Digital Commons Network^™

Simulating Social Attitudes With Llms: Accuracy, Demographic Effects, And Refusal Behavior In The Sensitive Domain Of Suicide Prevention, Cristina J. Perez, Michael P. Vasquez Jr., Philippe J. Giabbanelli, Patrick Y. Wu

VMASC Publications

Large language models (LLMs) are increasingly used to simulate public opinion, yet their validity in sensitive policy domains remains underexplored. We evaluate whether LLMs can reproduce attitudes toward suicide prevention policies using 32 questions drawn from seven nationally representative U.S. surveys (2023-2025). We systematically vary demographic conditioning (race/ethnicity, gender, age, education, income, party), prompt framing (direct elicitation, respondent embodiment, specialist embodiment), and model architecture (GPT-5 Nano, DeepSeek V3.2, Meta Llama 3.1 8B, Mistral Small 24B). Across 811,560 prompts, the mean absolute error—the average gap between predicted and human response distributions—is 23 percentage points. We also find that LLM responses to …

Geography Of Erasure: Manufactured Housing, Heat Exposure, And State Neglect In Florida, Gianna M. Hutton

Pomona Senior Theses

This thesis examines Florida's manufactured housing communities through the intersecting frameworks of energy justice, critical heat studies, and housing displacement scholarship, centering how structural, political, and economic forces shape uneven exposure to thermal insecurity and housing precarity. Using a mixed-methods approach combining statistical regression analysis of American Community Survey microdata (2019-2023) and spatial case study of Miami-Dade County's heat governance and The Li'l Abner Mobile Home Community’s displacement, this research investigates how manufactured housing residents experience compounded exclusions across energy systems, urban heat governance, and housing security. The findings reveal that manufactured home residents face a 26% higher energy burden …

Left In The (Road) Dust: Analyzing Advanced Clean Cars Ii In California’S Disadvantaged Communities, Jj Hoffman

Pomona Senior Theses

Across the United States, air pollution disproportionately impacts minority groups. California’s Advanced Clean Cars II (ACC II) waiver was positioned to lead to significant environmental justice impacts, such as reductions in emissions and adverse health outcomes, by establishing stricter regulations for vehicle emissions and ensuring that 100 percent of new passenger vehicle sales are zero-emission by 2035. As the federal government recently nullified ACC II, pollution, and by extension health, could worsen, especially in disadvantaged communities. The thesis established several important relationships, including how disadvantaged communities experienced higher traffic, pollution, and worse health outcomes than non-disadvantaged communities. Though the results …

From Comparison To Integration: Building Energy Simulation Tool Variability And The Case For Intelligent Retrofit Workflows, Amir Safari, Dalya Ismael, Mahsa Safari, James Freihaut

Engineering Technology Faculty Publications

As the urgency to address climate change and modernize energy infrastructure grows, the building sector plays a key role in improving energy efficiency and reducing carbon emissions. This study evaluates five energy retrofit strategies for Building 101 at The Navy Yard in Philadelphia, comparing two real-world proposals from energy service companies with three simulation-based packages derived from Building Energy Simulation (BES) tools. The study examined whether advanced BES tools provide greater accuracy and decision-making value compared to simpler alternatives. Electricity savings ranged from 5 % to 40 %, gas savings from 29.7 % to 61 %, and annual cost reductions …

Physical Activity Among Active-Duty Us Military Servicemembers With Overweight And Obesity, Natalie M. Yarish, Jessica L. Morse, Jennalee S. Wooldridge, Erin E. Dooley, Niloofar Afari

Exercise Science Faculty Publications

Background

To examine physical activity (PA) among US military servicemembers (SM) with overweight and obesity (OW/OB) and if they meet Physical Activity Guidelines (PAG). To assess differences in PA by sex and associations between PA and body composition.

