Economics Commons^™

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 …

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 …

Beyond Bans: A Travel Distance-Based Approach To Estimating The Effects Of Dobbs V. Jackson Women’S Health Organization On Fertility And Labor Supply, Enya Kamadolli

CMC Senior Theses

The Dobbs v. Jackson Women’s Health Organization decision had highly heterogeneous effects on abortion access across U.S. states, variation I exploit to identify causal effects on fertility and labor supply. Rather than a binary “total ban” indicator, I construct a continuous treatment measure based on changes in distance to the nearest legal abortion provider between 2021 and 2023, and apply a difference-in-differences design to state-level panel data. Effects are attenuated and imprecise in the South, consistent with diminishing marginal effects at large distances. In non-Southern states, I find that a 100 km increase in distance raises total births by about …

The Implications Of A Rise In The Minimum Wage: Evidence From Female Workers In Mexico, Isabella Cardenas Padilla

CMC Senior Theses

This thesis analyzes the 2019 minimum wage reform in Mexico, evaluating its impact on female labor market outcomes, including labor force participation, formal employment, and informal employment. This reform introduced a new geographic minimum wage zone along municipalities bordering the United States, accompanied by fiscal incentives, creating a natural experiment for analysis. Using difference-in-differences regression specifications, the study finds that the minimum wage increase was associated with a rise in formal sector employment and a corresponding decline in informal employment among women with low educational attainment. This study finds a magnitude of 6 percentage points in each direction, an economically …

Synthetic Statocracy - Pakistan’S Self-Created Inferno: Examining The Causes And Consequences Of Military Dominance In Pakistan, Umer Lakhani

CMC Senior Theses

This paper examines the history of military rule in Pakistan. Applying the framework of Johannes Gerschewski in The Three Pillars of Stability: Legitimation, Repression and Co-Optation in Autocratic Regimes, this paper looks to explain how military rulers who presided over the three periods of military rule in Pakistan consolidated and maintained their power, as well as the effects that these periods of rule had on Pakistani society. This paper will also supplement Gerschewski’s general framework by applying the findings of various established authors who have been published extensively on Pakistan’s political history, economy and relationship with the military. Such authors …

Determinants Of Remote Suitability Of Jobs And Residential Distance From The Workplace After The Covid-19 Pandemic, Abizer Mamnoon

CMC Senior Theses

Immediately before the COVID-19 pandemic, workers performed 14% of their paid hours from home, but this figure increased to 38% after the pandemic (Chen et al. 2023). This thesis contributes to our understanding of the determinants of remote work and the factors affecting how far an individual lives from the workplace in the post-pandemic period.

I use 1.95 million observations of worker-specific LinkedIn data from August 2023. I construct a measure of remote suitability using Dingel and Neiman’s (2020) method to assign each job title a remote suitability score based on the associated occupation. I use a Tobit regression to …

Beginner's Luck: The Impact Of Early Wins On Long-Term Gambling Patterns, Jasmine Tan

CMC Senior Theses

The legalization of online sports gambling has rapidly expanded access to gambling platforms, raising concerns about its potential impacts on gambling behavior and addiction. This study investigates whether early wins in online sports gambling predict sustained gambling engagement. Using longitudinal data from 46,339 subscribers to online gambling site bwin Entertainment, we analyzed the gambling activity of new sports bettors over 18 months. Gamblers were categorized based on early outcomes (losses, break-even, small wins, and big wins), and engagement was measured by total bets placed, total gambling days, total stakes after the first three days, and frequency of play. Interaction terms …

Assessing The Impact Of Medicaid Expansion On The Labor Market, Healthcare Access, And Health Outcomes During The Covid-19 Pandemic, Kaavya Narayan

CMC Senior Theses

This thesis examines the impact of Medicaid expansion status on labor market outcomes, healthcare access, and health outcomes during COVID-19. Using data from the CDC’s Behavioral Risk Factor Surveillance System and a Difference-in-Differences (DiD) model, I estimate the effects of Medicaid expansion on unemployment, financial barriers to care, obesity, and poor health before and after the pandemic. The analysis also accounts for state-level political and demographic characteristics, gender, marital status, and education level. My results show that non-expansion states, relative to expansion states of similar political and demographic breakdowns, are significantly more disadvantaged in terms of obesity, poor health, financial …

Move Fast And Get Sued: Uber's Entry Strategy And The Role Of City Regulation, Leonora Willett

