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Full-Text Articles in Entire DC Network
Technology As The Sovereign: A Dual-Path Model Of Managers’ Prioritization Of Technical Tasks, Hesheng Huang
Technology As The Sovereign: A Dual-Path Model Of Managers’ Prioritization Of Technical Tasks, Hesheng Huang
Dissertations and Theses Collection (Open Access)
Competitive pressures challenge managers to navigate a multitude of responsibilities. On the basis of Vancouver and colleagues’ (Vancouver et al., 2010; Ballard et al., 2016) multiple-task pursuit framework, Sherf, Venkataramani, and Gejendran (2019) theorized that when faced with competition between technical tasks (e.g., getting things done, meeting assigned goals, promoting quality or accuracy of work, satisfying customer demands, and fulfilling technical responsibilities) and justice tasks (e.g., evaluating employees’ performance, recognizing employees’ achievements, and allocating rewards), managers tend to prioritize technical tasks over justice tasks under high workload demands. On this basis, I aim to examine a model that encompasses the …
Investigating Esports Training And Performance: An Evaluation Of Research And Practice, Kalem Griffin
Investigating Esports Training And Performance: An Evaluation Of Research And Practice, Kalem Griffin
Undergraduate Honors Theses
This paper investigates performance and training in eSports. The guiding research question is: What does an investigation of the academic literature on esports performance and training reveal? Performance and training are significant areas of interest in esports, as they encompass a range of insights, challenges, and opportunities. While performance and training have been well researched and documented across the broader sport industry, insight and understanding into esports performance and training remain limited, despite their considerable impact and significance.
Much remains to be explored, discussed, and achieved regarding eSports performance and training. In this area, much is at stake in the …
Diverse Bodies, Inclusive Shopping? How Representation Of Body Diversity Shapes Consumer Experiences, Javier Alejandro Martinez
Diverse Bodies, Inclusive Shopping? How Representation Of Body Diversity Shapes Consumer Experiences, Javier Alejandro Martinez
2025 Fall Honors Capstones Projects - Archive
This systematic literature review aims to summarize the prior research on the impact of body diversity representation on consumer behaviors in the fashion retailing industry. Deriving from 30 peer-reviewed research articles, we explore how body diversity representation in advertisements and product assortment affects consumer self-evaluation, shopping behaviors, and the nuances within the luxury fashion sector. Consistent with self-congruence theory, findings show that diverse and natural model representation improves body image and purchase intentions. In contrast, idealized portrayals and limited size options reinforce exclusivity, deepen social divides, and harm the self-esteem of excluded consumers, a model that is utilized in luxury …
Legal Expertise And The Litigation Risk From Carbon Emissions, Mahmud Rahman
Legal Expertise And The Litigation Risk From Carbon Emissions, Mahmud Rahman
Accounting Dissertations - Archive
The increasing frequency of climate-related litigation presents significant risks for high-emitting firms, leading many to adopt strategies that reduce legal exposure and associated costs. General Counsel (GC), due to their legal expertise, are increasingly integrated into top management to help firms navigate this complex regulatory environment. Using an ordered logit model, this study finds that firms with higher greenhouse gas (GHG) emissions are more likely to have a GC to their executive team. The presence of a GC in top management leads to a lower likelihood of the firm being fined for violations as well as lower penalties of federal …
Upward Distortion And Organizational Culture, Benjamin Gellerman
Upward Distortion And Organizational Culture, Benjamin Gellerman
Dissertations and Theses
The “MUM effect," a social phenomenon in which people prefer to avoid sharing bad news, can cause “upward distortion,” as employees give incomplete information to their supervisors to avoid reprisal. Organizations require upward communication to transmit critical information, and disruptions to this process have implications for both workplace efficiency and job satisfaction. Strauss (2011) developed the Upward Communication Distortion Index (UCDI) to measure the propensity of individuals to distort upward organizational communication. The UCDI was compared with the subscales for LMX (leader-member exchange) and Locus of Control. This project analyzed upward distortion in American businesses, specifically how four different organizational …
“There Is No Fashion On A Dead Planet:”1 How A Mandatory Reporting Directive Shared By The Us And The Eu And Centered On Transparency Could Be The First Step To Increased Sustainability In The Fashion Industry, Adrienne Redman
Northwestern Journal of International Law & Business
The fashion industry hangs on self-expression and individualism, yet our methods of consumption and their resulting environmental impacts are far from an individualistic concern. This paper examines the global fashion industry’s substantial contribution to pollution, resource-depletion, and waste as evidence that the self-regulation model is insufficient to curb the environmental footprint of the industry. Self-regulation presumes that consumer awareness and the desire to purchase sustainably will be enough to limit the industry’s environmental impact. However, this presumption is undermined by a lack of standardized and enforceable regulations necessary for consumer-decision making. Instead, greenwashing and deceptive environmental claims have pervaded the …
Rural Hospital Closure And Medicaid Expansion, Jason White
Rural Hospital Closure And Medicaid Expansion, Jason White
Theses, Dissertations and Capstones
Introduction: In the United States, hospitals in rural areas have been under financial pressure and have been closing at an increasing rate. This reduces access to care for rural citizens. The Affordable Care Act of 2010 was passed in order to increase access to medical care, partially through an optional expansion of Medicaid coverage to a larger percentage of the population. As some states adopted the expansion and some states did not, an opportunity was created to examine the policy’s effect on rural hospital stability.
