Digital Commons Network^™

The Effects Of Community Benefit Mandates On Capital Asset Investment: An Application To Non-Profit Hospitals In Illinois, Sophie C. Podeszwa

CMC Senior Theses

Non-governmental, non-profit hospitals receive significant property tax exemptions in exchange for providing community benefits. The consequences of requiring non-profit hospitals to spend a higher community benefits minimum in order to receive property tax exemption are poorly understood. This paper asks whether the 2012 Illinois community benefits minimum policy change, as written in statute 35 ILCS 200/15-86, reduced non-profit hospital investment in the capital assets of land, buildings, and equipment. Using a difference-in-difference design that exploits the 2012 Illinois policy change as a natural experiment, non-profit hospital investment in Illinois is compared to non-profit hospital investment in all other U.S. states …

Microbial Community Structure In Global Soils, Matthew Jabro

CMC Senior Theses

Soil harbors the most diverse microbial communities on Earth, yet whether predictable community types exist across biomes and whether taxonomic composition encodes habitat of origin remain open questions at global scale. This thesis addresses both questions by applying unsupervised clustering and supervised classification to transformed 16S ribosomal RNA (rRNA) amplicon profiles from two independent datasets: the global topsoil survey of Bahram et al. (193 samples) and the Earth Microbiome Project (EMP) soil subset of Thompson et al. (2,209 samples). Application of a sample clustering method based on a mixture of Gaussian Graphical Models (MixGGM) identified 19 clusters in the topsoil …

Rethinking Reentry In The United States: A Comparative Analysis Of Incarceration Strategies In Norway, Singapore, And Austria, Amelia Ulmer

CMC Senior Theses

The prison reentry system in the United States remains a pressing social, economic, and political issue, as hundreds of thousands of prisoners are released each year with few resources to assist them with their transition. In fact, these previously incarcerated people are arguably set up to fail, which leads to over half of them reoffending within two years. This thesis analyzes how the United States should reform its current prison system based on lessons learned from three international case studies. These three case studies, Norway, Singapore, and Austria were chosen as countries that have globally low recidivism rates and unique …

Procedural Rhetoric And Prosociality: How Game Mechanics Shape Altruistic Decision-Making, Elijah Emory-Muhammad

CMC Senior Theses

This study investigates how different prosocial video game designs influence subsequent altruistic behavior, specifically comparing interactive narratives with procedural rhetoric. While prior research demonstrates that prosocial games can prime helpful behaviors, less is known about the underlying mechanical structures driving these effects. Fifteen participants engaged with either an Interactive Narrative Game (ING) or a Procedural Rhetoric Game (PRG) before completing a resource allocation task (Dictator Game). Results revealed no statistically significant differences between the two conditions in promoting sacrificial altruism or satisfying basic psychological needs. Instead, participants across both groups demonstrated a strong adherence to an equality-seeking norm, consistently choosing …

Moving The Goalposts: Saudi Arabia, Football, And The Changing Rules Of Global Legitimacy, Sanskriti S. Kumar

CMC Senior Theses

Most commentary on Gulf state sports investment concludes that sportswashing fails: Saudi Arabia's favorability ratings remain low, its human rights situation has deteriorated, and Western public opinion shows no measurable improvement. This thesis argues that this conclusion applies the wrong standard. Asking whether Saudi Arabia has become more admired misses the more consequential question of whether it has become more accepted, and treating those two outcomes as equivalent produces misleading results. This thesis develops an original Normalization-Attraction Framework to evaluate whether the Saudi Public Investment Fund's October 2021 acquisition of Newcastle United Football Club has generated measurable political returns. The …

By The Light, Desiree Galamgam

CMC Senior Theses

On the island of Helios, the sun god, a water nymph finds comfort tending to the flora along  riverbanks. Clytie avoids her oceanid sisters’ poisonous proclivities. Modeling herself after the sun god’s incessant responsibilities, she spends her existence working. Only taking breaks to perch herself at the top of her alcove’s hill to watch Helios drive his chariot to rise and set the sun, she sees him as the epitome of perfection and freedom.