CMC Senior Theses

This paper investigates the impact of Uber's entry into U.S. cities on federal court case filings, particularly focusing on how this disruptive platform influenced litigation patterns and regulatory responses. My analysis seeks to understand whether Uber’s entry into cities significantly affected the frequency and types of legal cases filed, including personal injury, contract disputes, and labor claims. Using an event study model and federal court data from the Federal Judicial Center spanning 2009 to 2023, my analysis evaluates changes in case filings before and after Uber's entry. Additionally, I analyze the impact of city-level regulations in five major cities on …

The Legacy Of Housing Discrimination: Asthma Disparities In California Cities, Taylor Daetz

CMC Senior Theses

This thesis examines the effect of discriminatory housing policy on current asthma rates in California cities. This study uses boundary design and propensity score methodologies to analyze asthma-related emergency department visits in census tracts with corresponding appraisal grades from the Home Owners’ Loan Corporation maps. The results indicate significantly higher asthma burdens in grade D (redlined) census tracts compared to grade C tracts, even when controlling for present-day pollution concentrations, with historically redlined tracts experiencing an average of 26.88 additional emergency department visits per 10,000 residents. The analysis further reveals disparities between grade C and B neighborhoods, suggesting that even …

Abortion Access And The Economy: How The Dobbs V. Jackson Decision Impacted Female Economic Outcomes, Mia Kathleen Nelson

CMC Senior Theses

This thesis will aim to understand the economic impact of removing access to abortion by comparing economic outcomes in states that banned abortion with those that did not ban abortion following the Dobbs V. Jackson Supreme Court decision. By using data from the Consumer Population Survey, I created a model to estimate the impact of banning abortion on metrics such as unemployment rate and labor force participation rate. My model indicated that banning abortion in these states did have a statistically significant impact on female economic outcomes, indicating that banning abortion decreased female labor force participation rate and increased the …

Fiscal Zoning Under Fire: A Case Study Of Local Land Use Politics In California, George Ashford

CMC Senior Theses

This paper interprets interviews with participants in a local land use controversy to explore the role of voters’ financial incentives in shaping local land use politics. Drawing on previous studies that characterize the politics of urban and suburban housing development as driven by the economic incentives of different groups, predominantly homeowners’ incentive to increase residential property values, the paper seeks to address a key puzzle for scholars and reformers: why homeowners do not support land use policy changes that would increase their property values. While the literature has evolved from modeling restrictive zoning as an efficient pricing scheme for local …

Analysis Of Banking-As-A-Service Partnerships’ Effects On The Performance Of U.S. Community Banks, Jonathan Ke

CMC Senior Theses

Over the past decade, financial technology (fintech) has emerged as an innovation reshaping the financial services landscape. One particular fintech that recently caught the attention of consumers and regulators is Banking-as-a-Service (BaaS). BaaS is often a partnership wherein a fintech company provides banking services, such as digital payments or lending, using the infrastructure and license of a sponsor bank. The bank manages regulatory compliance and core banking operations, while fintech focuses on developing and delivering innovative services to customers. On the one hand, BaaS partnerships allow banks to expand their customer base and service offerings without investing in extensive technological …

National And Regional Bank Deposits And Their Relationship To The Stock Market, Joseph Zhong

CMC Senior Theses

Institutional investors started using bank deposits as a Leading Economic Indicator to predict stock market returns. I find that bank deposits lead stock market returns by 2 weeks at the national level. Examining the mechanism through which bank deposits affect stock market returns, existing literature postulates the Bank Deposit Lending Channel: increased bank deposits increase financial liquidity, powering and leading stock market returns. I do not find evidence for the Bank Deposit Lending Channel. In my regional analysis, I find that bank deposit behavior differs drastically between US regions. In general, regional bank deposits still lead stock market returns. In …

Unintended Consequences: Exploring The Nexus Between Us Foreign Aid, Governance, & Conflict Fatalities, Audrey Hope Donahue

CMC Senior Theses

This paper examines the impact of United States foreign aid on civil violence in recipient countries, specifically investigating the interaction between aid implementation channels—bilateral aid, implemented directly by recipient governments, vs. multilateral aid, implemented through Non-Governmental Organizations (NGOs) or other multilateral partners—and governance quality. Using a panel dataset covering 49 countries from 1996 to 2022, the study measures the effect of aid on violence through conflict-related fatalities normalized by population. A fixed-effects regression model is employed to control for country-specific and time-specific factors, revealing that in countries with poor governance, bilateral aid is associated with a reduction in conflict fatalities, …

What Factors Have Contributed To The Growth In The Unified Payments Interface In India?, Anahit Bindra

