Corporate Finance Commons^™

Does Bidder Complexity Affect Market Reactions To M&A Decisions?, Rajib Chowdhury, John A. Doukas

Finance Faculty Publications

We examine whether and how bidder complexity influences investor reactions to merger and acquisition (M&A) announcements. Using an established measure of complexity, we find a significant positive relationship between acquiring firm complexity and cumulative abnormal returns (CAR). This suggests that investors perceive more complex firms as capable and value-enhancing participants in M&A activities. The association is particularly strong for bidders with high operating risk, greater R&D intensity, and larger firm size. We also find that complex bidders tend to offer higher takeover premiums. Overall, our study contributes to the literature by demonstrating that bidder complexity is an important determinant of …

Corporate Patronage In Art And Education: A Case Study Of Bloomberg's Interventions, Xiaojun Tian

MA Theses

This study focuses on the application of corporate sponsorship in the fields of art and education, delving deep into the interventions and cases made by Bloomberg L.P. in these two domains. Corporate sponsorship for the arts acts as a significant display of Cultural Corporate Social Responsibility (CSR), not only fostering diversity in the production of art institutions and artists but also having a profound effect on the educational sector. Utilizing case study methodology, this research deconstructs key projects and activities funded by Bloomberg, encompassing support for exhibitions and public art projects, as well as various initiatives aimed at art education, …

Prosocial Ceos And Accounting Manipulation, Mei Feng, Weili Ge, Zhejia Ling, Wei Ting Loh

Research Collection School Of Accountancy

This paper examines the association between chief executive officers’ (CEOs’) prosocial tendency and their firms’ likelihood of accounting manipulation. We measure CEOs’ prosocial tendency based on their involvement with charitable organizations. We find that prosocial CEOs are less likely to engage in accounting manipulation, as proxied by material non-reliance restatements and SEC or DOJ enforcement actions. The effect is more pronounced when CEOs are involved with charities that directly aim to improve the welfare of others and when they face stronger incentives to misreport. These results continue to hold in analyses of changes in CEOs’ prosocial tendency around turnover events. …

Corporate Disclosure Meets Natural Language Processing: Topic Modeling, Disclosure Strategy, And Audit Implications, Wanxin Yu

2026

Corporate disclosures serve as a critical channel for firms to communicate their financial performance, strategic initiatives, and firm-specific risks. In recent years, rapid advances in natural language processing (NLP) have provided powerful new tools for extracting insights from the growing volume and complexity of corporate disclosures. This dissertation consists of three studies that explore how advanced textual analysis can reveal deeper insights into corporate disclosures, managerial behavior, and auditor practices.

The first paper (co-authored) develops a topic-based approach to measuring the substantive content of risk factor disclosures. Using an embedding-based topic modeling framework, we identify 30 interpretable risk topics and …

How To Evaluate Non-Majority Control: What History And Statutes Tell Us—Part Ii: The Definitional Consensus, J. Travis Laster

Fordham Journal of Corporate & Financial Law

This Article and a companion piece explore the claim that the functional school was novel and anomalous. The companion article examines the approaches that courts have historically taken when evaluating non-majority control (the “Historical Article”). The Historical Article demonstrates that functionalism has been the dominant approach since at least 1912, while the formal school is a recent innovation. Its tenets emerged in 2006 and coalesced in a recognizable framework around 2014. The Historical Article identifies the core claims of the two schools. 

This Article examines statutory definitions of control. It focuses on statutory regimes that use the concept of control …

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 …

Three Essays On Corporate Bond Short Selling, Climate And Credit Risks, Manisha Thapa

Theses and Dissertations (Comprehensive)

This dissertation comprises three essays investigating topics on Corporate Bond Short Selling, Climate and Credit Risks.

The first essay addresses the question: Does climate risk influence bond short selling? We address this question by studying how climate risk influences the relationship between corporate bond short selling and subsequent credit default swap (CDS) spreads. We find that future CDS spreads are strongly related to bond short selling for the high climate risk firms. In particular, our fixed effects triple difference-in-differences (DiD) regressions show that sensitivity of subsequent CDS spreads to lagged bond short selling is significantly higher for firms with high …

Forecasting The Unpredictable: The Bullwhip Effect In The Toy Industry, Mannat Sethi

CMC Senior Theses

This thesis investigates the bullwhip effect, the amplification of demand variability as it moves upstream in a supply chain, with a focus on the toy industry, and comparative analysis with the technology and consumer goods sectors. Using annual data from 1993 to 2024, the study analyzes production and retail growth for Mattel, Hasbro, Intel, and Procter & Gamble to assess how variance between consumer demand and firm output has changed over time. Bullwhip ratios are calculated as the variance of production growth divided by the variance of retail growth across two periods: 1993–2008 and 2009–2024.

