Digital Commons Network^™

Bail Reform, Large Language Model Risk And Reasoning, William Wyatt

CGU Theses & Dissertations

This dissertation contains three studies. Each asks how rules or language change the choices people and machines make when outcomes are uncertain. The first study, written with Kiran John, evaluates California’s 2020 cashless bail reform. We use propensity score matching on arrestee records from the windows before and after implementation, and we test whether the shift away from cash bail produced any effect on subsequent offending. It did not. Matched comparisons yield small, statistically insignificant differences across every window we examined. That null result cuts against both sides of the public argument. The reform did not drive a spike in …

Structural And Intersectional Factors In Full Retirement: Insights For Black Men, Waleed Sami

Adultspan Journal

This interview centers the full retirement experience of Anthony Crawford. This perspective highlights the complex interplay between social determinants, intersectional identity, the psychology of working, and social class/social mobility, as key factors in his lived experiences. The relationship between structural factors and interpersonal factors continues to be a growth edge in counseling, as counselors frequently report lack of knowledge or comfort in their relationship with counseling. This interview seeks to fill the gap and demonstrate a concrete way to develop clinical insights. The full interview is transcribed and provided, along with practical and research implications for counselors working with populations …

From Shock To Routine: The Evolving Impact Of Shutdown-Related Sentiment On Stock Markets, Yiran Shao

Honors Theses

To address gaps in existing research, this paper selects two U.S. government shutdown periods, 2018-2019 and 2025, as research samples to explore the effect of policy uncertainty on sentiment. This paper primarily analyzes the following two research questions.

First, what is the correlation between government shutdown-related sentiment during the shutdown period and daily market fluctuations? Specifically, can the sentiment index constructed from shutdown-related news effectively predict the next-day stock return during the event period?

Second, does the market have a learning effect? That is, between 2018-2019 and 2025, has the relationship between shutdown-related emotions and market outcomes weakened, shortened the …

Estimating Corporate Investment Efficiency With Bias Correction: A Semiparametric Panel Model Approach, Taining Wang, Zhao Wang, Feng Yao, Subal C. Kumbhakar

Economics Faculty Working Papers Series

Empirical studies often use the residuals from ordinary least squares regression models to represent certain discretionary or unexpected components and then regress these residuals on potential determinants. However, this two-step approach has been criticized for leading to biased estimates, invalid inferences, and unreliable empirical results. This paper shows that the shortcomings of the two-step approach and alternative existing methodologies are retained and even more pronounced when analyzing inefficient corporate investment. To address these shortcomings, we propose a novel semiparametric model tailored for investment efficiency analysis. Our model effectively mitigates estimation bias caused by inappropriate model design or misspecified model structure, …

The American Anomaly: Feasibility Of Universal Healthcare, William Bernstein

Student Research and Publications

No abstract provided.

Volatility Modeling With An Application To Risk Parity Portfolios, Kenneth Hou

CMC Senior Theses

This thesis studies volatility modeling in the context of risk parity portfolio construction. I compare three risk parity portfolios that differ only in their underlying volatility model: a historical covariance baseline, a Bayesian stochastic volatility model, and a GRU–GARCH hybrid neural network. Using daily returns on Kenneth French’s five industry portfolios from January 2016 through December 2025, I construct monthly rebalanced portfolios under each model, with the SV and GRU forecasts embedded in hybrid covariance matrices that combine forecasted volatilities with rolling historical correlations. The results document a divergence between forecast accuracy and portfolio performance: the SV model is the …

Rank Rebalancing In Commodity And Foreign Exchange Markets, Prateek D. Vyas

CMC Senior Theses

This thesis empirically tests the rank-rebalancing mechanism of Stochastic Portfolio Theory (SPT) across commodity futures, foreign exchange futures, and equity ETFs. The Reverse Price-Weighted strategy (RPW) assigns, to each asset, the market weight of the asset at the opposite price rank, and generates an annualized excess return of 2.90% over the price-weighted (MKT) commodity benchmark, during the period of November 1977 to October 2025 (HAC t = 2.058, p = 0.040). The differential Sharpe ratio (dSharpe) of 0.245 is confirmed by a stationary block bootstrap, with a 𝑝-value of 0.015, and factor regressions controlling for carry, momentum, and value yield …

Bitcoin And The American Conflict Over Money And Property, Jacob Smagula

CMC Senior Theses

I argue that Bitcoin is the latest expression of the recurring American conflict over who controls the terms of money and property, and that the political coalition formed around Bitcoin shares the same characteristics as earlier coalitions formed around this struggle. I review three historical cases that each produced a coalition opposing the existing monetary order: the Bank War of the 1830s, the Free Silver movement of the 1890s, and the populist backlash against the Federal Reserve during the 1979 Farm Crisis and the 2008 Great Recession. I find that Bitcoin’s architecture, which allows for self-custody, permissionless access, and an …