Her tranquil life is interrupted by the sudden arrival of Helios himself at the footsteps of her isolated cave. Clytie begins to feel new emotions as …

From Collective Punishment To Collective Action, Samuel N. Johnson-Saeger

CMC Senior Theses

Regime change may be sought in two primary ways, absent a turn to internal or external violence: through nonviolent resistance, from within, and sanctions, from abroad. This paper is about how those two pathways are intertwined. I challenge two different strands of the existing literature. First, I show that Liou et al. (2022)'s finding that sanctions increase the predicted probability of nonviolent resistance movement progress is subject to substantial upward bias from country heterogeneity. Incorporating country fixed effects, I show that sanctions, on average, have no statistically significant effect on resistance outcomes. Second, I challenge Chenoweth and Stephan (2008)'s argument …

The History Of Mass Incarceration And Its Implications, Evan Sevaly

CMC Senior Theses

In this thesis, I develop a model to answer four questions about US incarceration: why did incarceration increase between 1973 to 2009, why have incarceration figures experienced an overall decrease since then, and what explains their oscillation, why has the penal system consistently incarcerated marginalized groups at disproportionate rates, and why is the US an incarceration outlier compared to other industrialized countries? I split the competing explanations to these questions into four schools of thought: the perspective that neoliberalism caused mass incarceration, the perspective that surpluses in finance capital, land, population, and state capacity caused mass incarceration, the perspective that …

The Aporia Of Divinity: Hegel's Metaphysics In Conversation With Spinoza And Schelling, Abhinav Ganesh

CMC Senior Theses

This thesis explores the intersections between the metaphysics of Spinoza, Hegel, and Schelling, as seen through their engagement with the concept of immediacy. I aim to show that this perspective offers a fruitful way of understanding the arguments of these three figures, while also complicating our understanding of the nature of immediacy and its importance to metaphysical systems.

Constitutional Rights, Human Dignity, And The American Dream: A Historical Analysis Of U.S. Immigration Policy After 9/11, Shelby Mcilroy

CMC Senior Theses

This thesis examines how United States immigration policy transformed after September 11, 2001 and asks whether modern immigration enforcement remains consistent with constitutional principles, human rights protections, and the broader ideals associated with the American Dream. The project investigates how immigration shifted from a primarily civil administrative system into one increasingly defined by surveillance, detention, and punishment. The central question guiding this research is whether the securitization of immigration has reshaped not only enforcement practices, but also the meaning of constitutional protections and human dignity for both citizens and noncitizens.

To answer this question, this thesis conducts a historical policy …

Pesos For Pesos And No One Feels At Home: Gentrification And Displacement In Mexico City, Sophia L. Castellanos

CMC Senior Theses

This thesis investigates how gentrification and displacement have affected Mexico City, providing historical context and reasoning behind current policies for digital nomads and tourists. It examines policies enacted in similar cities such as Barcelona, Amsterdam, and Venice, which face challenges from increased tourism and short-term rentals like Airbnb. The thesis also reviews these regulations, highlighting their successes and limitations, and offers recommendations for integrating some of these strategies into Mexico City’s 2024 Tourism Law. Additionally, it explores public innovation strategies that could promote collaborations between the government and communities rather than complete government control. Finally, the paper discusses the challenges …

The Original Joe Rogan: Evidence From Walter Winchell And American Political Outcomes, Quinten E. Carney

CMC Senior Theses

I study the impact of the first entertainment-news figures in American history. Walter Winchell seamlessly mixed celebrity gossip, political news, and personal attacks to create one of the most popular radio programs in the 1930s and 1940s. As a propagandist for Franklin Delano Roosevelt (FDR), he supported the New Deal, American involvement in World War II, and anti-fascism. Replicating early Irregular Terrain Model (ITM) work, I find that exposure to Winchell had no effect on voting outcomes or support for WWII through war-bond sales.  I explore potential channels of influence in a consolidated media ecosystem that existed during Winchell’s time.

