Economics Commons^™

You Lose, You Lag: Evidence From 2020 And 2024 On U.S. Partisan Bias, Presidential Election Defeat, And Perceived Future Real Income, Brandon O. Felix

CMC Senior Theses

Recent presidential elections, in particular the two most recent ones, have revealed striking partisan divides, not only in political attitudes but also in household economic expectations. This study investigates how partisan electoral loss shapes perceived changes in real income across income groups, using data from the University of Michigan Survey of Consumers surrounding the 2020 and 2024 U.S. presidential elections. I employ ordered logistic regression models for the baseline models and generalized ordered logistic regression models for those models with pertinent demographic controls in order to analyze the probability of respondents expecting real income losses, stability, or gains, respectively. Generating …

Crowding-In Between Public And Private Investment In Developing Countries, Wally Bargeron

CMC Senior Theses

The tendency for public investment to crowd-in or crowd-out private investment is the subject of controversy in economic literature. This paper studies the relationship between public and private investment in fixed capital from 1970 to 2019 in 68 developing countries across Africa, Asia, Eastern Europe and Latin America. I find evidence for a crowding-in relationship between public and private investment overall. The crowding-in effect is larger in countries with high scores for measures of good governance, including a score that measures legal framework for businesses and a score that measures corruption.

Heat And Hardship: Energy Price Increases And Heatstroke Risks In Japan During The Global Energy Crisis, Kenshin Ueoka

CMC Senior Theses

Given the global rise in surface temperatures due to climate change, it is important to understand the interactions governing economic and behavioral responses to household heat adaptation. This study investigated the relationship between energy prices and heatstroke risks in Japan. The analysis revealed that the increase in energy prices during the 2021 global energy crisis was associated with an unexpected decrease in home heatstroke emergency room visits. This result is consistent with the Peltzman effect and moral hazard problem, as reduced economic access to air conditioning may have increased risk perception, heightening heatstroke prevention measures. The ambiguity of this result …

When Consumers See It Coming: How Anticipation Affects The Domestic Cost Of Tariffs, Pierce D. Sanderson

CMC Senior Theses

Tariffs implemented by President Trump in 2018 were unexpected and significant, incurring large costs to U.S. consumers. This study examines the effect of tariff anticipation on price, quantity, and value effect on imports in the United States. Specifically, it focuses on tariffs implemented during Obama’s second term in office from 2012 to 2016 on the automotive, technology, and manufacturing industries. The findings present a significant divergence from the literature on the effects of 2018 tariffs, finding a near full pass-through of tariffs to foreign exporter prices rather than U.S. consumers. Specifically, a one percent increase in tariffs resulted in a …

The Impact Of Job Loss On Health-Related Outcomes During The Covid-19 Pandemic, Kelly Prawira

CMC Senior Theses

In this paper, I explore the effects of job loss during the COVID-19 pandemic on self-reported general and mental health conditions and health insurance coverage. Using Medical Expenditure Panel Survey data from 2018-2022, I evaluate the effects of job loss on these health-related outcomes by conducting a year-over-year analysis. I also examine changes in job loss effects during the pandemic by performing a difference-in-differences analysis. Overall, I find that job loss is associated with a higher likelihood of having fair or poor general and mental health, a higher likelihood to have Medicaid/SCHIP, and a lower likelihood to have private insurance. …

Skilled Immigrant Labor And Ai Innovation: A Longitudinal Panel Analysis Of H-1b Sponsorship Effects On Ai Patenting, Xinyue Zhang

CMC Senior Theses

This thesis examines how firm-level access to high-skilled immigrant labor, measured through H-1B visa petitions and approvals, affects innovation in artificial intelligence (AI). Using a panel dataset linking firm-year H-1B filings from the U.S. Citizenship and Immigration Services (USCIS) Employer Data Hub to AI patent records from the United States Patent and Trademark Office (USPTO) between 2009 and 2019, the analysis estimates fixed effects regressions predicting AI patenting activity. The results show that H-1B approvals are positively and significantly associated with future AI patent counts, while petitions alone are not. Alternative specifications using inverse hyperbolic sine transformations and changes in …

