole. The pictures compiled along with further research were used to design a portfolio of diagrams and a survey to be later administered. The survey was …


Immigration As A Catalyst To The Far-Right: The Case Of Vox And Spain, Evelyn R. White Jan 2026

Immigration As A Catalyst To The Far-Right: The Case Of Vox And Spain, Evelyn R. White

Williams Honors College, Honors Research Projects

Over the last decade or two, the world has witnessed a global rise in the popularity and success of far-right wing parties. This new era of the radical right raises questions of what is causing and fueling these political movements. Political Scientists have identified several contributing factors from the global economic crisis of 2008, the migrant crisis of 2015 and the global pandemic in 2020. This research paper aims to demonstrate how immigration acts as a catalyst to the far-right by intersecting with political science ideologies and other variables. The focus of this paper is how the Vox Party found …


Designing Crime Prevention And Crowd Management Plans For The New Berea Campus Expansion Project For The Cleveland Browns, Elleana G. Grant Jan 2026

Designing Crime Prevention And Crowd Management Plans For The New Berea Campus Expansion Project For The Cleveland Browns, Elleana G. Grant

Williams Honors College, Honors Research Projects

The Cleveland Browns are expanding their CrossCountry Mortgage Campus by 16 acres. This research seeks to answer a core question: How can the design of the new expansion support both crime prevention and effective crowd management for events drawing up to 6,000 guests? Additional research questions include identifying the safety risks associated and determining which evidence-based strategies are most appropriate. The main goal of this research is to ensure that the expanded campus is safe for all visitors. This work is motivated by the significant increase in daily activity that the expansion will bring, not only during major events, but …


Expanding State Tax Authority: Public And Private Sector Impacts Of Wayfair, Maxwell Pastoria Jan 2026

Expanding State Tax Authority: Public And Private Sector Impacts Of Wayfair, Maxwell Pastoria

Williams Honors College, Honors Research Projects

The 2018 Supreme Court decision in South Dakota v. Wayfair, Inc. (Wayfair) overturned the longstanding physical presence rule for state sales tax collection, enabling states to enforce tax obligations on remote sellers through marketplace facilitator and economic nexus laws (Oyez, 2018). This study investigates the effects of these two post-Wayfair tax laws on state sales tax revenues, entrepreneurship, and public expenditures across all 50 states. Using a two-way fixed effects difference-in-differences (TWFE DID) framework, this research analyzes how policy adoption influenced per-capita outcomes in tax revenue, firm formation, and government spending in social services, education, infrastructure, and …


Designing Intentionally: Color Psychology In Graphic Design, Savannah Jons Jan 2026

Designing Intentionally: Color Psychology In Graphic Design, Savannah Jons

Williams Honors College, Honors Research Projects

This study will explore the role of color in graphic design and the psychological processes behind viewersʼ emotional and perceptual responses. Research will investigate how color psychology is influential on design, how the selection of color guides design appeal, and how it can alter commercial messaging.


Codezip: A University-Based Coding Practice And Collaboration Platform, Manoj Khatri Jan 2026

Codezip: A University-Based Coding Practice And Collaboration Platform, Manoj Khatri

Williams Honors College, Honors Research Projects

This project proposes the development of CodeZip, a university-exclusive web platform designed to help University of Akron students practice coding problems, prepare for technical interviews, and engage in collaborative learning. CodeZip ensures a secure environment by restricting access to users with @uakron.edu email addresses via Clerk API authentication.

The goal of this honors project is to expand CodeZip into an intelligent, interactive system. Planned enhancements include AI-generated problem hints, automated grading with performance analytics, and a visual dashboard to track learning progress. These features will provide personalized guidance, encourage collaboration between students and alumni, and create a dynamic platform that …