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 …

Demographics, Macroeconomy, Or Monetary Policy: What Drives Japan’S Short Run Economic Movements Since 1991?, James Ac Raymond Ii

CMC Senior Theses

This thesis examines how Japan’s post-1991 macroeconomy behaves by analyzing quarterly inflation, money growth, and equity returns, with a focus on whether demographic change, macroeconomic indicators, or monetary policy better explains short run movements. Using Newey West regressions, the results show that demographics exert almost no influence at short horizons, while major Bank of Japan policy regimes such as QQE, NIRP, and YCC strongly shape liquidity conditions and dominate both money growth and equity performance. The findings suggest that demographic change matters primarily as a long run force that creates a low-rate environment, while short run dynamics are driven almost …

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 …

Macroeconomic Resilience And Sentiment Dynamics In The Global Luxury Fashion Industry, Mehr Gupta

CMC Senior Theses

The global luxury fashion industry is often viewed as a sector where broad economic conditions intersect with individual spending behavior. Yet despite this common assumption, it remains unclear whether macroeconomic fluctuations meaningfully shape luxury firms’ financial performance. This thesis examines the relationship between four key macroeconomic indicators - consumer sentiment, disposable income, unemployment, and exchange rates - and firm-level quarterly revenue for twelve publicly listed luxury companies from the early 2000s through 2024. Firm financial data from S&P Capital IQ are matched with macroeconomic measures from the Federal Reserve (FRED), and the analysis employs a two-way fixed-effects framework with firm …

From Static Λ To Moving Penalties: Dynamic Regularization In Mean-Variance Portfolio Choice, Ariel Santiago

CMC Senior Theses

This thesis evaluates whether dynamically tuned weight penalties can improve high-dimensional mean-variance portfolio choice. Classical Markowitz portfolios perform poorly when the number of assets is large relative to the data, because small estimation errors in means and covariances can generate extreme, fragile allocations. A common remedy is to regularize the weights using L1 (lasso), L2 (ridge), or elastic-net penalties, but these are typically chosen once and held fixed. Using monthly excess returns on the 48 Fama-French industry portfolios from January 2010 to June 2025, this thesis compares penalized mean-variance and minimum-variance strategies under long-only and long-short constraints, with and without …

Esg And Misvaluation In U.S. Equity Markets, Rohaan Bhojwani

CMC Senior Theses

Existing research has produced conflicting conclusions on whether environmental, social, and governance (ESG) characteristics are efficiently priced in equity markets. While some studies argue that ESG performance improves firm value through lower risk and stronger fundamentals, others suggest that investor demand has inflated valuations in the past beyond intrinsic worth. This thesis examines whether ESG-driven valuation gaps represent justified pricing through firm fundamentals or systematic mispricing using Bartram and Grinblatt’s Agnostic Fundamental Analysis Framework (2018).

For this paper, I analyze the top 1000 U.S public firms by market value. I regress the market value on 19 accounting fundamentals for these …

Employment Preferences Of Favela Residents, Mayara Felix, Beatriz Marcoje, Ieda Matavelli, Maria Clara Rodrigues

Cowles Foundation Discussion Papers

We document employment preferences of workers at the margin of informality using open-ended questions and discrete choice experiments in Brazil’s largest favela complex. Stated preferences emphasize pay and tangible job benefits rather than meaning or purpose, while primary complaints center on poor management, customers, and inflexible schedules. Workers exhibit high valuations for all formal sector amenities on average—unemployment insurance, parental leave, and termination notice—as well as for learning opportunities, but lower for non-formal sector amenities such as shorter commutes. Valuations vary systematically by employment sector in ways consistent with sorting: formal workers value formal amenities most, the self-employed value them …

Three Essays On Urban Transportation, Daniel Amorim Souza Centuriao

Graduate Theses, Dissertations, and Problem Reports (ETD)

Urban environments are shaped by dynamic interactions between infrastructure development, policy interventions, and episodic demand shocks, all of which can generate unintended externalities in the form of motor vehicle collisions, injuries, and fatalities. This dissertation investigates the determinants of traffic safety in dense urban settings, with a particular focus on how different sources of urban activity affect collision risk and severity. Using New York City as a case study and leveraging high-resolution spatial and temporal data, I examine three distinct but interconnected mechanisms: construction activity, traffic safety policies, and large-scale events.