Wiener-Granger Causality To Model Banking Sector Contagion, Riya Bhasin

CMC Senior Theses

In this thesis, we explore the main drivers behind the 2008 Global Financial Crisis and how the interconnectivity of banking sectors contributed to the worldwide spread of its effects. To understand how this became a global phenomenon, we apply linear Wiener-Granger Causality as a form of network analysis, building on pre-existing methodology in order to study continent banking indices. We find connections across locales on the continent and country level, but ones that are weak. Our modelling was insufficient to completely capture existing and well-known relationships accurately. This occurs due to limitations of the data and of the linear models’ …

Analysis Of Δ¹¹B As A Seawater Ph Proxy: Comparing Ocean Circulation Inverse Model Output With Marine Calcifier Geochemistry, Jesse I. Dong

CMC Senior Theses

Increasing anthropogenic carbon flux into the oceans decreases seawater pH, alters dissolved inorganic carbon speciation, and reduces biogenic calcification. The marine calcifiers— specifically corals and coralline algae—incorporate elements from surrounding seawater into their carbonate structures, which preserve past records of ocean carbon chemistry. In particular, boron in biogenic carbonate is a potentially valuable proxy for historical ocean pH across human timescales. Within seawater, boron primarily exists as boric acid B(OH)3 and borate ions B(OH)4 - , where higher pH favors the formation of borate ions. Borate ions preferentially incorporate the heavier ¹¹B isotope over 10B. On the other hand, if …

Sinking City To Breakthrough City: A Political Analysis And Evaluation Of Indonesia's Capital City Relocation From Jakarta To Nusantara, Yuji Jones

CMC Senior Theses

This paper analyzes Indonesia’s national decision to move its capital city from Jakarta to Nusantara. Indonesia is facing a dire catastrophe in its most populous city. The land surrounding Jakarta is sinking, and without significant mitigation efforts, the streets will be submerged by 2045. This is a slow-motion disaster coming for Indonesia and Jakarta. This left the country with a crucial decision: to save the capital city. In response to this environmental crisis, Indonesia’s government has committed to making a nationwide and ambitious decision to move the capital to Nusantara, a smaller city bustling with tropical forests 1,000 kilometers away, …

The Impact Of Asu 2023-08 On Reported Profitability Of Cryptocurrency-Exposed Firms, William C. Graff

CMC Senior Theses

This study investigates the performance of corporate cryptocurrency holdings in the context of recent accounting regulation changes. It specifically examines how adopting Accounting Standards Update (ASU) 2023-08 has affected firms with material cryptocurrency exposure. Using a panel of U.S. public firms from 2019–2025, I classified 138 companies as having material crypto exposure if cryptocurrency comprised more than 0.01 percent of total assets, which was manually calculated. Of these firms, 67 were exposed to the rule change (under GAAP), 66 were not, and 5 were excluded from final calculations due to a lack of relevant information.

Results showed statistically significant effects …

The Influence Of Injury Stimuli On Stress Levels In Female Rugby Players Post Injury., Hannah L. Maycock Miss

CMC Senior Theses

This article is a proposal of a study which explores the relationship between female rugby injuries and stress levels through measuring stress between different stimuli. I will recruit 195 participants from across the country to take part in the study. They will be assigned to one of three groups: no injury, ACL injury, and head injury based on their past injury experience. Their stress levels will be measured using the galvanic skin response measure, which will be used to compare the results of each group's stress throughout the study. The participants will all complete two measures of stress, one comparing …

Determinants Of The U.S. Experience Economy: A Macroeconomic, Demographic, And Technological Analysis, 1984–2023, Chloe Ross

CMC Senior Theses

Pine and Gilmore et al. 1999 examine American consumers’ preferences for experiences over durable goods. Since then, there has been a multitude of research on the psychology behind this shift in consumption preferences, and there has been an abundance of media coverage of the new “experience economy.” This thesis goes beyond psychology and examines the macroeconomic, demographic, and technological determinants of experiential spending in the United States from 1984 to 2023. I use annual data from the Bureau of Labor Statistics’ Consumer Expenditure Survey (CES) and variables from the Bureau of Economic Analysis (BEA), Federal Reserve Economic Data (FRED), US …