The Uncertain Promise Of Foreign Bank Entry: Institutional Quality Effects On The Foreign Bank–Financial Inclusion Nexus, Jason Dedman

CMC Senior Theses

Despite the precipitous rise in foreign bank presence due to ever increasing financial globalization, the literature on the nexus between foreign banks and financial inclusion remains critically underdeveloped. This paper revisits the relationship between foreign bank presence and financial inclusion in emerging and developing economies (EMDEs), extending the methodology of Gopalan and Rajan (2018) by integrating updated ownership data from Panizza (2024) and introducing institutional quality as a moderating variable. Employing both fixed effects and system generalized method of moments on a panel dataset of 128 EMDEs, this study finds that foreign bank presence has a far more ambiguous effect …

Batteries For Grid Stability: The Impact Of Utility-Scale Battery Installation On Electricity Price Volatility In California, Hannah Vestring

CMC Senior Theses

As renewable energy penetration increases, driven largely by solar, electricity prices have become increasingly volatile due to the intermittency of supply, increasing the need for price stabilizing interventions. This study examines the impact of cumulative additions of utility-scale battery energy storage systems (BESS) capacity on real-time market (RTM) electricity price volatility within the California Independent System Operator (CAISO) between 2020 and 2024, taking a long-term, system-wide perspective on storage deployment. Using an Ordinary Least Squares (OLS) regression framework, the analysis finds that cumulative BESS capacity is significantly associated with reduced price volatility in the benchmark model, with results remaining robust …

Beyond The Bank Account: Financial Inclusion And Maharashtra's Microenterprises, Kyra F. Variyava

CMC Senior Theses

Financial inclusion has evolved from mere bank account ownership to a broader imperative that encourages the active and consistent use of financial services to cultivate practices of savings and better financial management. Focusing on the underserved communities of Maharashtra’s microenterprise sector, this thesis evaluates the effectiveness of four central financial inclusion schemes: Pradhan Mantri MUDRA Yojana, Credit Guarantee Fund Trust for Micro and Small Enterprises, Stand-Up India, and Pradhan Mantri Street Vendor’s AtmaNirbhar Nidhi. This thesis develops a four-dimensional evaluative framework, assessing each scheme’s performance in accessibility, awareness and financial literacy efforts, adoption of digital services, and accountability and oversight …

Climate Change And Ski Resort Ownership Consolidation, Gabriel Yang

CMC Senior Theses

Based on a collected dataset of ski resort ownership records and localized climate data spanning 1920-2020, I analyze how environmental volatility affects firm-level outcomes. Using multinomial logit regression models, I examine whether changes in snowfall, precipitation, and temperature are associated with higher probabilities of acquisition, particularly by large conglomerates. Preliminary results suggest that climate volatility, specifically around minimum and maximum temperature, is becoming increasingly important in affecting ownership transfers. Resorts with higher volatility in warm-day temperatures are less likely to be acquired by both conglomerates and non-conglomerates, while cold volatility has become less important over time as snowmaking capabilities are …

The Counter-Cyclicality Of Earnings Management: Evidence Through 2024, William J. Hall

CMC Senior Theses

This thesis examines the relationship between macroeconomic conditions and earnings management, extending the analysis of Hillegeist and Lin (2019) using updated data through 2024. Based on 16,635 firm-quarter observations, my study affirms the results found in prior literature and confirms that there is a negative association between the change in GDP and the direction of firms’ earnings management behavior, indicating that earnings management is counter-cyclical. My study also finds that firms manage earnings asymmetrically based on the current macroeconomic state, with firms managing earnings more in economic downturns and less in expansions. My findings suggest that despite major macroeconomic and …

Optimizing Bitcoin Allocation: Predictability Of Bitcoin Portfolio Weights Through Macroeconomic Variables, Kirby Baynes

