Other Business Commons^™

Algorithmic Monocultures In Hiring, Rishi Bommasani, Sarah H. Bana, Kathleen A. Creel, Dan Saul Jurafsky, Percy Liang

Economics Faculty Articles and Research

Many employers screen job applicants with algorithms built by the same few algorithm vendors. We hypothesize that algorithmic monoculture leads to the same individuals and members of the same racial groups facing rejection. We acquire and analyze a novel dataset of 3 million applicants submitting 4 million applications where all the applications are screened by algorithms built by the same vendor. We find clear racial disparities in applicant outcomes. Of all applications submitted by Asian and Black applicants, 14.74% and 25.87% are submitted to positions that adversely impact Asian and Black applicants, respectively, according to U.S. employment discrimination standards. Individuals …

The Joy Of Shopping: Thrill Of The Treasure Hunt, Jane Gu, Cristina Nistor, Matthew Selove

Business Faculty Articles and Research

People sometimes enjoy the thrill of the hunt, which implies search can generate joy in addition to costs. Some customers say they enjoy searching for unique items such as vintage T-shirts and luxury handbags, and managers at warehouse stores, thrift stores, and many online selling platforms say they design their store format to offer a treasure hunt experience. We develop a model in which customers enjoy searching for a treasure. Our model’s search utility function includes a term based on the treasure’s net value, a term based on the instantaneous likelihood of discovering treasure, and a constant term reflecting other …

Re-Thinking The Composition Of The Business School Faculty, Michael A. Carrillo, Arthur Kraft, John Kraft

Business Faculty Articles and Research

Since the 1990s, the faculty of U.S. colleges and universities has shifted from a workforce dominated by full-time tenured and tenure-track positions to one in which contingent appointments predominate. According to the American Association of University Professors, contingent faculty grew from about 47 percent of the national workforce in 1987 to roughly two- thirds by 2021 (AAUP, 2023). Business schools faced the same pressures, including cost constraints, a shortage of doctorally qualified faculty, ranking competition, and revised accreditation standards, but they responded differently. Drawing on two decades of faculty data from 180 AACSB-accredited business schools and a subsample of 54 …

How Organizational Characteristics Influence The Choice Of Performance Measures: A Large-Scale Empirical Study, Ravi Kathuria, Lorenzo Lucianetti

Business Faculty Articles and Research

Despite the growing emphasis on performance measurement, empirical evidence linking the selection of performance measures to distinct organizational characteristics remains limited. Moreover, practical guidance on selecting appropriate performance measures for different organizational contexts is often ambiguous or absent. This study addresses these gaps through a large-scale empirical analysis of 372 organizations across diverse industry sectors. It provides validation for the hypothesized contingency effects of various organizational characteristics—such as size, structure, and global exposure—on performance measurement choices. The findings support our contention that no single performance measure is universally optimal; rather, the suitability of specific measures depends on the organization’s contextual …

When Does The Tick Size Help Or Harm Market Quality? Evidence From The Tick Size Pilot, Yashar H. Barardehi, Peter Dixon, Qiyu Liu, Ariel Lohr

Business Faculty Articles and Research

Tick sizes affect market quality through a tradeoff between pricing fidelity and undercutting. The U.S. Tick Size Pilot (TSP), which raised the minimum tick from 1¢ to 5¢, provides a natural experiment to study this tradeoff. We find that the TSP harmed liquidity for stocks with spreads below 10¢ but improved liquidity for stocks with spreads above 15¢. These opposing effects explain the mixed results across prior studies which pool together stocks with very different prevailing spreads. We recommend researchers using the TSP for causal inference should, at minimum, split samples at 10¢-spreads to account for these heterogeneous liquidity effects.

Of Photographs, Souvenirs, And Ticket Stubs: When Do Consumers Desire Mementos During An Experience?, Charlene Chu, Suzanne B. Shu

Business Faculty Articles and Research

Consumers often desire mementos of their experiential consumption, as reflected in common behaviors such as taking photos during a special event, purchasing souvenirs while on vacation, or keeping ticket stubs from a concert, but when do consumers desire mementos during an experience? This research examines the timing of the desire for mementos during an experience, and the conditions and motivations that prompt those memento timing decisions. We propose that the approaching end of an experience increases feelings of sadness and thus the desire for mementos at that time. However, for experiences that are easily repeatable, the approaching end of an …

Bank Stocks And Roosevelt’S Bank Holiday, Marc Weidenmier, Angela Vossmeyer, Nathan Stella, Oncel Aldanmaz

Business Faculty Articles and Research

Roosevelt’s Bank Holiday in March 1933 aimed to halt bank runs and implement licensing for banks. Using a new hand-collected daily database, we examine how bank stocks and bond markets responded to this sweeping regulation. We find that New York City banks saw significant negative abnormal returns, while Chicago banks experienced positive returns, highlighting regional differences in perceptions of the policy. Corporate bond yields fell by 1.4 percentage points, lowering interest rates. Our findings show how markets reacted differently across regions and asset classes to this critical intervention.

