Business Commons^™

Out Of The Office: Market Impacts Of Institutional Investor Distraction, S. Owen Davidson, Michael S. Drake, James R. Moon Jr., James D. Warren

Faculty Publications

Research has long recognized that institutional investors possess significant information processing advantages. Yet even these investors face limited attention constraints, implying that periods of distraction may attenuate their advantage. We examine the effects of a plausibly exogenous shock to institutional attention arising from the annual buy-side focused Equity Research and Valuation (ERV) conference for Chartered Financial Analysts on institutions’ information processing. Validation tests using conference call data indicate that fewer buy-side analysts are present on calls during ERV conferences and that questions are shorter, consistent with the presence of substitute or backup analysts. In our main analyses, we find that …

Identifying Industry-Preferred Automation Software In Engineering: An Indeed-Based Analysis To Inform Engineering Technology Curriculum Design, Triet Minh Phan, Collins Okafor, Winifred Okafor, Devang Mehta, Mohsen Souissi, Jenora Waterman, Connie Mayberry, Misty Thomas, Orlando Ayala, Angie Price, Maurizio Manzo

Engineering Technology Faculty Publications

In the evolving field of automation engineering, staying aligned with industry software demands is critical to preparing graduates for the modern workforce. This study investigates the prevalence of leading industrial automation platforms—Rockwell / Allen-Bradley (RSLogix / Studio 5000), Siemens (TIA Portal / Step 7), and Schneider Electric (EcoStruxure / Unity Pro)—across job postings collected from Indeed using the keyword "automation engineering." The research compiles a structured dataset of job postings with seven fields: ID, Job Title, Organization, Rockwell / Allen-Bradley, Siemens, Schneider Electric, and Posting URL. Each entry is manually coded to indicate whether the listed software platforms are mentioned, …

A Methodological Framework For Modernizing Engineering Course Content With Large Language Models, Katherine Smith, Dalya Ismael, Otilia Popescu, Murat Kuzlu, Adel El-Shahat, Vukica M. Jovanovic

Engineering Technology Faculty Publications

The rapid evolution of technology presents challenges for engineering educators. While the core engineering methods often remain relevant over time, course materials rapidly become outdated in presentation and pedagogical approach. This paper presents a methodological framework for using large-language models (LLMs) to modernize engineering course content with a case study in an advanced technical analysis course.

The methodology follows a phased approach that is designed to be repeatable and verify the accuracy and completeness of course content. During the first phase, an LLM is used to map outdated text-heavy content to a modern format using a LaTeX template. The second …

Do Audit Partner And Audit Committee Member Ideologies Influence Engagement Partner Selection And Financial Reporting Oversight Effectiveness?, Robert Felix, Sattar Mansi, Mikhail Pevzner, Timothy Seidel

Faculty Publications

This study examines whether the ideological orientation of the audit partner and audit committee members— defined as their personal belief systems and inclinations, including their attitude toward risk, ambiguity, and novelty—has an impact on engagement partner selection and the effectiveness of oversight in the financial reporting process. Drawing on prior evidence that the two main US political parties reflect different ideologies, we hand-collect political donation data to construct ideological scores for audit partners and audit committee members. Our findings highlight several intriguing relationships. First, audit committees are more likely to select an ideologically dissimilar partner. Second, greater ideological dissimilarity between …

Do Cohort Restatements Generate Contagion? A Re-Examination, Melissa F. Lewis-Western, Timothy Seidel, Michael S. Wilkins

Faculty Publications

Gleason, Jenkins, and Johnson (2008) provide evidence that restatements lead to stock price declines among non-restating industry peer firms, suggesting that investors perceive contemporaneous manipulation within the industry. In contrast, Kedia, Koh, and Rajgopal (2015) find that restatements—especially less severe ones—encourage peer firms to initiate earnings manipulation. These divergent findings, together with the rising prevalence of less severe restatements and advances in monitoring technologies, motivate a re-examination of manipulation contagion. Although we are able to replicate the results of both seminal studies, we find that the results in Kedia, Koh, and Rajgopal (2015) are sensitive to design choices that affect …