Purpose of the Study: This study was designed to examine the effect of …
Attracting Secondary Public School Teachers Through Servant Leadership In South Carolina, Chetara Lee
Attracting Secondary Public School Teachers Through Servant Leadership In South Carolina, Chetara Lee
Dissertations
This study investigated the impact servant leader administrators have on the recruitment of secondary public-school teachers in South Carolina. The purpose of this study was to identify effective servant leadership behaviors that align with teacher recruitment. This research sought to enhance the existing body of knowledge on servant leadership in education by offering a comprehensive understanding of how school leaders can recruit career changers as teachers by aligning their servant leadership behaviors with the motivations of prospective educators for transitioning into teaching.
This research assessed 16 secondary public-school teachers and 3 school district HR personnel employed within various school districts …
The Budget, Fiscal Year 2025-2026, Tennessee. Department Of Finance And Administration
The Budget, Fiscal Year 2025-2026, Tennessee. Department Of Finance And Administration
Budget Volume 1
This document is the final budget for the coming fiscal year.
The Causes And Impact Of Evictions In Southern Nevada, Mohit Pande
The Causes And Impact Of Evictions In Southern Nevada, Mohit Pande
Student Research
As the Southern Nevada region continues to quickly grow, evictions have become a structural feature of the region’s rental market. The region has one of the highest eviction filing rates in the country and this trend has continued to increase in the wake of the Covid-19 pandemic. This paper examines the availability of market-rate affordable housing and the expansion of subsidized affordable housing to understand how the local housing conditions contribute to the number of evictions in Southern Nevada. Additionally, the paper studies local legal processes, such as the summary eviction system and habitability procedures, to understand the relationship between …
Women's And Men's Authorship Experiences: A Prospective Meta Analysis, George C. Banks, Lisa M. Rasmussen, Scott Tonidandel, Jeffrey M. Pollack, Mary M. Hausfeld, Courtney Williams, Betsy H. Albritton, Joseph A. Allen, Nicolas Bastardoz, John H. Batchelor, Andrew A. Bennett, Roman Briker, Christopher M. Castille, Bart A. De Jong, Elise Demeter, Justin A. Desimone, James G. Field, Maria Figueroa-Armijos, M. Fernanda Garcia, William L. Gardner, J. Jeffrey Gish, Laura M. Giurge, Claudia N. Gonzalez-Brambila, M. Gloria González-Morales, Lorenz Graf-Vlachy, Roopak Kumar Gupta, Amanda S. Hinojosa, Zion Howard, Sven Kepes, Tine Köhler, Dejun Tony Kong, Markus Langer, Teng Lat Loi, Liam P. Maher, Chao Miao, Murad A. Mithani, Lakshmi Balachandran Nair, William G. Obenauer, Ernest H. O'Boyle, Jason R. Pierce, Deborah M. Powell, Roni Reiter-Palmon, Deborah E. Rupp, Srinivasan Tatachari, Jane S. Thomas, Tiia Vissak, Jako Volschenk, Chen Wang, Christopher E. Whelpley, Hans-Georg Wolff, Haley M. Woznyj, Tao Yang
Women's And Men's Authorship Experiences: A Prospective Meta Analysis, George C. Banks, Lisa M. Rasmussen, Scott Tonidandel, Jeffrey M. Pollack, Mary M. Hausfeld, Courtney Williams, Betsy H. Albritton, Joseph A. Allen, Nicolas Bastardoz, John H. Batchelor, Andrew A. Bennett, Roman Briker, Christopher M. Castille, Bart A. De Jong, Elise Demeter, Justin A. Desimone, James G. Field, Maria Figueroa-Armijos, M. Fernanda Garcia, William L. Gardner, J. Jeffrey Gish, Laura M. Giurge, Claudia N. Gonzalez-Brambila, M. Gloria González-Morales, Lorenz Graf-Vlachy, Roopak Kumar Gupta, Amanda S. Hinojosa, Zion Howard, Sven Kepes, Tine Köhler, Dejun Tony Kong, Markus Langer, Teng Lat Loi, Liam P. Maher, Chao Miao, Murad A. Mithani, Lakshmi Balachandran Nair, William G. Obenauer, Ernest H. O'Boyle, Jason R. Pierce, Deborah M. Powell, Roni Reiter-Palmon, Deborah E. Rupp, Srinivasan Tatachari, Jane S. Thomas, Tiia Vissak, Jako Volschenk, Chen Wang, Christopher E. Whelpley, Hans-Georg Wolff, Haley M. Woznyj, Tao Yang
Management Faculty Publications