The findings show that toy …

Short-Window Market Reactions To Real Estate M&A: A Comparative Event Study Of Reits And Real Estate Services Firms, Aryan Kaila

CMC Senior Theses

Existing research on real estate mergers has largely focused on REIT acquirers in isolation, typically finding near-zero bidder reactions in short event windows. There is little work that directly compares REITs with publicly listed real estate services (RES) firms that operate in the same market cycles and conditions but follow different business models. Using a transaction-level dataset of 137 U.S. mergers from 1994 to 2024, this study applies event-study methodology and cross-sectional regression analysis to investigate whether equity markets respond differently to acquisitions undertaken by REITs and real estate services firms. The estimates show that REIT acquirers experience notably more …

Heartbeats: Sustainable Practices In Business, Natalie Pham, Shareef Awadallah, Lily Lisco, Logan Blissenbach, Nikolaos Verginis

Williams Honors College, Honors Research Projects

HeartBeats Co. LLC is a premier audio and software technology brand that brings renewed character and performance to a stagnant space, revolutionizing the listening experience by engineering a digital music platform and headphones that possess distinct style and exceptional performance. While our team identifies and tracks trends in the market, we strive to establish market trends rather than to follow them. We are a company founded on innovation, redefining the music streaming market by combining the importance of wellness with the latest audio and software technologies and innovative functionalities. This document outlines a ten-year plan for efficient and impactful scaling, …

How Does Economic Policy Uncertainty Affect Individual Contributions To Retirement Accounts?, David I. Becker

Honors Undergraduate Theses

This study tests whether Economic Policy Uncertainty (EPU) is associated with U.S. retirement contributions and whether responses differ across account types. Using annual contribution data for defined contribution plans and Traditional and Roth IRAs with the Baker, Bloom, and Davis EPU index, I estimate multivariate regressions with standard macroeconomic controls and compare contemporaneous and lagged specifications. EPU is positively associated with 401(k) contributions, negatively associated with Traditional IRA contributions in the contemporaneous model, and not statistically significant for Roth IRAs. These results suggest uncertainty may shift how households save for retirement rather than uniformly reducing retirement saving.

Peer Effects Of Corporate Disclosures: Evidence From The Registration-Based Ipo System In China, Ruilin Liu, Beng Wee Goh, Dan Li, Zheyuan Zhang

Research Collection School Of Accountancy

China launched the registration-based IPO system in 2019 whereby all firms listed on the newly established STAR board (“peer firms”) are required to disclose specific innovation and industry-related information in their prospectus. Using this event as a quasi-experiment, our study investigates the causal effects of peer firms’ disclosures on individual firms’ disclosure strategy. We find that individual firms’ management earnings forecast (MEF) precision, both its form and width, significantly decreases when peer firms disclose more information during the IPO period. In cross-sectional analyses, we find this effect to be more pronounced for individual firms that are likely to experience greater …

Does Auditor Quality Enhance Csr Disclosure?, Jimmy Lee, Chee Yeow Lim, Gerald J. Lobo, Yanping Xu

Research Collection School Of Accountancy

We investigate the relation between auditor quality and client firms’ corporate social responsibility (CSR) disclosure. Using an international sample of firms from 36 countries over the period 2009–2018 and a measure of the extent of CSR disclosure from Bloomberg, we find strong evidence that client firms with higher quality auditors provide more CSR disclosure. In cross-sectional analyses, we show that the relation between auditor quality and CSR disclosure is accentuated when the information environment is poorer and when the financial reporting environment and the legal institutions are weaker. Lastly, we document that firms with higher quality auditors also exhibit better …

Design Thinking For Corporate Social Responsibility Program Proposal Creation, Michelle "Mindy" D. Danovaro

University of the Pacific Theses and Dissertations

This qualitative study used action research to explore how the use of design thinking engaged employees in the creation of a corporate social responsibility (CSR) program proposal in a small- to medium-enterprises (SME) in the Sacramento region of California. The purpose of the study was to assess whether employee participation in a design thinking exercise could improve employee perception of engagement, inclusion, and reciprocity during the CSR program proposal creation. The study was grounded in social exchange theory, stakeholder theory, and design thinking methodologies. The iterative research process followed action research cycles (i.e., plan, act, observe, and reflect) integrated with …