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 …

Auditor Independence And Its Impact On Debt Financing Outcomes, Harry Zhou

CMC Senior Theses

This study investigates whether perceived auditor independence, proxied through proportions of non-audit service fees and client dependence of the auditor, is associated with the outcome of debt contracts. While prior research examines how these proxies relate to auditor independence itself, and other strands of literature assess how audit quality influences debt contracting, few studies evaluate whether lenders interpret auditor independence signals in ways consistent with auditors. This study aims to contribute to the broader literature by examining the auditor independence proxies and its direct relationship to debt contract structure holistically. Two OLS models were employed to investigate the relationship between …

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 …

Audit Fee Spillovers Following Sec Scrutiny: Evidence From Auditor Portfolio Effects, Rakhshaan R. Adamjee

CMC Senior Theses

This paper examines whether audit firms reprice clients that are not under Securities and Exchange Commission (SEC) review when a greater share of the auditor’s other clients face SEC scrutiny. Results indicate economically meaningful pricing spillovers. In the full sample, a ten-percentage-point increase in auditor-level exposure is associated with approximately 2% higher fees for non-scrutinized clients. The effect is stronger for Big Four networks: the Big Four slope is about 3.6% per ten points, and a Big Four only replication yields roughly 8.9%. Among Big Four, measuring exposure at the signing-office level also produces a positive but smaller association (~0.4% …

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 …

Pillpetz: A Smarter Way To Encourage Medication Adherence In Children, John H. Begley

CMC Senior Theses

Medication adherence is usually framed as a problem of patient behavior, but this thesis argues that it is equally a problem of design. Children who take daily medication face barriers that adults often do not: developing executive function, dependence on caregivers, shifting school and home routines, privacy concerns, and stigma around being perceived as different. The standard prescription bottle, by contrast, was designed primarily for dispensing efficiency, safety, and accidental ingestion prevention—not for sustained daily use by a developing child.

This thesis proposes PillPetz, a smart pill case and digital companion that uses routine, play, dose confirmation, and caregiver-connected support …

Revenue Sharing: Effects On Small Market Teams, Bryant Smaaladen

CMC Senior Theses

The gap between small market teams and big market teams in the MLB

has done nothing but grow in this era, seeing vast differences in payroll and

performance. To try and counteract this, team revenue sharing was introduced in

1996 to try and level the playing field. Revenue sharing was designed to promote

a more competitive balance by redistributing resources from higher revenue

teams towards ones in smaller markets. This study aims to examine the impact

revenue sharing has on team payrolls, and particularly examining the difference

between both markets, by using panel data of teams revenue and the amount …

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 …

Eurovision As A Platform For Cultural Diplomacy In Times Of Conflict, Lucy Meza

CMC Senior Theses

This thesis examines how states utilize the Eurovision Song Contest as a platform for soft power, focusing on the conditions under which cultural performance translates into reputational gains. Drawing on Joseph Nye’s concept of soft power, Biasioli’s theory of songwashing, Zamorano’s typology of cultural diplomacy, Anholt’s competitive identity framework, and Feklyunina’s analysis of identity and narrative, it argues that Eurovision’s effectiveness as a soft power platform is fundamentally contingent on the alignment between a state’s cultural narrative and dominant international perceptions of its legitimacy. Through a qualitative comparative case study approach, the thesis examines two nations whose Eurovision participation during …

Do The Oscars Move Markets? Best Picture Recognition And Public Equity Responses, Avi Dayani