Tale Or Reality About Two Asian Regions, Arthur Kraft, John Kraft

Business Faculty Books and Book Chapters

By 2024, South Asia will be the next region for economic growth. Reaching this expectation may be dependent on significant changes. In 1970, the per capita gross domestic product for the countries of South Asia and Southeast Asia was similar. Except for Singapore, the countries of Southeast Asia suffered from low levels of education, low participation of women in the workforce, poor infrastructure, low inward flows of FDI, and high barriers to trade. The Vietnam War encompassed Vietnam, Cambodia, and Laos. Indonesia was controlled by Suharto, and Burma (Myanmar) was among the poorest countries outside of sub-Saharan Africa. Fast forward …

Revisiting The U-Shaped Patterns In Volatility And Price Impacts: Novel Results Using Trade-Time Estimates, Yashar H. Barardehi, Dan Bernhardt

Business Faculty Articles and Research

When measured using trade-time aggregation, intraday patterns in trading activity remain U-shaped, but estimates of volatility and Kyle’s lambda fall sharply from open to close. U-shaped patterns in volatility and Kyle’s lambda found using commonly-used calendar-time aggregation reflect over-aggregation biases when trading activity is high as near the open and close. Indicative of imperfectly-competitive liquidity provision, trade-time aggregation also reveals that in active markets, expected trade imbalances are positively priced and unexpected trade imbalances are more strongly priced when they share the sign of expected imbalances, while in less active markets expected trade imbalances are negatively priced.

Institutional Liquidity Costs, Internalized Retail Trade Imbalances, And The Cross Section Of Stock Returns, Yashar H. Barardehi, Dan Bernhardt, Zhi Da, Mitch Warachka

Business Faculty Articles and Research

Order flow segmentation prevents direct interactions between U.S. retail and institutional investors. Using the imbalance in observable internalized retail trades, we show wholesalers use retail flow to provide liquidity to institutional investors, especially when liquidity is scarce. Our institutional liquidity cost () measures average absolute retail trade imbalances, positing that institutions holding stocks with greater such averages more often resort to the expensive wholesaler-provided liquidity. is correlated with expected institutional price impacts. Unlike existing illiquidity measures, has economically meaningful relations with institutional holding horizons and yields annualized liquidity premia of 2.7%–3.2% post-2010, even after excluding microcap stocks.

Buying From A Competitor: A Model Of Knowledge Spillover And Innovation, Dominique Lauga, Matthew Selove, Mohammad Zia

Business Faculty Articles and Research

Many firms buy a production input from a competitor. However, managers often worry that this supply relationship may give their competitor valuable knowledge about new product innovations. We develop a two-period model in which a firm can buy an input from a competitor or a third party in each period. In order to innovate, the firm must invest in improving the input, which results in its supplier learning to produce a higher quality input. We show that buying from the competitor: (i) increases short-term profits by softening price competition and (ii) may reduce long-term profits by preventing investment in innovation. …

Growth In The California Manufacturing Sector Moderates Further, Anderson Center For Economic Research

Anderson Center Press Releases

No abstract provided.

Course-Skill Atlas: A National Longitudinal Dataset Of Skills Taught In U.S. Higher Education Curricula, Alireza Javadian Sabet, Sarah H. Bana, Renzhe Yu, Morgan R. Frank

Economics Faculty Articles and Research

Higher education plays a critical role in driving an innovative economy by equipping students with knowledge and skills demanded by the workforce. While researchers and practitioners have developed data systems to track detailed occupational skills, such as those established by the U.S. Department of Labor (DOL), much less effort has been made to document which of these skills are being developed in higher education at a similar granularity. Here, we fill this gap by presenting Course-Skill Atlas – a longitudinal dataset of skills inferred from over three million course syllabi taught at nearly three thousand U.S. higher education institutions. To …

Growth In The California Manufacturing Sector Moderates, Anderson Center For Economic Research

Anderson Center Press Releases

No abstract provided.

Cross-Market Effects Of Consolidation: Evidence From Banking, Andrew Bird, Ding Du, Stephen A. Karolyi

Accounting Faculty Articles and Research

The U.S. banking sector had nearly 70% fewer banks in 2022 relative to 1989, primarily because of mergers. We develop a methodology to estimate cross-market spillover effects of bank mergers and test whether the operations of incumbents facing consolidating competitors in one market are affected in other markets. We find that nonmerging banks within a market that are one standard deviation more exposed to mergers in other markets increase deposits by 2.1% relative to their less exposed competitors. Our methodology may be applied elsewhere to assess the aggregate impacts of industry consolidation and illustrates challenges with product-based or geographic market …

Growth In The California Manufacturing Sector Accelerates, Anderson Center For Economic Research

Anderson Center Press Releases

No abstract provided.

