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2021

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Full-Text Articles in Business

Applying Singapore Airline’S Human Resource Management Strategy For Service Excellence At Pakistan International Airline, Abdul Basit Sami Shaikh, Fahad Habib, Muhammad Zulfiqar Hadi, Osama Ahmed Jan 2021

Applying Singapore Airline’S Human Resource Management Strategy For Service Excellence At Pakistan International Airline, Abdul Basit Sami Shaikh, Fahad Habib, Muhammad Zulfiqar Hadi, Osama Ahmed

MBA Research Projects

The purpose of the study was to develop human resource management strategy for service excellence at Pakistan International Airline (PIA). We studied HRM strategy of various airlines and chose Singapore International Airline’s (SIA) HRM strategy due to in depth study by researchers for over ten years. Further, the similarities between PIA and SIA as both are state owned and both of their states got freed from British rule.

Through our secondary research and literature review, we learned that SIA’s HRM strategy stands on five cornerstones 1) Stringent Recruitment & Selection 2) Training & Retraining 3) High performance Service Delivery Teams …


Because You’Re Worth The Risks: Acts Of Oppositional Courage As Symbolic Messages Of Relational Value To Transgender Employees, Christian Thoroughgood, Katina Sawyer, Jennica R. Webster Jan 2021

Because You’Re Worth The Risks: Acts Of Oppositional Courage As Symbolic Messages Of Relational Value To Transgender Employees, Christian Thoroughgood, Katina Sawyer, Jennica R. Webster

Management Faculty Research and Publications

Achieving greater social equity in organizations often depends on majority members taking risks to challenge the status quo on behalf of their colleagues with stigmatized identities. But, how do employees enact courageous behavior in this regard, and what are the social implications of these courageous acts on stigmatized group members who witness them at work? To begin examining these questions, we conducted 4 studies using qualitative and quantitative data collected from 428 transgender employees. Drawing on the core principles of sociometer theory, we argue that these acts of oppositional courage serve an important symbolic function in the eyes of transgender …


Option Implied Volatility's Predictability On Monthly Stock Returns, Hung T. Dao Jan 2021

Option Implied Volatility's Predictability On Monthly Stock Returns, Hung T. Dao

Senior Independent Study Theses

Since the trading of options is based on underlying stocks, it is reasonable to assume that information from the options market can be used to explain the returns in the stock market. Our independent study investigates the relationship between options implied volatility and stock returns. Previous studies have found significant results in using implied volatility in predicting stock returns. This paper provides a discussion of such studies, the theoretical framework for the research topic, and the Black-Scholes model, which is famous for its application in implied volatility calculation. Monthly returns of 20 large US firms are regressed against implied volatility …


Market Structure And Quality Of Service: Investigating Oligopolies And The Quality Of Nursing Home Care In California During The Covid-19 Pandemic, Tessa Ireton Jan 2021

Market Structure And Quality Of Service: Investigating Oligopolies And The Quality Of Nursing Home Care In California During The Covid-19 Pandemic, Tessa Ireton

Senior Independent Study Theses

Quality-of-service outcomes in nursing homes are of great social and human importance. However, especially during the COVID-19 pandemic, consistently maintaining markets with high quality care has been a pervading issue in the American nursing home industry. Furthermore, the industry is strongly characterized by oligopolies, a market structure that literature indicates may be less compatible with quality service than competitive markets. With this paper, I aim to investigate the possible intersection of oligopolist market structures and the quality of nursing home care during the COVID-19 pandemic. I start by describing quality of care in nursing homes, particularly during the COVID-19 pandemic, …


The Effect Of Servant Leadership On Nonprofit Workplace Conflict, Lorena M. Freeborough Jan 2021

The Effect Of Servant Leadership On Nonprofit Workplace Conflict, Lorena M. Freeborough

Electronic Theses and Dissertations

Workplace conflict depletes nonprofit organizations of valuable time and energy. Organizations spend millions of dollars because of the financial and human cost of unresolved interpersonal conflict in the workplace that stem from ineffective leadership behaviors. A leader’s ineffective behaviors have been linked to the organizational pressures that can cause and spread counterproductive workplace behavior, which results in interpersonal conflict and great financial cost. The purpose of this quantitative correlational study was to determine the relationship between servant leadership behaviors and interpersonal workplace conflict in nonprofit organizational settings in the United States. Specifically, the intended goal of this research was to …