CMC Senior Theses

This thesis examines when culturally salient events become financially material by testing whether Academy Awards recognition is reflected in public equity markets. The central question is whether Best Picture nomination announcements and wins generate abnormal returns or abnormal trading activity for the publicly traded parent firms linked to nominated films, and whether those responses depend on the firm’s exposure to filmed entertainment. I study Best Picture nominees from 2000 through 2024, map each film to the public parent of its primary distributor, and construct a firm-by-Oscar-year sample of 119 observations. Using an event-study framework, I calculate abnormal returns as firm …

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 …

Prediction Markets Vs. Sportsbooks: A Comparison Of Nfl Forecast Accuracy, Dylan Cotti

CMC Senior Theses

This paper compares the forecast accuracy of Kalshi, a prediction market, and DraftKings, a sportsbook, using data from 285 NFL games in the 2025-26 season. I collect win probabilities from both platforms at three time points in the week before each game and measure accuracy using the Brier score. I find that Kalshi produces slightly more accurate predictions than DraftKings, but the gap is small and marginally significant. More surprisingly, both platforms become less accurate as the game approaches rather than more accurate. Once I control for differences in how each platform distributes its quoted probabilities, the accuracy gap largely …

Why Dining Out Stayed Cheap In Japan, Taketo Hayashi

CMC Senior Theses

This thesis examines why food-away-from-home inflation in Japan was persistently lower than in the United States from 1995 to 2021 and why this dynamic changed after 2021 during the COVID-19 pandemic. Two structural buffers sustained the divergence: wage stagnation in Japan, which kept restaurant labor costs flat for nearly three decades, and a strong yen, which absorbed global commodity price shocks before they could reach restaurant menus. In 2008, the financial crisis sent food and energy prices skyrocketing. However, even though Japan imports most of its food and energy, the effects from global price increases were due to a strong …

Fair Value And Funding Structures: Motivators Behind Banks' Reclassification Activities., Thomas Walker

CMC Senior Theses

U.S financial regulations and reporting standards are ever-changing and have a significant impact on how banks classify and oversee their assets. The implementation of ASC 320 in 1993, as well as ASC 820 and ASC 825-10 in 2008, altered the effects of fair value accounting. This study examines factors that drive banks to use the held-to-maturity (HTM) and available-for-sale (AFS) classifications following the implementation of ASC 825-10 during the 2008 Global Financial Crisis. I focus on how banks use the HTM classification to obscure the accurate valuation of their securities by failing to disclose unrealized gains or losses, and on …

Audit Pricing Under Asc 606: Evidence From Software-As-A-Service Technology Firms, Donald Weigle

CMC Senior Theses

ASC 606 is an accounting standard issued in May 2014 that fundamentally changed how firms identify performance obligations and recognize revenue. The standard requires a five-step framework that links recognition to the timing of customer contract satisfaction. Software-as-a-Service (SaaS) firms were uniquely affected by this standard due to subscription-based pricing models and multi-element contracts that make revenue recognition more complex. For this thesis, I estimate the impact of adopting ASC 606 on SaaS firm audit fees. I hypothesize that more complex revenue recognition results in more complex audit procedures and, hence, higher fees. I use a Differences-in-Differences (DiD) regression model …

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 …

The Impact Of Asu 2023-08 On Reported Profitability Of Cryptocurrency-Exposed Firms, William C. Graff

CMC Senior Theses

This study investigates the performance of corporate cryptocurrency holdings in the context of recent accounting regulation changes. It specifically examines how adopting Accounting Standards Update (ASU) 2023-08 has affected firms with material cryptocurrency exposure. Using a panel of U.S. public firms from 2019–2025, I classified 138 companies as having material crypto exposure if cryptocurrency comprised more than 0.01 percent of total assets, which was manually calculated. Of these firms, 67 were exposed to the rule change (under GAAP), 66 were not, and 5 were excluded from final calculations due to a lack of relevant information.