Understanding Unique Employability Skill Sets Of Autistic Individuals: A Systematic Review, Amy Jane Griffiths, Rachel Torres, Raquel Delgado, Amy E. Hurley-Hanson, Cristina M. Giannantonio, Wallace Walrod, Zachary Maupin, John Brady

Education Faculty Articles and Research

In recent years, several publications and media outlets have highlighted how the skills and interests of autistic individuals may benefit organizations. However, there is scant empirical research on the topic. The present study's authors conducted a systematic review to find which potential employability skills, strengths, and interests of autistic individuals available research has highlighted. Data extraction methods identified 51 papers related to skills in this population. The skill sets autistic individuals may possess and the research behind these findings were organized, evaluated, and summarized. Based on these findings, investigators discuss implications for employment counseling and future research.

Limited Attention To Detail In Financial Markets: Evidence From Reduced-Form And Structural Estimation, Henrik Cronqvist, Tomislav Ladika, Elisa Pazaj, Zacharias Sautner

Business Faculty Articles and Research

We show that firm valuations fell after a key expense became more visible in financial statements. FAS 123-R required firms to deduct option compensation costs from earnings, instead of disclosing them in footnotes. Firms that granted high option pay experienced earnings reductions, while fundamentals remained unchanged. These firms were more likely to miss earnings forecasts, and they experienced recommendation downgrades and valuation declines. Our findings suggest that market participants exhibited limited attention to option costs before FAS 123-R. As we reuse the FAS 123-R natural experiment, we show how one can address confounding channels by integrating reduced-form and structural estimation.

Identifying Critical Employability Skills For Employment Success Of Autistic Individuals: A Content Analysis Of Job Postings, Amy Jane Griffiths, Amy E. Hurley-Hanson, Cristina M. Giannantonio, Angel Miles Nash, Wallace Walrod, Petersen Walrod, Rachel Torres, Raquel Delgado

Education Faculty Articles and Research

This study aimed to examine the literature on the skill sets of autistic individuals and determine how these skills align with current and projected future labour market needs. Based on a literature review, researchers identified the following skill categories common to autistic individuals: visual skills, attention to detail and systemizing composite skills. Researchers then gathered aggregated data on occupations and industries from over 90 state and federal sources in the United States. Next, they collected data on the most in-demand jobs, their industries and relevant skills by analysing hundreds of millions of online job postings. The results indicate the most …

Mexican Consumers' Attitudes Toward Irradiated And Imported Apples, André D. Murray, Rosa K. Gallardo, Anuradha Prakash

Food Science Faculty Articles and Research

This study centers on analyzing Mexican consumers' willingness to pay (WTP) for imported US fresh apples subjected to irradiation, contrasting it with the more prevalent postharvest chemical treatments. We collect data using a survey tool in Qualtrics designed to explore the impact of information dissemination through two distinct narrative styles: scientific and layman. The study uses a between-subjects approach and apply the propensity score matching to address potential confounding factors across respondents' samples. We apply the generalized multinomial logit models in WTP space, taking into consideration respondent's certainty when answering to the choice experiment questions. Our findings reveal that respondents …

Ceo Extraversion And The Cost Of Equity Capital, Biljana Adebambo, Robert M. Bowen, Shavin Malhotra, Pengcheng Zhu

Accounting Faculty Articles and Research

We examine whether CEO extraversion, an important personality trait associated with leadership, is associated with firms' expected cost of equity capital. We measure CEO extraversion using CEOs' speech patterns during the unscripted portion of conference calls. After controlling for multiple CEO and firm-specific variables, we find a strong positive incremental association between CEO extraversion and firms' expected cost of capital. Moreover, cost of equity increases when a more extraverted CEO replaces a less extraverted CEO. In addition, we find that firms with relatively extraverted CEOs take more risk and exhibit lower credit ratings, which is associated with higher cost of …

Higher Growth In The California Manufacturing Sector To Start The 2024 Year, Anderson Center For Economic Research

Anderson Center Press Releases

No abstract provided.

The California Manufacturing Sector Stays On A Growth Path, Anderson Center For Economic Research

Anderson Center Press Releases

No abstract provided.