A Megastudy Of Text-Based Nudges Encouraging Patients To Get Vaccinated At An Upcoming Doctor’S Appointment, Katherine L. Milkman, Mitesh S. Patel, Linnea Gandhi, Heather N. Graci, Dena M. Gromet, Hung Ho, Brigitte C. Madrian Jan 2021

A Megastudy Of Text-Based Nudges Encouraging Patients To Get Vaccinated At An Upcoming Doctor’S Appointment, Katherine L. Milkman, Mitesh S. Patel, Linnea Gandhi, Heather N. Graci, Dena M. Gromet, Hung Ho, Brigitte C. Madrian

Faculty Publications

Many Americans fail to get life-saving vaccines each year, and the availability of a vaccine for COVID-19 makes the challenge of encouraging vaccination more urgent than ever. We present a large field experiment (N = 47,306) testing 19 nudges delivered to patients via text message and designed to boost adoption of the influenza vaccine. Our findings suggest that text messages sent prior to a primary care visit can boost vaccination rates by an average of 5%. Overall, interventions performed better when they were 1) framed as reminders to get flu shots that were already reserved for the patient and 2) …


Models Behaving Badly: The Limits Of Data-Driven Lending, Itzhak Ben-David, Mark J. Johnson, René M. Stulz Jan 2021

Models Behaving Badly: The Limits Of Data-Driven Lending, Itzhak Ben-David, Mark J. Johnson, René M. Stulz

Faculty Publications

Data-driven lending relies on the calibration of models using training periods. We find that this type of lending is not resilient in the presence of economic conditions that are materially different from those experienced during the training period. Using data from a small business fintech lending platform, we document that the small business credit supply collapsed during the COVID-19 crisis of March 2020 even though the demand for loans doubled relative to pre-pandemic levels. As the month progressed, most lenders significantly reduced or halted their lending activities, likely due to the heightened risk of model miscalibration under the new economic …


Marketplace Lending: Matching Small Businesses With Specialized Fintech Lenders, Mark J. Johnson Jan 2021

Marketplace Lending: Matching Small Businesses With Specialized Fintech Lenders, Mark J. Johnson

Faculty Publications

Fintech promises improvements in access to credit for small businesses through more efficient search and better pricing. Using novel data from a marketplace platform of 115,000 loan offers from 46 online lenders I show that the primary contribution of fintech is not in precisely measuring and pricing risk, but rather in facilitating search between small firms and preferred-habitat lenders. Loan rate offers are largely unexplained by firm characteristics and differ substantially even for the same applicant. The dispersion in offers is largely explained by the fact that lenders have preferred habitats -- lending to borrowers of certain risk types and …


Is 2020: Developing An Acm/Ais Information Systems Model Curriculum For Undergraduate Programs, Paul M. Leidig, Hannu Salmela, Greg Anderson, Jeff Babb, Lesley Gardner, Jay F. Nunamaker Jr., Brenda Scholtz, Venky Shankararaman, Raja Sooriamurthi, Mark Thouin, Carina De Villiers Jan 2021

Is 2020: Developing An Acm/Ais Information Systems Model Curriculum For Undergraduate Programs, Paul M. Leidig, Hannu Salmela, Greg Anderson, Jeff Babb, Lesley Gardner, Jay F. Nunamaker Jr., Brenda Scholtz, Venky Shankararaman, Raja Sooriamurthi, Mark Thouin, Carina De Villiers

Faculty Publications

The Association of Computing Machinery (ACM) and the Association for Information Systems (AIS) engaged in a project to revise the Information Systems Curriculum. The IS2010 model curriculum has been widely used for nearly a decade. However, its value may be decreasing as new approaches to model curricula have been introduced. The AIS and ACM established an exploratory taskforce which found there have been substantial changes in the IS field, and that current graduates’ technical skills do not appear to meet industry needs. The IS discipline must express its core in terms of a standard curriculum that meet stakeholder demands. A …


Bolstering Creativity Willingness Through Digital Task Interdependence, Disruptive And Smart Hrm Technologies, Samuel Ogbeibu, Vijay Pereira, Jude Emelifeonwu, James Gaskin Jan 2021

Bolstering Creativity Willingness Through Digital Task Interdependence, Disruptive And Smart Hrm Technologies, Samuel Ogbeibu, Vijay Pereira, Jude Emelifeonwu, James Gaskin