The first chapter analyzes the impact of urban development, …

A Practitioner’S Guide To Panel Data Quantile Regression, Antonio F. Galvao, Carlos Lamarche

Economics Faculty Publications

Quantile regression for panel data has become a common model of interest for econometricians and statisticians. The theoretical literature has addressed important questions, including identification, estimation, and statistical inference. Although recent advances have enabled practitioners to estimate flexible models under a wide range of assumptions, practical issues have not been fully addressed. In this paper, we offer a guide to empirical practice intended to help applied researchers navigate the challenges of estimation and inference for panel quantile models. We also present a series of practical recommendations and illustrations, emphasizing both “why” and the “how” to help researchers with the implementation …

Wedges: A Microeconomic Perspective On Misallocation, Lauren Falcao Bergquist, Danial Lashkari, Eric Verhoogen

Discussion Papers

This chapter takes stock of what has been learned from the recent micro-development literature about wedges—mechanisms generating dispersion in marginal revenue products of factors across firms, which are commonly interpreted as indicators of misallocation. We present a general theoretical framework that allows us to consider several different types of wedges simultaneously. We argue that it is important to distinguish between between technological wedges, which are present even in the efficient allocation that would be chosen by the social planner, and distortionary wedges, which are present in market equilibrium but not the social planner's allocation. Not all wedges, as we have …

International Cocoa Trading Arrangements Between Industrialised And Developing Countries 1951–1999: A Structural Gravity Analysis, John Brown, Xenia Matschke, Juan René Rojas Rodríguez

Economics

Using a state-of-the-art structural gravity model, we investigate the impact of various (post-)colonial cocoa trading arrangements on the cocoa trade between developing cocoa producer countries and rich industrial cocoa consumer nations in the time period 1951–1999. We find that in particular the trading arrangements of the European (Economic) Community (EEC/EC), such as the Association, Yaoundé and Lomé Agreements, as well as the UNCTAD International Cocoa Agreement, had a measurable positive impact on cocoa trade flows, in contrast to the British Commonwealth partnership or the GATT Generalised System of Preferences. In particular, the Yaoundé Agreement not only increased the trade between …

Unlocking Organizational Support Through Psychological Empowerment: Identification And Test Of Transformational Leadership As A Catalyst Of Perceived Organizational Support, Ryan L. Klinger, Nathapon Siangchokyoo, Tipat Sottiwan

Management Faculty Publications

Organizational support theory (OST) explains how employees develop and respond to beliefs about their organization, with perceived organizational support (POS) representing a central construct within this framework. Integrating psychological empowerment theory, we examine an intrinsic motivational pathway through which POS relates to employee in-role performance and identify transformational leadership as a contextual catalyst that may strengthen this process. We test a multilevel moderated mediation model using multisource and multi-time data from 217 employees and 41 supervisors. Results indicate that POS is positively related to in-role performance through the psychological empowerment dimensions of competence and self-determination. Moreover, transformational leadership strengthens the …

Human Capital And Development, Philippe Aghion, Ingvild Almås, Costas Meghir

Discussion Papers

Human capital is central to efforts to promote growth, convergence, and the elimination of poverty. Drawing on the seminal macroeconomic frameworks by Nelson-Phelps, Lucas and subsequent developments, alongside macro and microeconomic evidence, we examine the role of human capital in driving innovation and growth. We highlight how different types of human capital, characterized by education level, matter in different stages of development. Despite documented increases in years of schooling, the world’s poorest regions still see stagnating outcomes in learning and education quality, potentially creating poverty traps where investments in neither physical nor human capital materialize. We discuss obstacles to human …

Multivariate Quantile Autoregression-Mixed Data Sampling (Mvqar-Midas) Modeling Of Cost Of Living And Supply Chain Dynamics In Canada., Patrick Gbolonyo

Theses and Dissertations (Comprehensive)

In recent years, the rising cost of living as a result of persistent inflationary pressures, disruptions in the global supply chains, and changes in the macroeconomic landscape has become a critical topic of discussion. To address this, we move beyond a mean-based framework and employ a quantile regression approach. This allows the persistence of each series and the transmis- sion of shocks between the Consumer Price Index (CPI) (the total CPI which is a percentage change over the past 12 months), the Interest Rate (IR)(the target for the overnight rate), the New Housing Price Index (NHPI), and high-frequency supply chain …

Interpreting Legal Standards Of Proof: An Experimental Study Of Probabilistic Decision-Making, Hayley Leopold

Honors Theses

Legal standards of proof play a central role in structuring decision-making under uncertainty, yet they are typically communicated using qualitative language rather than precise probabilities. This raises an important question: how do individuals interpret and apply these standards when making decisions based on probabilistic evidence? This study examines whether individuals apply legal standards of proof in a manner consistent with their commonly associated probabilistic thresholds, and whether quantification and incentives improve alignment with normative decision-making.