CMC Senior Theses

This thesis examines whether Bitcoin is a beneficial asset in a diversified, mean-variance optimized portfolio and whether its portfolio weights can be reliably predicted using macroeconomic variables. Using data from December 2013 to February 2025, the analysis applies rolling-window portfolio optimization and OLS regressions with Newey-West standard errors to test the relationship between Bitcoin allocations and a set of macroeconomic indicators. Results show that Bitcoin receives non-zero weights across portfolios and that its optimal allocation is sensitive to variables such as changes in the Credit Spread and Yield Curve. These variables were statistically significant in several models and produced meaningful …

Clutch Or Comfortable? How Franchise Tags Influence Qb Performance In The Nfl, Justin Edwards

CMC Senior Theses

Abstract

The National Football League (NFL) has a type of contract known as the Franchise Tag. The Franchise Tag is a one-year contractual extension often used when a player and a team cannot come to terms regarding the details of a contract extension. Usually, the player expects to be paid more than the organization can afford that year due to restrictions imposed by the salary cap. Because of this, Franchise-Tagged players tend to have a greater incentive to perform well in hopes of being signed into a long-term contract. My findings show that the incentive of future earnings and job …

More Than A Feeling: Exploring The Drivers Of Music Catalog Values, Emily Nutting

CMC Senior Theses

This paper examines which characteristics of songs affect transaction price in the sale of artist’s music catalogs. My analysis tests many variables, including the number of years between the song’s release its catalog’s sale (age); the natural log of the number of Spotify streams the song has (popularity); the genre of the song; themes in the song, such as dating, violence, romance, obscenity, sadness, and feelings; and elements of the song like danceability, energy, loudness, instrumentalness (the prevalence of instrumentals relative to vocals in a song), and acousticness (the measure of sound made using instruments as opposed to electronic means). …

How Do Pay Transparency Laws Impact The Gender Pay Gap In The United States?, Kendall Chapko

CMC Senior Theses

After much progress during the late 1900s, the gender pay gap has hardly closed in the last two decades. As policy makers look for new solutions, many governing bodies have turned to pay transparency laws, which make employee salaries transparent to employees. There have been several international studies on this topic, and almost all found that these laws are very effective in decreasing the pay gap. This research is extremely important, as it suggests that these policies push us further towards equality, and makes gender based discrimination less common in the workplace. In my study, I conduct a difference in …

The Effects Of Spending-Focused Fiscal Policy On Italian Output And Stock Market Performance, Filippo Salvatico

CMC Senior Theses

This paper studies the effects of Italy’s expenditure-focused fiscal policy on (1) economic output, measured with real GDP growth, and (2) stock market performance, measured with FTSE MIB period returns, using ordinary least squares and generalized autoregressive conditional heteroskedasticity models. To the first end, a quarterly (time series) data base of fiscal indicators—Budget Balance, Government Debt, and Government Expenditure—as well as other macroeconomic series is constructed to test their effects on output. To the second end, a monthly (time series) data base of the same indicators, as well as period returns for seven other benchmark stock exchanges across Europe, is …

The Efficacy Of Insider Trading Regulation: An Analysis Of The 1942 Introduction Of Sec Rule 10b-5, Kamila Melikova, Eric Hughson

CMC Senior Theses

Existing research has thoroughly examined the impact of insider trading regulations, finding mixed results regarding the effectiveness of new law introductions. Although this topic has received considerable attention, there is still a notable lack of research on the first regulation of insider trading: the 1942 introduction of Section 10(b), an amendment to the Securities Exchange Act of 1934. This paper uses a newly compiled dataset of earnings announcements from large public companies between 1937 and 1946, combined with event study methodology, to investigate the effectiveness of the very first ban on insider trading. Through the application of t-tests and regression …

Analyzing The Effects Of 2018 Bank Reclassifications On Individual Balance Sheet Compositions, Hiyab Abraha

CMC Senior Theses

The March 2023 collapse of Silicon Valley Bank (SVB) marked the second largest bank failure in United States history and the largest bank failure since the 2008 Global Financial Crisis (GFC). This paper analyzes the mechanisms underlying SVB’s downfall and explores the specific systemic vulnerabilities that March 2023 revealed. To study the impact of systemic risk reclassification on individual bank balance sheets, I construct a quarterly panel dataset of the largest US chartered banks and track their regulatory classification and financial reports from 2009 to 2023. The 2018 Economic Growth, Regulatory Relief, and Consumer Protection Act (EGRRCPA) changed the Federal …