Faculty Publications

To sustain competitive advantage, employees must be willing to generate and pursue creative ideas. Sustaining competitive advantage in this way, can put organizational leaders under pressure to ensure smart human resource management technology (SHRMT) is effectively used to drive the exchange of creative ideas in work teams. Though collective creative idea generation could increase task interdependence between teams, we argue that this does not sufficiently guarantee “willingness” to exert increased creative behaviour, especially under disruptive technological conditions. Our study employed a cross-sectional (time lag) survey design with 396 respondents from 56 manufacturing organisations in Nigeria. We utilised partial least squares …


The Effects Of High Estimate Uncertainty In Auditor Negligence Litigation*, Jeffrey Pickerd, M. David Piercey Jan 2021

The Effects Of High Estimate Uncertainty In Auditor Negligence Litigation*, Jeffrey Pickerd, M. David Piercey

Faculty Publications

We examine how jurors’ negligence judgments and attorneys’ out-of-court settlements are differently impacted by two features of a materially misstated accounting estimate—the amount of estimate uncertainty and whether the misstated account is disaggregated into its own line-item or aggregated with other accounts into a single financial statement line-item. We predict and find that jurors and attorneys react to estimate uncertainty in opposite directions under common conditions. This finding is important because when jurors’ judgments and attorneys’ settlements differ, research into juror judgments alone may not capture a complete picture of auditor liability because the vast majority of audit litigation is …


Accruals Earnings Management Proxies: Prudent Business Decisions Or Earnings Manipulation?, Theodore E. Christensen, Adrienna Huffman, Melissa F. Lewis-Western, Rachel Scott Jan 2021

Accruals Earnings Management Proxies: Prudent Business Decisions Or Earnings Manipulation?, Theodore E. Christensen, Adrienna Huffman, Melissa F. Lewis-Western, Rachel Scott

Faculty Publications

Over the last 5 years, the top accounting journals have published 388 articles that incorporate an empirical proxy for accruals-based earnings management. Researchers use these proxies to measure diverse managerial activities that represent fundamentally different constructs (from beneficial earnings management at one end of the spectrum to earnings manipulation at the other). We present a simple framework that defines the specific construct of “earnings manipulation” and places it within the context of the broader concept of “earnings management.” At the construct level, one distinguishing characteristic of earnings manipulation is that accruals reversals cause future earnings to be lower than earnings …


How Has The Change In The Way Auditors Determine The Audit Report Date Changed The Meaning Of The Audit Report Date? Implications For Academic Research, Steven M. Glover, James C. Hansen, Timothy Seidel Jan 2021

How Has The Change In The Way Auditors Determine The Audit Report Date Changed The Meaning Of The Audit Report Date? Implications For Academic Research, Steven M. Glover, James C. Hansen, Timothy Seidel

Faculty Publications

Archival research in accounting often relies on the audit report date to capture the constructs of audit efficiency, audit timeliness, audit effort, or audit completion. Auditors’ view of what constitutes sufficient appropriate evidence to support the audit opinion, and consequently the date of the audit report, previously coincided with the substantial completion of audit fieldwork, which would be days or weeks before a 10-K filing. However, this view has shifted to coincide with the timing of the public issuance of clients’ financial statements (i.e., the 10-K filing date) following several regulatory actions, audit practice changes, and professional standard setting changes …


Determinants And Consequences Of Noncompliance With The 2013 Coso Framework, Kunsu Park, Juan Qin, Timothy Seidel, Jian Zhou Jan 2021

Determinants And Consequences Of Noncompliance With The 2013 Coso Framework, Kunsu Park, Juan Qin, Timothy Seidel, Jian Zhou

Faculty Publications

The Securities and Exchange Commission (SEC) requires firms to use a ‘‘suitable framework” as a basis for evaluating the effectiveness of internal control over financial reporting. The COSO 1992 framework was the most commonly used suitable framework until it was superseded by the COSO 2013 framework. Because strict compliance with the updated framework was not enforced by regulatory authorities, a nontrivial number of firms did not comply in a timely fashion. We investigate determinants and consequences of noncompliance with the COSO 2013 framework following the supersession of the COSO 1992 framework. We find that noncompliance is positively associated with proxies …


Prior Audit Experience And Cfo Financial Reporting Aggressiveness, Eric R. Condie, Kara M. Obermire, Timothy Seidel, Michael S. Wilkins Jan 2021

Prior Audit Experience And Cfo Financial Reporting Aggressiveness, Eric R. Condie, Kara M. Obermire, Timothy Seidel, Michael S. Wilkins