10 Years Of The Hive: Successes, Challenges, And Lessons For Designing Creative Learning Hubs In Higher Education, Celine Bernhardt-Lanier

CMC Senior Theses

College students are often told to be “innovative” and to prepare themselves for a rapidly changing job market. Yet, most institutional learning environments are built for everything but that, focusing on efficiency, mastery, and content delivery. The Hive, formerly known as the Rick and Susan Sontag Center for Collaborative Creativity, pushes against this reality in higher ed. Founded ten years ago and nestled in a corner of East 7th Street in Claremont, California, the Hive brings together students, faculty, and staff through workshops, classes, skillshares, and events that are centered around making, reflecting, and collaborating. Drawing on eight semi-structured …

Keeping America Ahead: The Global Chip Conundrum, Ethan Chen

CMC Senior Theses

Semiconductors underpin nearly every aspect of modern economic, military, and technological power. Yet while the United States pioneered chip innovation and design, it now heavily depends on foreign manufacturing, particularly Taiwan and the Taiwanese Semiconductor Manufacturing Company who produce more than 90% of the world’s leading edge chips. This thesis investigates how the U.S. lost its fabrication leadership, what risks its current dependence creates, and what strategies can most effectively restore domestic capacity and resilience in both the short term and long term. By going through historical analysis of industrial development, recent policy evaluation such as export controls and the …

An Examination Of Sycophantic Llms: The Case For Withholding Judgement, Josephine C. Albrecht

CMC Senior Theses

This thesis investigates sycophancy in large language models (LLMs) and argues that although agreement can be socially appealing, it introduces serious epistemic and moral risks. Through Mrinank Sharma’s experiments, I show that sycophancy emerges reliably across major AI assistants, which adjust their responses to match users’ beliefs; even when those beliefs are incorrect. I explain how deep learning and reinforcement learning from human feedback (RLHF) shape these behaviors, and why models learn to prioritize user satisfaction over truth. While agreement can build trust, mimic expert testimony, and satisfy human preferences, it also produces epistemic bubbles and misplaced confidence. These risks …

The Politics Of Russian Regional Development, Claire Moore

CMC Senior Theses

This thesis examines why Chechnya’s independence movement shifted from a secular nationalist struggle in the First Chechen War (1994–1996) to a religiously framed insurgency in the interwar period and Second Chechen War (1999–2000; 2007). Drawing on presidential speeches, interviews, archival materials, and secondary scholarship, it argues that religious radicalization cannot be explained solely by external influence or Russian military brutality. Instead, three underexplored variables–strategic economic appeals to the Islamic world, culturally-embedded practices of vengeance, and the enabling conditions of poverty and mass armament–collectively shaped this transformation. Chechen leaders increasingly emphasized Islamic identity to secure financial and military support from Middle …

Criminalizing Motherhood: Abortion, Obstetric Emergencies, And State Power In Post-1998 El Salvador, Valery M. Reyes

CMC Senior Theses

This thesis examines how a series of regressive legal reforms in El Salvador–the 1997 Penal Code’s expansion of abortion-related punishments and the 1999 constitutional amendment defining life as beginning at conception–eliminated all exceptions to abortion and transformed a woman’s reproductive body into a site of surveillance. Rather than expanding rights, these reforms rolled back on existing protections by not recognizing obstetric emergencies, miscarriages, or cases of rape as legitimate grounds for abortion. Prosecutors and judges could treat such medical emergencies as convictions for “fetal homicide,” carrying sentences of 30-50 years in prison.

Court documents, reports from non-government organizations …

Federal Credit And Post-Disaster Economic Recovery: A County-Level Study Of Sba Lending From 2002 - 2022, Tanveer Singh Chabba

CMC Senior Theses

The United States Small Business Administration (SBA) is a government organization founded in 1953 that plays a central role in disaster response by providing capital contracts and low-interest loans to affected firms and households. This thesis will examine whether the SBA’s disaster lending program supports county-level economic recovery in the aftermath of a disaster period. My initial hypothesis is that after a natural disaster, an increase in SBA loan activity should help mitigate income losses and support economic recovery, leading to a consistent level of county-level Adjusted Gross Income (AGI) growth in future years. Using a constructed dataset that links …

