Economics Commons^™

Medical And Recreational Cannabis In Colorado: Evidence From County-Level Sales And Medical Cards, Ethan Sattley

CMC Senior Theses

This thesis examines how Colorado’s cannabis market transitioned after recreational legalization by analyzing county-level medical card registrations and the medical share of cannabis sales from 2010–2020. Using an event-study design, I find that medical participation remained stable for several years after recreational sales began in 2014, but then declined sharply, by roughly 50–60 cards per 10,000 residents, about ten quarters after legalization. Using annual sales data, I show that the medical share of total cannabis revenue collapsed much more quickly, falling by more than half between 2014 and 2015 and converging near zero in most counties by the late 2010s. …

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 …

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 …

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 …

Factors Correlated With State-Level Variation In Grocery Consumption Changes During The Covid-19 Pandemic, Sun Young Byun

CMC Senior Theses

In this paper, I employ a two-part empirical strategy to explore the effects of the COVID-19 pandemic on grocery consumption across U.S. states. First, I use the United States Department of Agriculture's Weekly Retail Food Sales data from 2018-2023 to estimate a time-series panel model. I use the results to test three hypotheses regarding state-level variation in consumption changes and impacts in the initial pandemic period, the remaining pandemic period, and the post-pandemic period. Second, I use the estimated state-level effects as dependent variables in cross-sectional regressions to test three hypotheses linking variation in state-level consumption patterns to economic, demographic, …

The Lipstick Effect Across Economic Crises: An Empirical Study Of Cosmetics And Luxury Spending From 2004 – 2023, Richard M. Sweeney Iii

CMC Senior Theses

This paper examines whether consumers shift toward lower-cost beauty products during periods of economic uncertainty and whether this behavior moves with financial market volatility. Using household-level microdata and aggregate monthly expenditure data from the Bureau of Labor Statistics’ Consumer Expenditure Surveys (2004–2023), the study evaluates how cosmetics spending changes relative to jewelry across two major economic crises: the Global Financial Crisis and the COVID-19 pandemic. Across both datasets, cosmetics consistently become a larger share of discretionary spending when economic conditions deteriorate, supporting the presence of a lipstick-effect pattern. At the macro level, cosmetics spending is generally inversely related to market …

The Tcja And Shareholder Payouts, Carson T. Bloom

CMC Senior Theses

Abstract

The Tax Cuts and Jobs Act (TCJA) provided corporations an estimated $233 billion in tax savings, yet relatively little is known about how firms allocated this cash windfall. This study examines whether growth and mature firms differed in whether they used these tax savings to distribute dividends and repurchase shares. Using panel data on publicly traded North American firms from 2016–2019, I classify firms as either growth or mature based on their cash-flow patterns and estimate the effects of the TCJA on their behavior using a difference-in-differences design.

The results indicate that mature firms increased shareholder payouts significantly more …

Maternity Leave And Women’S Leadership In A Changing Work Environment: Global Evidence, Josefine Byström

CMC Senior Theses

Family leave policies play a central role in shaping women’s participation and advancement in the labor market. This study investigates whether the relationship between maternity leave duration and women’s labor outcomes has changed before and after the COVID-19 pandemic. Using a cross-country panel spanning multiple years with fixed effects, this study examines two related outcomes: women’s labor force participation and representation in leadership. Prior to 2011, maternity leave duration displayed opposite non-linear patterns across these outcomes: an inverted U-shape for labor force participation, peaking at moderate leave lengths, and a U-shape for women’s leadership, which improved only at longer durations …

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 …

Three Essays In Labor Economics, Yoritsugu Shimazu

Electronic Theses & Dissertations (2024 - present)

The first chapter decomposes aggregate productivity growth into a pure-technology contribution and an allocative-efficiency contribution for Japan and the United States, applying a single estimation methodology symmetrically to comparable firm-level panels. Production functions are estimated by the Gandhi, Navarro, and Rivers (2020) gross-output procedure under monopolistic competition (GNR-MC), which recovers firm-level price markups and wage markdowns, and these enter the Baqaee–Farhi (2020) decomposition through the closed form of Aoki et al. (2024). Both panels are drawn from Compustat with identical pre-processing and estimation, and we close the markup-level identification gap that GNR leave open with a normalization anchored on the …

The Economics Of The U.S. Student Loan Market And The Case For The Education Development Financial Institution, Ian Akers