Freedom Of Expression Protection And Corporate Concealment Of Bad News: Evidence From State Anti-Slapp Laws, Jimmy Lee, Shaphan Ng, Il Sun Yoo, Liandong Zhang

Research Collection School Of Accountancy

The protection of free speech enhances the ability of various public stakeholders to disseminate privately observed adverse information about public firms, making it difficult for corporate managers to conceal negative information about their companies. Using the staggered enactment of anti strategic lawsuit against public participation (anti-SLAPP) laws across U.S. states as a shock that strengthens free speech protection, we show that stronger protection is associated with less concealment of bad news. This is evidenced by a lower likelihood of stock price crashes, a decreased probability of accounting fraud, and an increased frequency of firm-initiated negative press releases. These results are …

Trophy Assets, Aneil Kovvali

Articles

Rich people like to own things that make them look cool. When the thing in question is a car, house, or boat, the implications are limited. But sometimes very rich people own assets that are more important. Within media, Elon Musk acquired Twitter, Jeff Bezos ac-quired the Washington Post, and Patrick Soon-Shiong acquired the Los Angeles Times. There has also been a craze for aerospace: Musk with Space X, Bezos with Blue Origin, Richard Branson with Virgin Galactic, and going back further, Howard Hughes with Hughes Aircraft Company. It is often difficult to understand the behavior in purely finan-cial terms, …

Hidden Fragility: Leveraged Loan Risk And Tail Exposure In The Clo 2.0 Era, Francis P. Gehring Iv

CMC Senior Theses

This thesis examines whether post-crisis changes in leveraged loan characteristics have increased the underlying credit risk embedded in collateralized loan obligation (CLO) portfolios and whether that risk is fully reflected in market pricing. Since the Global Financial Crisis, the leveraged loan market has expanded significantly alongside the growth of CLOs, while underwriting standards have weakened through higher borrower leverage, covenant-lite lending, and greater private equity sponsorship. Although post-crisis CLOs are often viewed as more resilient because of stronger structural protections, the quality of the underlying collateral remains central to overall risk. Using loan-level data from the Refinitiv DealScan database from …

Machine Learning: Thematic Feature Grouping, And The Magnificent Seven: A Forecasting Analysis, Mirarmia Jalali, Mohammad Najand, Andrew Cohen

Finance Faculty Publications

This study examines the predictability of monthly excess returns for the “Magnificent Seven” U.S. technology firms using machine learning and economically motivated thematic feature grouping. Framed as a focused study of the most systemically consequential equity panel in modern markets—seven firms representing over 30% of the S&P 500—the analysis confronts a small-N, large-P environment where economically structured dimensionality reduction is essential. Using 154 firm-level characteristics categorized into 13 economic themes, we evaluate linear, penalized, tree-based, and neural network models in a small-N, large-P setting. Unrestricted models suffer substantial overfitting and fail to outperform the historical average benchmark out-of-sample. In contrast, …

Analisis Peringkat Kredit Korporasi Non-Keuangan Di Indonesia Ditinjau Dari Model Dan Indikator Risiko Kredit Berbasis Data Akuntansi Dan Data Pasar Periode 2013 - 2022, Reinard Tanukusuma, Eko Rizkianto

Jurnal Manajemen dan Usahawan Indonesia

This research entails an examination of credit risk assessment (credit rating) with respect to credit risk assessment models utilizing accounting data and market data for non-financial corporations in Indonesia between the years 2013 and 2022. The sample comprises credit rating values of 20 companies listed on the Indonesia Stock Exchange and included in the IDX 80 index, possessing credit ratings from PEFINDO over a ten-year period from 2013 to 2022. Panel data analysis is conducted, employing the multiple linear regression method. The findings of this study reveal that the accounting data-based model demonstrates the significance of liquidity, capital structure, and …

The Conditional Nature Of The Value Premium: Interaction And Cross-Sectional Evidence Across Market Regimes, Samuel L. Klein

Honors Thesis

This thesis examines why value-based investment strategies generate strong returns in some environments yet weaken or collapse in others. Regressions test whether the performance of the book-to-market ratio depends on the investor’s perception of financial health as defined by F-Score and accruals. Across additive regressions, interaction models, cross-sectionals, and heatmap visualizations, a consistent mechanism emerges. The book-to-market effect is strongest when financial information is neither highly reliable nor severely distressed. In these “moderate-quality” environments, investors struggle to fully distinguish the transitory components of earnings from their persistent counterparts. This makes valuation ratios particularly influential. Accrual intensity and financial strength jointly …