Do Inclusionary Zoning Ordinances Restrict Housing Supply: An Instrumental Variable Approach Using Evidence From California, Liam James

CMC Senior Theses

Do inclusionary zoning (IZ) ordinances restrict the supply of housing, putting undue upward pressure on prices? Using an improved version of the California Coalition of Rural Housing database, we use OLS and 2SLS methods to estimate the effect of IZ policies on supply. In demonstrating the endogeneity of OLS, we address this concern through the use of differences in two-party voter registration as an instrument for the presence of an inclusionary zoning ordinance. We find no evidence consistent with a clear restrictive effect of these policies.

Happy Teams: Utilizing Remote Data Entry Work To Understand The Relationship Between Team Gender Composition, Team Performance, And Worker Satisfaction, Laura Zimmer

CMC Senior Theses

The following study contributes to existing scholarship surrounding the relationship between gender and teamwork. My experiment aims to build on how gender impacts team members' success, emotions, and overall experience by randomly pairing individuals in two-person remote teams, to complete data entry tasks together. Teams work together remotely to complete tasks rating Chicago roads. Pre and post-teamwork surveys were completed by individuals surrounding their emotions and experience working with their partner. My results demonstrate that single-gender female teams report the highest increases in happiness while working in teams. Individuals were found to rate partners of their same gender more highly …

Shifting Landscapes: The Effects Of Gentrification On Homelessness In Los Angeles County, Hannah Huining Deng

CMC Senior Theses

Gentrification, characterized by the influx of young professionals into low-income neighborhoods, is reshaping communities across the US. This study investigates how gentrification impacts homelessness rates through the mechanisms of median housing values and educational attainment. Using a longitudinal design, data was gathered on census tracts and service planning areas located within Los Angeles County spanning 7 years (2011, 2013, and 2015 to 2019). Census tract data was categorized into gentrifiable and nongentrifiable subgroups to establish a more discernible cause-and-effect relationship. As hypothesized, the study results show that gentrification is associated with increased rates of homelessness through increased bachelor’s degree attainment. …

A Dollar A Day Keeps Inflationary Crisis Away: An Evaluation Of Proposed Dollarization In Argentina, Dante Mcdermott

CMC Senior Theses

This thesis analyzes the history and policy variations of dollarization to gain understanding that can be used to evaluate the proposal of dollarization in Argentina. After analyzing the monetary policy histories of Ecuador, El Salvador, Liberia, Panama, and Zimbabwe, I put the main takeaways into the context of Argentina’s monetary history and current economic situation. I find that the adoption of foreign currencies in an economy provides short-term relief from inflationary crises, but that long-term economic benefits are vulnerable to attacks by populist leaders and their high spending governments. In order to maximize the long-term benefits of dollarization, the policy …

Nfl Positional Value In Terms Of Salary Cap Spending: Why Are Running Backs Undervalued?, Charlton Jackson

CMC Senior Theses

Running Backs over the past two decades have seen a contract value devaluation relative to other positions and the league's salary cap spending limit. The growth of running back salaries has stagnated in the past decade, and they currently fail to keep pace with the contracts for other positions. Through our empirical research, we were able to either reject or better explain existing reasoning for recent running back devaluation, such as the increase in passing volume, durability concerns, and running backs by committee. We found that the most significant change in the past 30 years of the NFL, since the …

Electric Vehicles: Exploring The Granularity In California Zip Codes, Hans Melvern Kasim

CMC Senior Theses

This paper studies a number of factors that affect electric vehicle (EV) sales in California. In comparison to previous papers, this paper examines EV sales at a higher granularity by using zip code level data. My model utilizes a panel fixed effect to examine factors like income, energy prices, commute time, number of chargers and tax rebates. The results show that the number of chargers (specifically DC fast), commute time, and tax rebates have the greatest statistically significant effects on EV sales in California. Furthermore, I utilize an empirical specification - a conditional logit model accounting for zip code fixed …