CMC Senior Theses

The United States student loan market is shaped by a variety of market failures–credit constraints, positive externalities, behavioral frictions including myopia, debt aversion, and misperception–that together justify government intervention in the market. Yet the design of federal intervention is just as important as its existence. This thesis details the economic theory underpinning the market for student loans, evaluates three historical federal student loan programs (the Perkins Loan Program, the Federal Family Education Loan Program, and the Federal Direct Loan Program) through the lens of that theory. The thesis then proposes a novel institutional model as a targeted response to the …

Algorithmic Trading In Idiosyncratic-Payoff Markets: A Multi-Agent System For On-Chain Prediction Contracts, Saif Aldeen A.K. Agha

CMC Senior Theses

This thesis documents the design, deployment, and forward-test evaluation of an evolutionary multi-agent algorithmic trading system on Polymarket, the largest decentralized prediction market. The system pairs a locally-hosted 72-billion-parameter language model with a gradient-boosted statistical filter and an evolutionary selection mechanism that maintains a population of approximately 500 autonomous trading agents. Each agent generates a probability estimate for an event, compares it to the prevailing market price, and trades the resulting disagreement.

The central empirical exercise estimates a panel regression of trade-level profit on the absolute disagreement between the agent's probability estimate and the market price, controlling for agent identity, …

Decomposing Carbon Intensity In U.S. Imports: Trade Composition Vs. Technological Change From 2000-2019, Alyssa K. Wong

CMC Senior Theses

This paper examines whether the increasing share of U.S. manufactured imports from China between 2000 and 2019 affected the carbon intensity of U.S. consumption. Bilateral trade data from BACI are combined with emissions data from the OECD Inter-Country Input-Output framework to construct a measure of carbon intensity defined as emissions embodied per dollar of imports at a country level. Changes over time are decomposed into composition effects, driven by shifts in import shares, and technique effects, driven by changes in emissions intensity within exporting countries. Carbon intensity declines substantially over the period. While increased imports from China would have raised …

Authoritarian Development & Political Economy Of East Asia: The Making Of South Korea’S Developmental Regime, Christopher J. Chung

CMC Senior Theses

This thesis investigates the historical evolution of South Korea's developmental trajectory during the Park Chung-hee era (1961-1979), a period that left an indelible mark on the country's political economy and industrial landscape. Rather than treating Park's regime as its own starting point, this thesis situates it within a longer historical arc beginning with Japanese colonial rule and continuing through Syngman Rhee's aid-dependent republic, arguing that Korea's developmental success was neither institutionally inevitable nor externally engineered, but the product of a historically specific and ideologically driven state-building project. Four primary questions guide this research: what historical conditions shaped the institutional landscape …

Ceo Linguistic Stress And Abnormal Stock Returns Evidence From S&P 500 Earnings Conference Calls, Yiqi Sun

CMC Senior Theses

Stress is pervasive among corporate executives, yet its effect on firms' future abnormal return remains largely unexplored. This paper examines whether CEO's Linguistic stress exhibited during earnings conference calls predicts future abnormal stock returns. I provided a Large Language Model (Claude Sonnet 4.6) psychology-backed prompts to analyze CEO stress from linguistic patterns in 7491 earnings call transcripts from 470 companies in the S&P 500 during 2020-2024. I found three main results. First, the CEO linguistic stress is negatively and significantly associated with the immediate market reaction, with a one-unit increase in stress score associated with a 0.9% decrease in the …

Does Immigration Enforcement Induce Legalization? Replicating And Extending The H-2b Evidence To Agricultural Guest Workers, Katherine E. Schwab

CMC Senior Theses

This thesis examines whether intensified interior immigration enforcement leads employers to increase demand for legal temporary foreign workers through the H-2 guest-worker programs. Using updated administrative data from the Office of Foreign Labor Certification, I first replicate the core findings of Amuedo-Dorantes, Arenas-Arroyo, and Schmidpeter (2021), who find that county-level enforcement significantly raises employer demand for H-2B non-agricultural workers, then apply the same empirical framework to H-2A, the agricultural equivalent.