Methods

PA duration and intensity were objectively collected via accelerometers and self-reported daily average via self-report International Physical Activity Questionnaire (IPAQ) among US active-duty SM (n=113, 58% female, Mean BMI = 33.3 ± 3.9 kg/m2). Sex, body mass index (BMI), and body fat % (BF% via circumference and an equation) were measured. Accelerometer PA and sedentary time were computed for IPAQ categories …

Legislative Debate-Attributed Suicidality Among Lgbtq+ Adults: The Buffering Effect Of Community Belongingness, Keith J. Watts, Shawndaya S. Thrasher, Laneshia R. Conner, Nicole Campbell, Louis G. Baser, Dekeitra Griffin, Sydney P. Howard, Missy Spears, Justin X. Moore

Counseling & Human Services Faculty Publications

Background: In recent years, the sociopolitical landscape in the United States has shifted due to an increase in state-level legislation regarding LGBTQ+ rights, a trend that has been particularly pronounced in the Commonwealth of Kentucky. While the mental health impacts of enacted laws are increasingly documented, a critical gap remains in understanding the psychological toll of the legislative debates themselves—the prolonged periods of public discourse surrounding the restriction of rights. Methods: Utilizing data from the 2025 Queer Kentucky Survey (N = 817), this exploratory study examined the association between LGBTQ+ community belongingness and acute suicidality attributed specifically to anti-LGBTQ+ legislative …

Social Safety And Social Security: Validating Context-Specific Instruments For Slums, Liss D. Romero, Katherine Palacio, Zacheous Ako Abang, Valeria Silgado, Humberto Llinas, Leidy González, Erika Frydenlund, Daniel Bolivar, Jose J. Padilla

VMASC Publications

Social safety and social security are concepts that help explain a community's well-being by assessing how it manages and mitigate existing, or perceived, risks. However, these terms are often conflated, which can limit understanding, particularly in areas with unstable living conditions. This study explores both concepts in the context of residents living in slums. As the number of displaced people grows, slums and informal settlements are becoming increasingly common worldwide, making it essential to clarify these concepts. Residents of slums face numerous hazards, including crime, violence, inadequate housing, overcrowding, and limited access to essential services. To measure social safety and …

Crimes Of The Powerful And The Looting Of Contemporary Nigeria: An Integrated Theoretical Perspective, Charles Ubah

African Journal of Criminology and Justice Studies

Crime of the powerful is a humongous social problem with the potential to ravage development and threaten the corporate existence of nation states. The case of contemporary Nigeria is the focal point of analysis in this paper. The objective of the paper, therefore, is to investigate the menace in Nigeria from an integrated theoretical perspective. The methodology was exploratory survey and review of literature which were content analyzed. The theoretical framework is a kind of Modified Multiple Reinforcing Social Forces Theory. Findings indicate that, beside its high prevalence rate, elite criminality in the various forms of corruption, property and environmental …

Assessing The Feasibility Of Small Modular Reactor Deployment On Islands In Southeast Asia And The Pacific, Hayden C. Beauchemin

CMC Senior Theses

This study looks at the feasibility of using Small Modular Reactors (SMRs) to provide island microgrids in Southeast Asia and the Pacific with clean, reliable electricity. SMRs are compared to current methods of electricity generation, namely diesel generators, as well as to renewable alternatives. Policymakers will face geopolitical, technical, economic, and domestic political challenges to SMR deployment. The key considerations of SMRs, including economic viability, safety approaches, public attitudes, and diplomatic relations are considered, and solutions are identified for issues such as financing and nuclear waste disposal. The analysis reinforces the conclusion that SMR deployment is feasible for islands in …

Understanding The Flow: Deconstructing The Link Between Immigrants And Fentanyl, Madeline F. Nesbitt

CMC Senior Theses

This thesis explains how a false link between undocumented immigration and fentanyl becomes widely accepted in the United States. Empirical data show that most fentanyl enters through legal ports of entry and that U.S. citizens account for the majority of those caught transporting it. Why, then, do 41% of Americans attribute overdose deaths to migrants trafficking fentanyl? This project examines how this myth is built, repeated, and sustained, and what policy consequences follow from it.

When complex social problems lack clear culprits, political actors often manufacture them through scapegoating. Current literature documents how political actors link immigrants to drug crimes, …

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 …

From Statute To Classroom: The Implementation Gap In California's Queer-Relevant Sex Education Policy, Alejandro Quiroz-Novela

CMC Senior Theses

This thesis examines why strong sex education laws do not reliably translate into consistent classroom experiences for LGBTQ+ students. Using a qualitative single-case study of California, it traces the evolution from SB 71 (2003) to the California Healthy Youth Act (CHYA) (2016) and analyzes how mandates move through a decentralized governance chain. Drawing on statutes, legislative records, state guidance, curriculum review tools, advocacy reports, media accounts, and public indicators, the study focuses on implementation mechanisms rather than estimating causal health effects. Three findings emerge: CHYA sets a clear legal floor but is difficult to verify at scale; district discretion and …