Digital Docent: An Analysis Of Accessibility In The Digital Music Space, Erin L. Fowler

Theses and Dissertations

The world is constantly changing and growing, most often seen through advances in technology. When it comes to the world of music, the same can be said, and digitization of musical material is moving at a faster rate than ever before. With the influence that music has on society and considering new ways of making music more accessible to the general public through the public-facing museum format, I wanted to examine how digital music museum exhibits and experiences can be made accessible and if it is possible to fully represent what an in-person exhibit can offer. In 2010, Smithsonian created …

The Impact Of Teachers’ Roles As Boundary Crossers And Boundary Objects In Post- Covid Composition Instruction, Tammie Marie Pierce

Theses and Dissertations

This qualitative case study examined secondary English Language Arts (ELA) teachers’ perceptions of rapid technology integration and its influence on composition instruction and cognitive load in physical, digital, and hybrid spaces. Grounded in theories of boundary crossing and the Cognitive Theory of Multimedia Learning, the study conceptualized teachers as both boundary crossers, navigating instructional spaces, and boundary objects, serving as the support tools for their students’ transitions into digital composition. Data were collected from five ELA teachers in a rural school district through surveys, individual interviews, and questionnaires, and analyzed using a two-phase coding process. Findings indicate that teachers perceived …

Improving Retention Rates Of Teachers Through Analysis Of Second-Career Educators, Colton Perry Jones

Theses and Dissertations

Teacher retention rates have been an issue in education for decades. New teachers continue to leave the field at an alarming rate, despite research and attempts to improve their retention. This study focuses on the population of second-career educators and their reasons for remaining in the field at a higher rate than traditional teachers (those who enter the field directly out of college). The researcher’s focus is to determine which experiences and skills gained by second—career teachers in their previous careers result in them experiencing lower rates of attrition once entering education. A qualitative study will be conducted using semi-structured …

Evaluating Rate Of Perceived Exertion And Heart Rate In High School Weight Training Students For Assessing, Enhancing, And Maintaining Health-Related Fitness, Nicholas Searcy

Theses and Dissertations

This mixed-methods study evaluated the relationship between rating of perceived exertion (RPE) and heart rate (HR) among high school weight-training students during circuit training sessions. The purpose of this study was to determine whether RPE could serve as a practical method for gauging moderate to vigorous physical activity (MVPA) among high school weight-training students while allowing students to assess and enhance their health-related components of fitness. Participants were high school students enrolled in weight-training classes who completed upper- and lower-body circuit training sessions over a 4-week period, or a total of 16 school days. RPE was self-reported using Borg’s CR10 …

Determining Knowledge Gaps In Natural Disaster Preparedness: An Exploratory Analysis Of Socioeconomic Variables And Response Quality, Michelle S. Repass

Theses and Dissertations

This exploratory study examines potential knowledge gaps in natural disaster preparedness across socioeconomic groups in Lee County, Alabama and identifies communication barriers affecting response behavior through the lens of the knowledge gap hypothesis. Survey data from 20 residents were analyzed using an objective socioeconomic status (OSES) score based on household income and highest level of education. Results indicate that while most respondents reported access to weather alerts and favorable behavioral responses that align with current guidelines from the National Weather Service, gaps are present in comprehension, response timing, and engagement in risky behavior that could delay protective action. Findings suggest …

Machine Learning For Predicting Prosthetic Limb Movements, Jessica Alexandra Cegarra Arraiz

Theses and Dissertations

This thesis develops and evaluates a deep learning-based prediction model capable of identifying intended limb movement from surfaced electromyography (sEMG) signals using sequence learning techniques. sEMG signals change over time due to multiple factors such as muscle fatigue or user variability. Traditional prosthetics control methods rely on static feature extraction, ignoring how signals change over time, thereby limiting their ability to capture the temporal changes of muscle activity. As a result, these approaches often lead to poor accuracy, robustness, and generalization. Limited experimental validation has been conducted on sequence-based machine learning approaches using temporal sEMG data from publicly available datasets …