CMC Senior Theses

The Unified Payments Interface (UPI), introduced in 2016, has driven the rapid growth of cashless transactions and digital adoption in India. By 2023, India led global real-time payments, processing 129 billion transactions. Using data from the Reserve Bank of India across 30 states and union territories, this study examines the factors driving UPI’s growth. We analyze panel data from 2018 to 2021, incorporating variables related to financial literacy, infrastructure, economic indicators, and demographics. Employing an Ordinary Least Squares model, we regress the log of the volume of UPI transactions per 1,000 people on these determinants. Our findings reveal that UPI …

Exploring Unicorns Of India: What Are The Factors That Allow Them To Fly?, Tanisha Kejriwal

CMC Senior Theses

Over the past few decades, startups and entrepreneurial ventures have surged globally, with unicorns - private startups valued at over $1 billion - emerging as standout success stories. Today, India is home to the third largest number of unicorns in the world, and studying their success factors is becoming increasingly relevant. Using a novel dataset of 112 Indian unicorns, this paper studies economic, founder, regional and industrial factors influencing their valuation/revenue and valuation/profit ratios, in order to identify factors that lead to start-up success. I find that gender, age, total funding raised, and time taken to achieve unicorn status after …

From Pixels To Proposals: Exploring The Effects Of Empathy And Immersion On Economic And Moral Decision - Making In Video Games, Alex Dien

CMC Senior Theses

This study explores the role of immersive environments, specifically video games, in shaping empathy and decision-making during economic exchanges like the Ultimatum Game. Traditional economic models emphasize rationality, but more recent research highlights the influence of emotions and empathy on decision-making. Using a 2x2 between-subjects design, this proposed study will investigate how varying levels of immersion (active gameplay versus passive observation) and fairness of offers (fair versus unfair) affect participants' responses to non-human characters (NPCs). I plan to recruit eighty participants, aged 18-25, to engage with a video game, Red Dead Redemption 2 (Rockstar Games, 2018) either through playing or …

Weathering The Storm: Examining The Impact Of Unexpected Inflation On Industry Returns, Casper Hoving

CMC Senior Theses

This paper analyzes the cross-sectional differences of how unexpected inflation affects industry returns, controlling for market factors and firm characteristics. The methodology builds upon Bernard (1986) in trying to explain and detect differing cross-sectional effects by industry, but instead considers daily reactions to the release of monthly CPI figures. My hypothesis was that higher unexpected inflation would have a negative effect on industry returns but when controlling for market factors and firm characteristics the reactions would be dampened. The findings of this study confirm that higher unexpected inflation tends to have a negative effect on market returns, but show mixed …

The Solar Power Of Pricing: Does Electricity Pricing Policy Drive Residential Solar Demand?, Talia De Beer

CMC Senior Theses

Solar energy has emerged as a pivotal renewable energy source, experiencing significant growth in the United States over the past two decades. As policymakers continue to develop and refine the best methods to incentivize solar adoption while reflecting true costs and potential equity concerns, this paper seeks to evaluate the impact of changes in solar pricing policies on residential solar installations. Employing a difference-in-differences regression model, this study examines the effects of policy changes on both the system capacity and number of installations of adoption in three Western states that have transitioned away from traditional Net Energy Metering (NEM) policies–Arizona, …

High ‘Steaks’: Does Lone Star Tick-Induced Red Meat Allergy Reduce Cardiovascular Disease-Related Hospitalizations?, Raj Parekh

CMC Senior Theses

In this thesis, I investigate the relationships between Lone Star Tick-induced Alpha-Gal Syndrome (AGS), red meat consumption, and cardiovascular health outcomes within New York State's 62 counties from 2012 to 2021. The analysis examines whether AGS, which forces individuals to reduce red meat consumption, serves as a natural experiment in understanding dietary impacts on cardiovascular disease (CVD). Leveraging panel data, I utilize Fixed Effects (FE) and Two-Stage Least Squares (2SLS) regression frameworks to disentangle the relationships between red meat expenditure, meat prices, Lone Star Tick prevalence, and health outcomes such as CVD, stroke, coronary heart disease, and heart attack hospitalization …

Just As Advertised: The Perception And Effectiveness Of Artificial Intelligence In Digital Advertising, Brandon Isem Cáceres