The Future Of U.S. Higher Education: Equity Implications Of Shifting Immigration Policies, Research Institute For Social Equity Rise

Research Institute for Social Equity

This report examines the impact of U.S. immigration policies on higher education and international students from 2000 to 2025. It traces five major policy eras, from the post- 9/11 security overhaul and Obama-era expansion to the restrictive turns of 2017–2020 and 2025, and analyzes how shifting regulations have influenced enrollment patterns, economic contributions, and student well-being. Despite hosting more than 1.1 million international students in 2023–2024, the U.S. share of the global student market has fallen from 20% to 16%, underscoring how policy volatility and restrictive measures weaken national competitiveness. Drawing on federal data, scholarly research, and institutional reports, this …

Huburban America: New Haven And The Promise Of Mobility, Jhansiddh Setthachayanon

Library Map Prize

This project analyzes micromobility as the emerging solution to New Haven’s incomplete urban transportation project. It argues that micromobility’s legitimization through mobility hubs is key to the city’s modern connectivity. Finally, it proposes a version of new hubs for New Haven.

Collaboration And Co-Management Ahead Of Permitting: Understanding How Actors And Their Interactions Lead To Non-Optimal Shoreline Projects, Juita-Elena (Wie) Yusuf, Mariana Saitgalina, Michelle Covi

School of Public Service Faculty Publications

Living shorelines are widely promoted as nature-based solutions to coastal erosion and wetland protection, yet hardened shoreline structures continue to dominate even in jurisdictions with explicit policy mandates prioritizing living shorelines. In this research, we examine why non-optimal shoreline modification outcomes persist in Virginia (USA) despite a regulatory framework designed to promote ecological alternatives. We use primary data from interviews with wetlands board members, marine contractors, and nonprofit organizations and findings from a secondary survey of shoreline property owners to analyze shoreline management as a multi-sector collaborative decision-making process. Findings show that shoreline outcomes are shaped less by individual regulatory …

Sea-Level Rise Adaptation And Collaboration In Polycentric Governance: A Comparison Of Three Regions, Francesca Vantaggiato, Mark Lubell, Matthew C. Nowlin, Juita-Elena (Wie) Yusuf, Majid Shafiee-Jood

School of Public Service Faculty Publications

Adaptation to sea-level rise confronts coastal communities worldwide with a new set of collective action problems that require collaboration. When does collaboration result in concrete action for adaptation? To address this question, we combine the Ecology of Games and Collaborative Governance frameworks using a comparative analysis of three coastal regions in the United States. We leverage original survey data from the San Francisco Bay Area in California (2018, N = 878), the Tri-County (Charleston) Area in South Carolina (2022, N = 152), and the Hampton Roads region in Virginia (2023, N = 153), three regions that differ in terms of …

Public Perception Of Environmental Contamination And Its Implications For Fish And Community Health In West Bengal, India, Libia Hazra

Dissertations, Master's Theses and Master's Reports

In West Bengal, India, the highest fish-consuming state in the country, fish are woven into everyday life, including ceremonies of birth and marriage, prayers offered during harvesting and the cultural memory of communities whose identities are inseparable from aquatic life. However, the rivers, wetlands, and ponds that sustain these fish-human relationships are increasingly threatened by environmental contamination resulting from industrial discharge, agricultural runoff, and inadequate environmental management. Understanding how communities perceive these environmental changes is essential for developing effective conservation and public health strategies.

In collaboration between the Indian Institute of Technology (ITT) Kharagpur, India, and Michigan Technological University (USA), …

Enhancing Coastal Vulnerability Assessments And Policy Impacts On Socioeconomic And Environmental Equity In Michigan's Great Lakes Communities, Esther N. Acheampong

Dissertations, Master's Theses and Master's Reports

Accelerating shoreline erosion, fluctuating lake levels, and climate-induced hazards are transforming the Great Lakes’ freshwater coasts, exposing the limitations of static and inequitable management frameworks. This dissertation investigates how Michigan’s coastal governance systems produce and manage vulnerability along the Lake Michigan shoreline by integrating geospatial modeling, institutional policy analysis, and environmental justice theory. It argues that both physical processes and institutional designs co-determine patterns of exposure, protection, and equity. The research begins by developing a refined Coastal Vulnerability Index (CVI) tailored for lacustrine environments, applying it to Muskegon County to assess how shoreline change, armoring, and seasonality influence localized risk. …