Blockholder Mutual Fund Participation In Private In-House Meetings, Robert Bowen, Shantanu Dutta, Songlian Tang, Pengcheng Zhu

Accounting Faculty Articles and Research

The Shenzhen Stock Exchange (SZSE) in China is unique worldwide in requiring disclosure of the timing, participants, and selected content of private in-house meetings between firm managers and outsider investors. We investigate whether these private meetings benefit hosting firms and their major outside institutional investors—blockholder mutual funds (i.e., funds with ownership ≥5%). Using a large data set of SZSE firms, we find that blockholder mutual funds have more access to private in-house meetings, and top management is more likely to be present, especially when a meeting is associated with negative news. Furthermore, when blockholder mutual funds attend negative-news meetings with …

The Information In Industry-Neutral Self-Financed Trades, Yashar H. Barardehi, Zhi Da, Mitch Warachka

Business Faculty Articles and Research

We identify Industry-Neutral Self-Financed Informed Trading (INSFIT) as stock trades financed by offsetting, equivalent dollar-denominated stock trades in the same industry. Approximately 37% of short-term mutual fund trading profits can be attributed to these trade pairs. Consistent with informed trading, INSFIT precedes unusually high media coverage for the underlying stocks. The trades underlying INSFIT are also larger as the release of stock-level news becomes more imminent. Both relative valuation and the hedging of industry exposure motivate INSFIT’s industry neutrality. While INSFIT positively impacts fund performance, active fund managers who execute INSFIT more aggressively obtain smaller trading profits per execution.

Explainable Ai Helps Bridge The Ai Skills Gap: Evidence From A Large Bank, Selina Carter, Jonathan Hersh

Economics Faculty Articles and Research

Advances in machine learning have created an “AI skills gap” both across and within firms. As AI becomes embedded in firm processes, it is unknown how this will impact the digital divide between workers with and without AI skills. In this paper we ask whether managers trust AI to predict consequential events, what manager characteristics are associated with increasing trust in AI predictions, and whether explainable AI (XAI) affects users’ trust in AI predictions. Partnering with a large bank, we generated AI predictions for whether a loan will be late in its final disbursement. We embedded these predictions into a …

Coming Out Ahead While Losing A Partner: The Thoroughbred Industry Stays On Course, Darcy Fudge Kamal, Cristina Nistor, Charu Sinha

Business Faculty Articles and Research

Purpose

In many industries, firms collaborate as business partners, which helps them achieve superior outcomes and ensure survival in a crisis. Business relationships help companies access limited resources, share information and build trust within the community. This paper aims to highlight the strategies that firms can use to adapt to the loss of a business partner.

Design/methodology/approach

This study considers qualitative examples from what happens when a business partner disappears in the Thoroughbred horse industry. The authors draw attention to several types of partner loss due to firm bankruptcy, owner death and strategic restructuring.

Findings

This paper proposes a framework …

Hidden Gems: Do Market Participants Respond To Performance Expectations Revealed In Compensation Disclosures?, C. Edward Fee, Zhi Li, Qiyuan Peng

Business Faculty Articles and Research

We find that a new compensation disclosure item on expected payouts from performance-based stock grants reveals unique information regarding future firm performance. Extracting inferred performance expectations from the disclosures, we find that firms disclosing the highest expected grant payout significantly outperform in ROA, Q, sales growth, and profit margin over the next two years, while those disclosing the lowest expected payout underperform. The embedded information is not captured by other information channels, such as managerial earnings guidance, 10-K sentiment, insider selling activities, unexplained CEO pay, and analyst forecasts. Investors and analysts do not fully incorporate the information and are later …

Savoring And The Experiential Advantage: Savoring Beliefs Determine Consumer Happiness From Experiential Versus Material Purchases, Charlene Chu

Business Faculty Articles and Research

Consumer research finds that people derive greater enduring happiness from discretionary spending on experiential purchases (events that they personally encounter or live through) than material purchases (tangible objects that can be obtained and kept in their possession). While research in this area has contributed to our understanding of this “experiential advantage” by examining the underlying psychology of this phenomenon, individual differences in the experiential advantage have received less attention. The present investigation examines whether individual differences in savoring capacity affect the subjective well-being that consumers derive from experiential vs. material purchases. This research finds that the self-rated ability to savor …

Under What Conditions, Corporate Social Responsibility Influence Firm Performance - The Mediating Role Of Brand Equity, Shahriar Gias, Kristopher Floyd

Business Faculty Articles and Research

Previous research has shown that the effects of CSR are controversial. In 2008, an article in Forbes indicated that CSR offered no real competitive advantage for a firm. This article intimated that very few people know or even care about CSR and that as always, most products continue to be purchased based on quality or price and yet, many companies continue to increase their CSR programs and reach (Vogel, 2008). CSR continues to be a hot topic in the corporate world. Many companies are increasingly creating programs to show how socially responsible they are. However, the results of these programs …