The opaqueness of author naming and ordering, when coupled with power dynamics, can lead to a number of disadvantages in academic careers. In this commentary, we investigate gender differences in authorship experiences in a large prospective meta-analytic study (k = 46; n = 3,565; 12 countries). We find that women’s and men’s authorship experiences differ significantly with women reporting greater prevalence of problematic behaviors. We present seven actionable recommendations for improving the receipt and reporting of intellectual credit. Such actions are needed to ensure fairness in authorship, which is one of the most powerful factors in academics’ career outcomes.
Comparison Of The Effectiveness Of Preoperative Dexmedetomidine Nebulization Versus Lignocaine Nebulization In Attenuation Of Stress Response During Direct Laryngoscopy And Endotracheal Intubation In Elective Surgeries Under General Anaesthesia: A Randomised Control Study At A Tertiary Care Hospital, Mandya, Sumayya E., Kiran A V., Santhosh M C B., Shivakumar G
Comparison Of The Effectiveness Of Preoperative Dexmedetomidine Nebulization Versus Lignocaine Nebulization In Attenuation Of Stress Response During Direct Laryngoscopy And Endotracheal Intubation In Elective Surgeries Under General Anaesthesia: A Randomised Control Study At A Tertiary Care Hospital, Mandya, Sumayya E., Kiran A V., Santhosh M C B., Shivakumar G
Digital Journal of Clinical Medicine
Introduction: Direct laryngoscopy and tracheal intubation are known to provoke harmful stimuli that can lead to transient, unpredictable, and variable hemodynamic alterations, primarily due to heightened sympathoadrenal activity.1 Various pharmacological agents have been explored to mitigate this stress response; however, none have emerged as optimal.2
Aim: This study aims to compare the effects of nebulized dexmedetomidine in comparison to nebulized lignocaine on the hemodynamic stress response during direct laryngoscopy and tracheal intubation, including any adverse effects in patients undergoing general endotracheal anesthesia.
Materials and Methods: Informed consent was obtained from 60 patients aged 18 to …
Selling Trust: The Evolution Of Relationship Selling In The Investment Industry, Kaden N. Kroslak, Frederik Beuk
Selling Trust: The Evolution Of Relationship Selling In The Investment Industry, Kaden N. Kroslak, Frederik Beuk
Williams Honors College, Honors Research Projects
This honors research project examines how relationship selling in the investment industry, especially within registered investment advisory firms, has evolved over time. Advisor-client relationships are being shaped by technology, analytics, regulations, and a frenzy of information. This literature review explores whether the stated factors of technology, credibility, regulations, information access, and fiduciary duty, caused change in how investment advisors create, maintain, and grow client relationships within the context of trust. The project styling, in form of a literature review analyzes peer-reviewed studies on financial technology, artificial intelligence, psychological approaches, and regulatory systems. The outcome is a paper which helps fill …
The Impact Of Audit Quality On Earnings Management In Publicly Listed U.S. Companies, Blessing Chidiebere Uwakwe, James N. Mohs
The Impact Of Audit Quality On Earnings Management In Publicly Listed U.S. Companies, Blessing Chidiebere Uwakwe, James N. Mohs
Accounting Faculty Publications
This study examined the effect of Audit quality on Earnings management of publicly listed US companies. The dependent variable; Earnings management, was measured using discretionary accruals, while the Independent Variable; Audit quality, was proxied by factors Auditor size (Big Four), audit fees, and auditor tenure. The study adopted a quantitative research design to investigate the relationship between audit quality and earnings management. A sample of publicly listed U.S. companies was selected from the SandP 500 index, spanning a period of five years (e.g., 2018-2022). Financial data were sourced from publicly available databases such as SEC filings, annual reports, and audit …
Artificial Intelligence In Radiology, Olivia Sweeney
Artificial Intelligence In Radiology, Olivia Sweeney
Theses, Dissertations and Capstones
Introduction: Artificial intelligence (AI) has increasingly transformed radiologic practice by improving diagnostic accuracy, streamlining workflows, and reducing interpretation errors. As AI integration has expanded across imaging modalities, questions have emerged regarding its effectiveness compared to traditional radiologist-only interpretation.