Racial Disparities In Maternal Mortality: The Role Of Explicit And Implicit Bias In U.S. Healthcare, Lailah Allen

Capstone Showcase

Maternal mortality in the United States remains a critical public health crisis, with disproportionately high rates among Black and other minority women. Despite advances in obstetric medicine, racial disparities in pregnancy-related deaths persist due to structural inequities, implicit bias in healthcare delivery, unequal access to prenatal and postpartum care, and broader social determinants of health. Nationally, Black women are significantly more likely to experience severe maternal morbidity and mortality compared to White women, reflecting longstanding inequities embedded within the healthcare system. This paper examines the relationship between race, healthcare access, and maternal outcomes through a focused case study of and …

From County To Commonwealth: A Study Of Kentucky County Election Office Websites And Collaborative Solutions For Strengthened Voter Information Accessibility, Marissa A. Robinson, Marina E. Smart

MPA/MPP/MPFM Capstone Projects

In 2022, the League of Women Voters discovered inconsistencies across Kentucky county clerk websites in how they offer voter information and in website accessibility and clarity. County clerk websites serve as an important source of accessible voting procedural information, trusted by constituents. Through an audit of county clerk websites and interviews with county clerks, this project identifies how county election office websites can better provide equitable, accurate, comprehensive, and consistent voting information. Recommendations based on the findings include linking the Kentucky State Board of Elections Voter Information Portal universally, adding website training, and state-established website guidelines.

The Political Economy Of Pfas Treatment And Water Regionalization In Harrison County, Kentucky, Jackson S. Patru, Rajan Sampat

MPA/MPP/MPFM Capstone Projects

The discovery of per- and polyfluoroalkyl substances (PFAS) in the water supply of Harrison County, Kentucky has prompted an urgent reevaluation of local treatment infrastructure. This situation has exposed a complex political economy between the City of Cynthiana, which owns and operates the municipal water plant, and the Harrison County Water Association (HCWA), which represents the majority of the ratepayers supplied by the plant. Using a qualitative research design grounded in inductive thematic analysis, semi-structured interviews were conducted with leadership from both Cynthiana and HCWA, as well as operators at the treatment plant, to evaluate two proposed solutions: a $14 …

Kentucky Space Futures: Defining The Driving And Limiting Factors Of Growth In The State Aerospace Industry, Ashley M. Grospitch, Isabella A. Sibold

MPA/MPP/MPFM Capstone Projects

Kentucky’s aerospace industry has quietly become one of the state’s most significant economic drivers, generating almost $19 billion in exports in 2024 and ranking third nationally in aerospace exports in 2023 (Mattingly, 2025; Babbage & Hartsough, 2024). Despite this, Kentucky remains largely invisible as an aerospace state, both to Kentuckians and national audiences. This work was conducted on behalf of our client, Kentucky Space Futures, to identify the factors shaping the growth of Kentucky’s aerospace industry, including its driving and limiting factors, and provide actionable guidance for policymakers and industry leaders.

Using a qualitative research design, this study triangulated findings …

Narrowing The K-12 Excellence Gap In Kentucky Schools: Lessons On High Achievement From High Achievers, Jimmy M. W. Bartlett, Johnathan K. Hurley

MPA/MPP/MPFM Capstone Projects

Disparities in high-level academic achievement – known as excellence gaps – remain a persistent equity challenge in K–12 education, particularly in access to advanced mathematics learning. This study examines school-level practices associated with narrower excellence gaps in Kentucky public schools. Principals of schools demonstrating higher-than-expected advanced achievement and relatively small gaps by gender and economic status were invited to semi-structured interviews. The interviews cover seven schools, spanning grade levels and other characteristics. Guided by the Excellence Gap Intervention Model, a hybrid inductive–deductive thematic analysis reveals that narrower excellence gaps are not driven by isolated programs or policy mandates, but by …

Comparing Economic Development And Blight Remediation Tax Increment Financing: Design, Governance, And Measurable Outcomes, Leigh Compton

MPA/MPP/MPFM Capstone Projects

Tax Increment Financing (TIF) is a widely used local government tool for redevelopment and economic growth, yet its expanding application has raised questions regarding its design, governance, and measurable outcomes. This study compares two primary uses of TIF: blight remediation and economic development. While remediation-focused TIF is intended to address identifiable market failures in distressed areas, economic development TIF is typically used to attract or accelerate private investment in more competitive environments.