My replication results are directionally consistent with the original study – the enforcement coefficient on H-2B demand is positive across specifications – though weaker in significance, reflecting routine vintage differences …

The Jamaica That Dreams: A Normative Application Of Developmental Theory, Tamoy Pitt

CMC Senior Theses

This thesis examines Jamaica’s persistent underdevelopment through Martha Nussbaum's normative application of the capabilities approach as per her conception in Creating Capabilities. Through this approach, the paper will argue that Jamaica’s underdevelopment is a result of the failure of its domestic institutions to provide all citizens with the substantive freedoms and capabilities necessary to live lives of dignity. Originally detailed by Amartya Sen in his book Development as Freedom, the capabilities approach posits freedom as both the means and ends to development while rejecting contemporary approaches to development such as GDP, Utilitarianism, or Rawlsian resource-based approaches as insufficient frameworks for …

Too Much Of A Good Thing? Generic Entry, Drug Prices, And The Innovation Tradeoff, Kiara Jacob

CMC Senior Theses

This paper examines how the number of generic competitors affects generic drug prices and whether generic markets exhibit a competition threshold beyond which additional entry produces little further price reduction. Using monthly NADAC price data and FDA Orange Book manufacturer records, I construct a molecule-month panel of 17 molecules across four therapeutic classes from 2013 to 2023, restricted to generic price observations. Fixed-effects regressions show that generic competition is associated with substantial price declines: each additional generic manufacturer is associated with a 7.2 log-point reduction in average acquisition price. The main threshold specification shows that prices are approximately 49 percent …

Diplomatic Gaps And Global Finance: How U.S. Ambassadorial Vacancies Affect Bilateral Portfolio Investment Positions, Tianning Qin

CMC Senior Theses

This paper examines how the absence of U.S. ambassadors impacts bilateral portfolio investment positions held by investors in the United States and counterpart countries. The panel dataset spans 2001 to 2019, covering 56 counterpart countries in terms of portfolio investment positions held by foreign investors in U.S. securities and 102 counterpart countries in terms of portfolio investment positions held by U.S. investors in foreign countries. Using the instrumental variable approach, the results show that a prolonged vacancy lasting at least three months in a year causes sizable and significant reductions in portfolio investments held by foreign investors in U.S. securities. …

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 …

Converging, But Not Together: Regional Growth After Eu Enlargement, Armine Kardashyan

CMC Senior Theses

This paper studies whether poorer regions in Central and Eastern Europe have caught up to richer ones since EU enlargement, and whether any observed catch-up reflects absolute convergence or convergence conditional on regional fundamentals. Using annual NUTS-3 data for eleven Central and Eastern European member states from 2000 to 2023, I estimate rolling ten-year convergence regressions within a steady-state framework in which regional GDP per capita depends on investment, human capital, and within-window exposure to EU membership.

The results show strong evidence of conditional convergence during the early and middle phases of enlargement. Regions that begin a window above their …

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 …

The Zoom Town Effect Of Remote Work On Rural Housing Markets, Luc R. Fabing

CMC Senior Theses

I study the impact of remote work on rural housing markets, highlighting the moderating role of outdoor recreation amenities. Using panel data from the American Community Survey and Zillow (2010–2024), I employ a Two-Way Fixed Effects model and a shift-share instrumental variable strategy to estimate the effect of work-from-home (WFH) rates on home prices. I find that higher WFH rates are strongly associated with higher home prices in high-recreation counties, but that the association is weak or negative in counties lacking significant recreation amenities. These findings point to amenity migration as a key mechanism through which remote work impacts rural …

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 …

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 …

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’ …

Trading Volume And Forecast Accuracy In Kalshi Prediction Markets, Nicholas Smole

CMC Senior Theses

This thesis examines the accuracy of Kalshi prediction markets and how different measures of trading volume shape their calibration and predictive power. Expanding upon previous models, use nonparametric calibration curves, pseudo-likelihood regressions, and Brier-score regressions on a large panel of Kalshi contracts to compare the effects of ex-post total volume and cumulative trading volume on market accuracy. Markets are typically well-calibrated near expiration; however, at longer horizons, low-volume markets exhibit substantially more miscalibration. Holding time to expiration fixed, greater cumulative volume is associated with higher accuracy. In comparison, higher ex-post total volume is associated with lower accuracy, highlighting the importance …

Teaching A New Dog Old Tricks: How Buy Now Pay Later Responds To Consumer Financial Strength, Ryunosuke Nakase

CMC Senior Theses

This thesis aims to answer three questions. 1) How does BNPL usage in the US respond to macroeconomic conditions reflective of consumer strength? 2) Does BNPL debt migrate toward credit cards during months following high BNPL spend? 3) How does BNPL respond to macroeconomic conditions at the firm level? I constructed a 4 year monthly and quarterly time series dataset spanning from 2021 to 2025. I utilize time series OLS regressions to examine the short-term behavior of BNPL volume monthly at the aggregate level and quarterly at the firm level. At the aggregate level, BNPL volume in the US is …