Results showed statistically significant effects …

Impact Of Attention And Yield Curve On Term Structure Of Equity, Matthew C. Aved

CMC Senior Theses

This paper examines the term structure of equity and specifically focuses on the impact of term spread and market attention. The paper builds on prior work that developed the concept by adding behavioral explanations for differences between the short-term and long-term returns while also attempting to link the term structure of equity and the bond yield curve. The study examines these influences by running t-tests and regressions on dividend strip and S&P 500 return data (1996-2017) and attention data collected by Bloomberg (2010-2017). The results provide some insight into how these variables influence short-term and long-term returns; however, limited instances …

Attention And Technical Analysis: State‑Dependent Predictability Of Cnn‑Based Stock Return Forecasts, Crystal Y. Ma

CMC Senior Theses

This thesis studies how investor attention around Federal Open Market Committee (FOMC) announcements affects cross-sectional return predictability measured by a convolutional neural network (CNN) trained on price charts. I replicate Jiang, Kelly, and Xiu’s (2023) image-based CNN using 20-day OHLCV “price images,” train it on U.S. equities from 1993–2000, freeze the model, and apply it out of sample to 2001–2024 CRSP data. The CNN assigns each stock a weekly probability of outperforming which is then sorted into deciles that form high–minus–low (H–L) long–short portfolios at horizons of 1 to 10 trading days. For matched non-FOMC (control) weeks, the equal-weighted CNN …

Investor Reactions To Clinical Trial Outcomes: Interpreting Impacts Using Ai-Based Measures Of Investor Sentiment, Sofia K. Weinstein

CMC Senior Theses

This thesis examines how investors react to biotechnology firms’ clinical trial announcements and whether artificial intelligence (AI) can enhance our understanding of those market reactions. Using a representative sample of 95 firm-event observations between 2014 and 2025, the study measures cumulative abnormal returns (CARs) surrounding clinical readouts, regulatory decisions, and partnership disclosures. Event-study regressions test for heterogeneity across trial phase, therapeutic area, and textual sentiment derived from company press releases. Consistent with expectations, later-phase trials, particularly Phase II and III, produce stronger short-term abnormal returns. However, categorical variables such as phase or therapeutic area explain little of the total variation …

Psychological Distance And Auditor Assessment Of The Severity Of An Internal Control Deficiency, Scott C. Jackson, John D. Keyser, Douglas F. Prawitt

Faculty Publications

Auditors often underestimate the severity of internal control deficiencies, particularly when associated misstatements are immaterial. We find that auditors are more likely to correctly classify a material weakness when no misstatement information is provided than when misstatement information is available, and that this finding may unconsciously arise from auditors’ construal level in judging control deficiency severity. Through a series of experiments, we manipulate misstatement information related to an internal control deficiency designed to represent a material weakness. We hold the size of potential misstatement constant and find that auditors and graduate auditing students are less likely to correctly assess the …

Happy New Year To You And Your Team!, Kyle Katynski Dds

Journal of the Macomb Dental Society

This article features a monthly column from the Macomb Dental Society President, Dr. Kyle Katynski. This month Dr. Katynski discusses reoccurring themes from 2025, such as simplifying, and lessons from the past year.

Daniel Lee Goelzer [Inducted 2026], American Accounting Association

Accounting Hall of Fame Brochures

No abstract provided.

Richard Victor Alvarus Mattessich [Inducted 2026], American Accounting Association

Accounting Hall of Fame Brochures

No abstract provided.

Rewards That Resonate- How Incentivized Online Reviews Shape Customer Loyalty And Review Outcomes, Sameeha Khizindar

Marketing Dissertations

In today’s competitive marketplace, online reviews have become a central feature of consumer decision-making and business strategy. Research consistently documents that online reviews have a positive impact on outcomes such as review volume and product sales, underscoring their critical role in shaping firm performance. However, the majority of consumers do not voluntarily write reviews, posing a challenge for companies that rely on user-generated content. To address this issue, companies often offer incentives to motivate customers to write reviews. Despite their widespread use, research on their impact remains limited. This dissertation is comprised of two essays that examine the impact of …