Using a structured comparative analysis of selected Kentucky TIF districts, this research evaluates how differences in statutory justification, financing mechanisms, governance structures, and performance measures align with each …

Kentucky Is Working: An Examination Of Higher-Than-Expected Labor Force Participation Rates In Kentucky, Grace E. Coleman, Gabriel M. Kalla, Joseph S. Matthews

MPA/MPP/MPFM Capstone Projects

This client-based capstone examines the drivers of higher-than-expected labor force participation rates across five counties in Kentucky, i.e., Kenton, Pendleton, Owen, Taylor, and Monroe counties. Our client, the Kentucky Chamber of Commerce, requested a qualitative analysis of semi-structured interviews with local stakeholders to identify and contextualize factors contributing to the five counties’ overperformance. Our findings suggest that factors such as collaboration and partnership; education and career pathway initiatives; and community champions all play important roles in supporting strong labor force participation. These insights can be used by other counties seeking to strengthen their local workforce.

Protecting The Vulnerable: Elderly Population Change In Kentucky & Nursing Home Floodplain Proximity, David M. Stevens, Austin Matthew Mullen, Nicklaus P. Hammond

MPA/MPP/MPFM Capstone Projects

This study explores Kentucky’s changing vulnerability to flooding. Relying on America Community Survey (ACS) survey data estimates for 2019 and 2024, we illustrate how Kentucky’s elderly population has changed over this five-year period. Using nursing home data and floodplain spatial data, provided by the Centers for Medicare & Medicaid Services and FEMA respectively, we identify all 269 facilities and their proximity to floodplains across Kentucky. To narrow the scope of our study, we highlight counties that (a) have seen the largest percentage increase in elderly residents and (b) have a large total elderly population. Using a quartile ranking system, we …

Federal Housing Policy Influences And Impacts On Urban Municipalities As Seen In The City Of Paterson, New Jersey, Jennifer L. Beggs

MPA/MPP/MPFM Capstone Projects

This paper examines federal affordable housing policy from the early twentieth century to the present, focusing on the City of Paterson, New Jersey. In presenting an overview of policy and decision-making in Paterson, this paper explores how federal policy has aided urban communities that lacked the opportunities afforded to suburban municipalities through FHA mortgage underwriting and single-family homeownership programs, also considering how New Jersey State housing policy has affected the city. Utilizing a case-study methodology and employing extensive archival research, this project examines how federal housing policy structured differential access to homeownership and rental housing in Paterson, and how these …

Good Food In The Neighborhood: Localizing Nutritious Food Access, Joseph Pool

Honors Program Theses

Given contemporary changes to federal budget priorities and recent challenges to federal food access funding, this research explores the potential benefits of entrusting state-level and municipal-level policymakers with food access policy. More specifically, this research suggests that “localizing” food access has the unique benefit of not just addressing the affordability of food, but the physical accessibility of it. As observed in the previous literature and expounded upon here, food provisioning requires consideration of nutrition, physical accessibility, and financial affordability. Programs that only address one of these priorities fail to adequately help people receive the food they need. Through policy analysis …

Shrines On Asphalt Shoulders: Documenting Roadside Memorials In Western U.S. Roadscapes, Isabella R. Sullivan

Scripps Senior Theses

This thesis analyses the practice of documenting and uploading roadside memorials in the Western United States as a socially transformative process facilitated between two distinct kinds of noticing. Drawing on (auto)ethnographies of roadside memorial sites in Colorado and California, interviews with photographers and cartographers working primarily in the American Southwest, and Google Street View media, this research examines how recognition of the social negotiations involving memory and mortality that are already present in the physical shrines evolves when documenters capture and transpose them online. First, these documenters have developed the “eyes to see” roadside memorials for various significant reasons in …

Improving Maternal Health: Investigating The Early Impacts Of Medicaid Coverage Of Doulas In Oregon, Miriam Akhmetshin

Scripps Senior Theses

While the U.S. spends more per-capita than any country on healthcare, we experience the worst maternal health outcomes of high-income nations. In addition to hefty healthcare bills, an overwhelming majority of mothers experience pregnancy-related health issues that decrease productivity and utility. Thus, it is critical to research cost-effective solutions that can improve maternal health and promote equitable outcomes. Doulas are trained non-medical professionals who support mothers and families before, during and after birth. As a growing body of medical literature points to the role of doulas in decreasing costly medical interventions, insurance companies have begun covering their services. In 2014, …