Faculty Publications

In this study, we investigate the financial reporting behavior of chief financial officers (CFOs) with significant prior audit experience. Our tests indicate that, on average, CFOs who were former audit managers or partners report less aggressively than CFOs without prior audit experience. Thus, the mindset that auditors develop during their time in public accounting – which should value objective, transparent, and conservative financial reporting – appears to persist when auditors take high-level positions in industry. However, we also find that the reporting behavior of prior-auditor CFOs becomes more aggressive over time as the salience of their audit experience decays. Further, …


Perceptions Of Tone At The Top From The Inside: Insights Into Audit Pricing, Jace Garrett, Rani Hoitash, Douglas F. Prawitt Jan 2021

Perceptions Of Tone At The Top From The Inside: Insights Into Audit Pricing, Jace Garrett, Rani Hoitash, Douglas F. Prawitt

Faculty Publications

Tone at the top plays an important role in entities’ internal control over financial reporting (ICFR) and in auditors’ planning and risk assessment decisions. Using a novel measure based on employee perceptions, we find that strong tone at the top is associated with reduced audit pricing and that this relation holds even for firms that report effective ICFR. This relation is stronger when employees’ tone perceptions are more consistent throughout the organization, when accounting is more complex, and when earnings manipulation risk is higher. We also find that strong tone is negatively associated with the incidence of reported material weaknesses …


Issues Related To The Assessment Of The Effectiveness Of Management Review Controls: Roundtable Summary, Douglas F. Prawitt Jan 2021

Issues Related To The Assessment Of The Effectiveness Of Management Review Controls: Roundtable Summary, Douglas F. Prawitt

Faculty Publications

The Center for Audit Quality and the Financial Education & Research Foundation(FERF) of Financial Executives International (FEI) commissioned John Fogarty, Mark Beasley and Doug Prawitt to conduct an independent qualitative research study on Internal Control over Financial Reporting (ICFR) management review controls (MRCs), Perspectives on Management Review Controls: Challenges and Solutions (the Research Report). The research focused on subjective, judgmentbased MRCs. Through a series of detailed, semistructured interviews with preparers – in particular the control owners and control performers – the researchers gathered perspectives on how management determines what constitutes effective design, precision, implementation, execution and documentation of MRCs. The …


Mental Health Benefits Of Nature-Based Recreation: A Systematic Review, Nancy Qwynne Lackey, Deborah A. Tysor, G. David Mcnay, Leah Joyner, Kensey H. Baker, Camilla Hodge Jan 2021

Mental Health Benefits Of Nature-Based Recreation: A Systematic Review, Nancy Qwynne Lackey, Deborah A. Tysor, G. David Mcnay, Leah Joyner, Kensey H. Baker, Camilla Hodge

Faculty Publications

The demand for mental health services around the world has risen dramatically. Many researchers and practitioners are looking for alternative mental health treatments, including nature-based recreation. However, reviews examining nature-based recreation’s therapeutic effectiveness are limited. The purpose of this study was to conduct a systematic review of available research regarding the potential mental-health benefits of nature-based recreation. Following the preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) guidelines, a global standard established to ensure consistency and quality in literature reviews, a systematic search generated 51 articles for review. Most articles (n = 46, 90%) observed at least one …


Archival Evidence On The Audit Process: Determinants And Consequences Of Interim Effort*, Brant E. Christensen, Nathan J. Newton, Michael S. Wilkins Jan 2021

Archival Evidence On The Audit Process: Determinants And Consequences Of Interim Effort*, Brant E. Christensen, Nathan J. Newton, Michael S. Wilkins

Faculty Publications

Using proprietary data from a global accounting firm, we investigate the determinants of auditors’ interim effort as well as the impact of interim effort on audit quality, client disclosure timeliness, audit hours, and audit fees. Public statements from accounting firms and regulators suggest various benefits from accelerating auditor effort, but these claims remain largely untested. We find that interim effort is higher for large, complex clients that require integrated audits of both financial statements and internal control over financial reporting. With respect to consequences, we find that allocating relatively more work to the interim period is associated with a reduced …


Surrogation Fundamentals: Measurement And Cognition, Paul Black, Thomas Meservy, William B. Tayler, Jeffrey O. Williams Jan 2021

Surrogation Fundamentals: Measurement And Cognition, Paul Black, Thomas Meservy, William B. Tayler, Jeffrey O. Williams