To address these questions, I conducted a controlled behavioral experiment in which participants made legal-style decisions under uncertainty. Participants were assigned roles in a simplified …

Education And The Maternal Childcare Gap: Evidence From The Uk Covid-19 Pandemic, Lara Bakhaya

Honors Theses

This paper examines whether college education shapes working mothers’ access to remote work, flexible working, and childcare hours in the United Kingdom, and whether COVID-19 school closures amplified these inequalities. Using data from the UK Time Use Survey (2016–2021), a repeated cross-sectional diary dataset spanning the pre-pandemic period and five COVID-19 waves, this paper estimates weighted logistic and ordinary least squares regressions on a sample of married or cohabiting, employed mothers. School closures serve as a natural experiment, providing an exogenous shock to caregiving demands that affected all mothers simultaneously regardless of education level. College education significantly predicted working from …

Spillover Effects Of Medicare Advantage On Fee-For-Service Post-Acute Care Spending, Nyel Bangash

Honors Theses

Does the growth of Medicare Advantage reduce fee-for-service post-acute care spending through practice-pattern spillovers, or do observed spending differences primarily reflect favorable selection? Using a county-level panel of roughly 2,700 counties (2014–2023) and a two-way fixed effects specification, I find that a one percentage-point increase in MA penetration is associated with $9.54 less per-capita standardized FFS spending. Spending per episode falls while participation rates remain stable, consistent with practice-pattern spillovers rather than compositional changes from selection. Welfare indicators from County Health Rankings, CDC PLACES, and CMS Care Compare show no evidence that spending reductions harm health or care quality. The …

The Market Signal Of Climate Risk: Examining Disaster-Linked Insurance Costs And Home Values, Anika Donohue

Honors Theses

As natural disasters increase in frequency, the resulting rise in insurance premiums threatens a systemic housing affordability crisis across the United States. Leveraging a unique private insurance market dataset, this paper investigates the capitalization of rising premiums into home values and the resulting impact on housing affordability and underinsurance levels. Focusing on the impacts of Hurricane Florence (2018) in North Carolina, I employ a Difference-in-Differences framework to separately analyze the impacts of storm severity on property values and insurance premiums. I find that while property values decrease in proportion to storm severity, functioning as a primary risk signal, insurance premiums …

From Sentiment And Risk To Trade: A Country-Level Study On Geopolitical Trade Effects, Seung Heo

Publications and Research

Can geopolitical risk reshape international trade? I construct directed, monthly measures of bilateral geopolitical risk and its associated sentiment from approximately 5.1 million news articles in the GDELT Event Database, and estimate their effect on trade among eight Asia-Pacific economies at the HS2 product level over 2015--2025, using Poisson pseudo-maximum-likelihood gravity local projections with high-dimensional fixed effects. Pooled across countries, rising risk produces an immediate expansion of trade led by verbal threats and by news tone orthogonal to event content, rather than by material acts, indicating that how a conflict is reported can move trade before the conflict materializes. A …

The Effect Of Minimum Wage On Household Debts And Delinquencies, Payton G. Rader

Williams Honors College, Honors Research Projects

This paper examines how increases in binding minimum wages affect various types of household debts and delinquency rates. Within this paper, household debt is defined as the combined sum of auto loans, credit card debt, mortgage debt, and student loan debt. The goal of the analysis is to conclude whether minimum wage increases are contributing to America’s growing debt crisis. The answer to this question likely relies on whether or not minimum wage increases cause unemployment. This is because unemployment can contribute significantly to debt levels when unemployed people rely on credit for day-to-day transactions or payments. Traditional economic theory …

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 …

C.A.S. Full Assessment Report: State Of Florida Government Portal, Delante Clark

Graduate Scholarship and Creative Works

The purpose of this assessment is to evaluate the cognitive overhead, transparency, and attentional integrity of

official State of Florida digital interfaces using the Cognitive Attentional Standards (C.A.S.) platform.

While the Florida Digital Bill of Rights (FDBR) establishes strict regulatory guardrails for consumer data

transparency, tracking opt-outs, and attentional safeguards, the State of Florida explicitly exempts its own

government agencies, public universities, and non-profit entities from complying with these rules.

This assessment serves to investigate the tension between legislative intent and government execution. By

analyzing public sector websites through the C.A.S. platform, this project will establish a “state-enforced vs.

state-executed” …