CMC Senior Theses

What do you think when you hear “AI in advertising”? Does it spark intrigue, or does it feel like just another tech buzzword? In today’s fast-paced digital marketing landscape, connecting with consumers is a high-stakes challenge, and artificial intelligence is at the forefront of innovation. From automating campaigns to creating hyper-targeted content, AI promises efficiency and precision—but how do audiences perceive this shift? By analyzing key performance indicators (KPIs) like impressions, click-through rates, and cost-per-click in an an original A/B test, this thesis evaluates the perception and effectiveness of AI-driven advertising strategies. Combining historical insights, case studies, and an original …

China’S Economic Slowdown: How Does It Affect New Zealand’S Economy?, Haven Qin

CMC Senior Theses

This paper examines the impact of China’s economic slowdown on New Zealand’s economy, focusing on sector-specific linkages across real estate, the stock market, exports, and import prices. As a small open economy, New Zealand’s deep integration with global markets makes it particularly vulnerable to external shocks from its largest trading partner. Employing OLS regression models and monthly economic data, this study reveals the nuanced pathways through which China’s economic conditions influence New Zealand. Key findings include the sensitivity of New Zealand’s housing market to Chinese property investments and Chinese stock market performance, the influence of Chinese financial market performance on …

Pay-Performance Sensitivity: How Firm Performance Impacts Ceo Compensation, Yuefeng Ma

CMC Senior Theses

This study investigates the relationship between firm performance and CEO compensation, revisiting and extending the foundational framework established by Jensen and Murphy (1990). The sample comprises compensation data for the Chief Executive Officer (CEO) of all publicly traded companies on the Wharton Research Data Services (WRDS) Compustat – ExecuComp dataset from 1994 to 2023. Using Ordinary Least Squares (OLS) regression models, the analysis evaluates the sensitivity of CEO pay to changes in shareholder wealth and other performance metrics, while accounting for structural and temporal shifts driven by corporate governance, macroeconomic environment, and legislation. The findings reveal that changes in shareholder …

Evaluating The Dual-Faceted Growth Strategies In The Healthcare Sector: A Comparative Analysis Of Organic Innovation And Inorganic Expansion, Isabel Carter

CMC Senior Theses

In order to stay competitive in an expansionary industry like healthcare, companies must consistently meet market demands for growth. This paper builds an empirical model to identify which growth strategies are most highly rewarded by the public markets. The model consists of a data set of 70 healthcare companies, across various healthcare verticals, to measure market returns from 2010 to 2023. The number of completed acquisitions is used as a proxy to identify each company’s propensity towards a growth strategy. Factors from the Fama-French Model and dummy variables used to signal growth strategy expertise, indicate that firms who invest more …

The Impact Of Ceo Changes On The Recovery Of It Firms That Have Experienced Substantial Reductions In Value (2010-2024), Amanda Dee

CMC Senior Theses

The informational technology (IT) industry is one of the most dynamic industries, and the CEO plays a crucial role in steering innovation. The dependence on innovation is associated with dynamics that bring heightened volatility and force firms and their CEOs to confront significant challenges, particularly when navigating periods of substantial reductions in value. I define distress as three-year cumulative returns that are negative and underperform the market by more than 30%. Firms that meet this criteria during 2010-2017 are analyzed using regression models to assess how CEO change influences the likelihood of their recovery, defined as achieving nine-year cumulative returns—including …

Procedural Reform And One-Sided Litigation: Evaluating The Impact Of California’S Fair Debt Buying Practices Act, Kaitlyn Seever

CMC Senior Theses

This study evaluates whether California’s Fair Debt Buying Practices Act (CFDBPA), effective January 2014, improved litigation outcomes in consumer debt lawsuits. The CFDBPA sought to curb abusive practices by imposing heightened documentation requirements on debt buyers. Using a dataset of 535,766 limited-jurisdiction debt collection cases filed in Los Angeles County between 2012 and 2022, a constrained difference-in-differences event study design compares outcomes between secondary and non-secondary debt buyers before and after the law’s implementation.

The analysis finds modest changes: dismissals for secondary buyers increased slightly relative to non-secondary buyers, but default judgment rates remained high. Defendant response rates declined for …

Trade Tensions And Consumer Decisions: Evidence From Taxable Sales During The 2018 Us-China Trade War, Eddie Wei

CMC Senior Theses

This paper examines the consumption response to the 2018 US-China trade war. While prior research has largely focused on economic outcomes such as export values, income, and employment, trade policies may also have salient distributional consequences for consumption. On one hand, import tariffs may boost well-being in regions with greater employment in protected sectors, such as manufacturing. On the other hand, retaliatory tariffs may raise prices overall and depress consumption in areas more reliant on the Chinese market, such as agriculture. To explore these dynamics, I construct a novel dataset of county-level taxable sales, capturing both household and business spending. …