Faculty Publications

Measurement is a fundamental part of accounting. A primary purpose of measurement is to provide more concrete representations of abstract strategic objectives. A potential consequence of using measures to proxy for less-tangible strategic constructs is the tendency for managers to fall prey to surrogation, losing sight of strategic constructs and behaving as though measures are the constructs of interest. We show that surrogation is a nonconscious process. We also extend understanding of the conditions necessary for surrogation to occur by showing that mere awareness of measurement (even absent compensation) is sufficient to induce surrogation. These findings have implications for any …


New Frontiers For Internal Audit Research, Margaret H. Christ, Marc Eulerich, Ronja Krane, David A. Wood Jan 2021

New Frontiers For Internal Audit Research, Margaret H. Christ, Marc Eulerich, Ronja Krane, David A. Wood

Faculty Publications

Internal audit provides useful and valuable services to organizations and research has established its importance in improving corporate governance. However, the body of internal audit research is still small. Further, there are many new and emerging topics for which little is known and practitioners would like guidance. Based on surveys, interviews, and discussions with practitioners, we identify three broad areas for additional research: information technology, staffing and personnel development, and agile auditing. In each area, we describe the current practices and discuss the relevant accounting literature, noting gaps where additional inquiry is needed. We also provide a list of testable …


Internal Audit Stigma Impairs Internal Audit Outcomes, Marc Eulerich, Joleen Kremin, K. Kelli Saunders, David A. Wood Jan 2021

Internal Audit Stigma Impairs Internal Audit Outcomes, Marc Eulerich, Joleen Kremin, K. Kelli Saunders, David A. Wood

Faculty Publications

Prior research finds that the internal audit function (IAF) plays a critical role in organizations, yet there is still a stigma toward the profession. We examine how this stigma affects internal audit outcomes, using three different data sources: survey results from parts of Europe and the United States and an experiment. We find that when practicing internal auditors in parts of Europe and the U.S. believe there is a negative stigma about internal auditing, they report negative work outcomes, including less ability to add value, less influence in the organization, more resistance to implementing their recommendations, and more pressure to …


The Effects Of Pornography On Unethical Behavior In Business, Nathan W. Mecham, Melissa F. Lewis-Western, David A. Wood Jan 2021

The Effects Of Pornography On Unethical Behavior In Business, Nathan W. Mecham, Melissa F. Lewis-Western, David A. Wood

Faculty Publications

Pornography is no longer an activity confined to a small group of individuals or the privacy of one’s home. Rather, it has permeated modern culture, including the work environment. Given the pervasive nature of pornography, we study how viewing pornography affects unethical behavior at work. Using survey data from a sample that approximates a nationally representative sample in terms of demographics, we find a positive correlation between viewing pornography and intended unethical behavior. We then conduct an experiment to provide causal evidence. The experiment confirms the survey—consuming pornography causes individuals to be less ethical. We find that this relationship is …


Implicit Attitudes And U.S. Tax Professionals’ Reliance On Offshore Tax Professionals’ Recommendations, Brian C. Spilker, Bryan W. Stewart, David A. Wood Jan 2021

Implicit Attitudes And U.S. Tax Professionals’ Reliance On Offshore Tax Professionals’ Recommendations, Brian C. Spilker, Bryan W. Stewart, David A. Wood

Faculty Publications

Large accounting firms offshore a significant amount of tax work to professionals in India. Prior research suggests that individuals can have negative implicit attitudes toward people from different nationalities and that negative implicit attitudes can have undesired consequences. In this study, we measure a sample of U.S. tax professionals’ implicit attitudes toward Indian persons using an implicit association test (IAT) and assess whether the U.S. tax professionals respond differently to work produced by Indian versus U.S. tax professionals and whether implicit attitudes affect the U.S. professionals’ assessments of Indian tax professionals’ work product. We document that participants in our study …


Earnings Announcement Delays And Implications For The Auditor-Client Relationship, Kimball Chapman, Michael S. Drake, Joseph Schroeder, Timothy Seidel Jan 2021

Earnings Announcement Delays And Implications For The Auditor-Client Relationship, Kimball Chapman, Michael S. Drake, Joseph Schroeder, Timothy Seidel

Faculty Publications

We examine whether delays in the expected release of annual earnings have implications for the future auditor-client relationship. Managers have strong incentives to release earnings on schedule and auditors play an important role in helping their clients avoid costly earnings announcement delays. We find an increased likelihood of subsequent auditor-client realignments after earnings announcement delays. We further find that clients changing auditors realign with audit firms that better meet their earnings announcement timing demands without any evidence of a significant compromise to the reliability of the financial statement numbers in the earnings announcement. Our results help inform regulatory concerns about …