Divided By Design? Urban Renewal’S Differential Impacts On Economic Outcomes By Race, Derik Suria

CMC Senior Theses

I study city-level effects of the federally and state-sponsored urban renewal program that aimed to improve living conditions for residents in blighted areas and slums. I use an interdisciplinary approach to estimate urban renewal effects on measures of income, property value, poverty, and employment. I first replicate the methodology and estimates of urban renewal effects on city outcomes in 1980 from Slum Clearance and Urban Renewal in the United States (Collins and Shester 2013). I extend this research by looking at a longer time horizon (1990, 2000, 2010) and incorporating race-based outcomes. From 1980 to 2010, estimated effects on property …

Mental Imagery Contributes To Loss Aversion By Amplifying Negative Emotions, Daniel Kroshchuk

CMC Senior Theses

Defined as the experience of sensory information without the presence of external stimuli, mental imagery is thought to play a role in memory, emotional regulation, and decision-making. Recent studies suggest that mental imagery varies widely across the general population, with approximately 2-4% of individuals having a reduction or complete absence of visual imagination, a phenomenon known as aphantasia. Individuals with aphantasia show reduced emotional arousal to fear-inducing imagery, raising the question of how variation in imagery affects cognitive processes that are influenced by emotion. Specifically, in economic decision-making it has been shown that the prospect of loss triggers negative emotions, …

Revolutionizing Lithium Extraction: Analysis Of Factors Affecting Commercialization Timelines With Insights From The Shale Gas Boom, Bilge Tayyar

CMC Senior Theses

This study draws parallels between Direct Lithium Extraction (DLE) and hydraulic fracturing to highlight the transformative potential of DLE technology in the lithium industry. The comparative analysis supports the hypothesis that DLE might expedite commercialization timelines, similar to the effect hydraulic fracturing has had on traditional shale gas extraction. The study includes a regression analysis to determine the factors affecting the commercialization of conventional lithium brine extraction methods, thereby better understanding the potential changes DLE will create. The regression model, based on data from 11 projects, examines the impact of variables such as temperature range, tax rates, royalty rates, regulatory …

Analysis Of Government Stimulus During Covid-19 And The Bank Distress Of 2023, Kara Hagler

CMC Senior Theses

Due to the hardships that small businesses were facing from the onset of COVID-19 in March 2020, the government created the Payment Protection Program (PPP). This program used banks as the initial lenders for small business loans to facilitate loans from the government to small businesses. In this article, I study how participation in the PPP lending program contributes to the Bank Distress of 2023 by using a bank-level quarterly panel data set from 2019-2023. Estimation of difference-in-difference specifications reveals banks that opted into the PPP program experienced an increase in held-to-maturity securities relative to non PPP banks. The mechanism …

Driven By Change: The Impact Of Macroeconomic Shifts And Covid-19 On New Vehicle Sales, Jackson Aldrich

CMC Senior Theses

This paper examines the impact of macroeconomic factors and the COVID-19 pandemic on new vehicle sales. In order to address these two topics, a two-pronged approach was used with separate regression models. The macroeconomic variables include monthly supply of new homes, CPI for urban public transportation, unemployment rate, disposable personal income, inflation expectation, consumer sentiment, average gas prices, and total vehicle miles traveled which were regressed on total vehicle sales from 1978-2022. The regression results confirmed and supported current literature and highlighted the importance of the housing market and unemployment rate on new vehicle sales. The COVID-19 pandemic model variables …

Is Green The New Gold? Esg’S Influence On The Financial Performance Of The Energy And Mining Industries, Alexa De Vegvar

CMC Senior Theses

The demand for Environment, Social, and Governance (ESG) reporting has increased in recent years. As the concern for climate change has moved to the forefront of the investment process, companies have needed to prioritize ESG in their operations. Previous literature addresses how ESG has benefited companies’ financial performance and increased shareholder value. The pandemic has proven to have positively impacted ESG reporting as social priorities shifted. However, studies have also shown that ESG reporting is too ambiguous to concretely display any relationship with financial performance. This thesis will analyze the impact of ESG and environmental data reporting on the Return …