The Demand For Public Information By Local And Nonlocal Investors: Evidence From Investor-Level Data*, Travis Dyer Jan 2021

The Demand For Public Information By Local And Nonlocal Investors: Evidence From Investor-Level Data*, Travis Dyer

Faculty Publications

I examine the demand for public information by local and nonlocal investors. Using novel data on institutional investors' requests for financial information from the SEC, I document that investors acquire approximately 20% more financial information for their local investments. This pattern holds after controlling for investors’ 13(f) portfolio holdings. I further demonstrate that this pattern is concentrated in stocks eliciting behavioral biases as well as among investors with strong company relationships. Consistent with public information acquisition being more beneficial to local investors, I find that local investors exhibit both enhanced timeliness in acquiring public information and superior portfolio trading decisions …


Increasing Cybersecurity Career Interest Through Playable Case Studies, Justin Scott Giboney, Jason K. Mcdonald, Jonathan Balzotti, Derek L. Hansen, Desiree M. Winters, Elizabeth Bonsignore Jan 2021

Increasing Cybersecurity Career Interest Through Playable Case Studies, Justin Scott Giboney, Jason K. Mcdonald, Jonathan Balzotti, Derek L. Hansen, Desiree M. Winters, Elizabeth Bonsignore

Faculty Publications

In this paper we introduce an approach to cybersecurity education and helping students develop professional understanding in the form of a Playable Case Study (PCS), a form of educational simulation that draws on affordances of the broader educational simulation genre, case study instruction, and educational Alternate Reality Games (or ARGs). A PCS is an interactive simulation that allows students to “play” through an authentic scenario (case study) as a member of a professional team. We report our findings over a multi-year study of a PCS called Cybermatics, with data from 111 students from two different U.S. universities who interacted with …


A Computational Simulation-Based Framework For Estimating Potential Product Impact During Product Design, Christopher S. Mabey, Andrew G. Armstrong, Christopher A. Mattson, John L. Salmon, Nile W. Hatch, Eric C. Dahlin Jan 2021

A Computational Simulation-Based Framework For Estimating Potential Product Impact During Product Design, Christopher S. Mabey, Andrew G. Armstrong, Christopher A. Mattson, John L. Salmon, Nile W. Hatch, Eric C. Dahlin

Faculty Publications

The impact of engineered products is a topic of concern in society. Product impact may fall under the categories of economic, environmental or social impact, with the last category defined as the effect of a product on the day-to-day life of people. Design teams lack sufficient tools to estimate the social impact of products, and the combined impacts of economic, environmental and social impacts for the products they are designing. This paper aims to provide a framework for the estimation of product impact during product design. To estimate product impact, models of both the product and society are required. This …


Corporate Governance And Tax Avoidance: Evidence From Governance Reform, Jon Kerr, Richard Price, Francisco J. Román, Miles A. Romney Jan 2021

Corporate Governance And Tax Avoidance: Evidence From Governance Reform, Jon Kerr, Richard Price, Francisco J. Román, Miles A. Romney

Faculty Publications

Prior literature struggles to find evidence in U.S. settings to support the Desai and Dharmapala (2006) theory on how corporate governance affects tax avoidance. Most studies rely on equity incentive compensation as their governance proxy. We use a Mexican setting to examine this association and find firms with stronger governance engage in less tax avoidance. We rely on both a hand-collected governance index and governance reform to show improved corporate governance pushes tax avoidance toward a new equilibrium. Supplementary analyses show associations between governance and tax avoidance are greatest for tax-cost-sensitive familyowned firms and non-cross-listed firms with naturally weaker governance. …


Disclosure Sentiment: Machine Learning Vs Dictionary Methods, Richard Frankel, Jared Jennings, Joshua A. Lee Jan 2021

Disclosure Sentiment: Machine Learning Vs Dictionary Methods, Richard Frankel, Jared Jennings, Joshua A. Lee

Faculty Publications

We compare the ability of dictionary-based and machine-learning methods to capture disclosure sentiment at 10-K filing and conference call dates. Like Loughran and McDonald (2011), we use returns to assess sentiment. We find that measures based on machine learning offer a significant improvement in explanatory power over dictionary-based measures. Specifically, machine-learning measures explain returns at 10-K filing dates, while measures based on the Loughran and McDonald dictionary only explain returns at 10-K filing dates during the time period of their study. Moreover, at conference-call dates, machine-learning methods offer an improvement over the Loughran and McDonald dictionary method of a greater …