Purpose of Study: The purpose of this study has been to evaluate the impact of AI-assisted radiology on diagnostic accuracy, efficiency, and error reduction, while also assessing clinician perceptions of AI as a collaborative tool in imaging analysis.
Methodology: This qualitative study has used a systematic review of peer-reviewed literature published between 2015 and 2025, following PRISMA guidelines, combined with an interview …
Adaptive Leadership In Hbcus: Navigating Hybrid Work Dynamics In A Post-Pandemic Era, Brittney A. Brooks
Adaptive Leadership In Hbcus: Navigating Hybrid Work Dynamics In A Post-Pandemic Era, Brittney A. Brooks
West Chester University Doctoral Projects
Leaders of Historically Black Colleges and Universities (HBCU) institutions influence retention rates of HBCU employees. An organization's culture determines the behavior of its employees. When assumptions regarding organizational structure were made, communication about the company's expectations was often ignored, leading to employees becoming accustomed to the culture and resistant to change. This mindset hindered HBCU growth and the willingness to address the urgency for policy revisions. As institutions continue to transition post-COVID, adjusting human resource policies at HBCUs to cater to the individual needs of these employees is needed to maintain retention.
This exploratory mixed-methods research study investigated leadership in …
W.O.R.K. Towards Inclusivity In Employment, Chloe N. Tinklepaugh
W.O.R.K. Towards Inclusivity In Employment, Chloe N. Tinklepaugh
Entry Level Occupational Therapy Doctoral Capstone Projects Class of 2025
W.O.R.K. Towards Inclusivity in Employment was a doctoral capstone project focused on promoting sustainable employment for neurodiverse individuals. Despite their capabilities, neurodivergent individuals often face barriers to employment due to employers’ misconceptions about their abilities (Bonaccio et al., 2020). This project addressed these challenges through three main components: researching employers’ perspectives, curriculum revision, and educating employers. For research, Luzerne and Lackawanna county employers were surveyed to assess their training, resources, and perspectives on neurodiversity in the workplace. Findings indicated that employers were open to receiving more education and training on how to support their employees, but they currently lack the …
Llm-Guided Multimodal Information Fusion With Hierarchical Spatio-Temporal Graph Network For Sentiment Analysis, Yujie Jin, Yong Wang, Yuzhe Wang, Qiyang Chen, Bin Hu, Yanling Han, Chaoyin Ma, Witold Pedrycz
Llm-Guided Multimodal Information Fusion With Hierarchical Spatio-Temporal Graph Network For Sentiment Analysis, Yujie Jin, Yong Wang, Yuzhe Wang, Qiyang Chen, Bin Hu, Yanling Han, Chaoyin Ma, Witold Pedrycz
Department of Information Management and Business Analytics Faculty Scholarship and Creative Works
Multimodal sentiment analysis aims to attain a precise comprehension of emotions by integrating complementary textual, visual, and audio information. However, issues such as sentiment discrepancies between modalities, ineffective integration of multi-modal information, and the intricacy of order dependency significantly constrain the models' efficacy. The authors propose an LLM-guided Hierarchical Spatio-Temporal Graph Network (L-HSTGN). By multimodal large model feature enhancement, bidirectional spatio-temporal joint modeling, and dynamic gate fusion mechanism, they effectively address the aforementioned problems. Firstly, they produce cross-modal emotion pseudo-labels based on the multimodal large model, and the single-modal representation was optimized by combining adversarial regularization. Secondly, they develop a …
Swosu Research And Scholarly Activity Fair 2025, Swosu Office Of Sponsored Programs
Swosu Research And Scholarly Activity Fair 2025, Swosu Office Of Sponsored Programs
SWOSU Research and Scholarly Activity Fair Programs
On behalf of the members of the University Research and Scholarly Activity Committee (USRAC) and the Office of Sponsored Programs (OSP) at Southwestern Oklahoma State University (SWOSU) — welcome to the Thirty-Third SWOSU Research and Scholarly Activity Fair!
This year’s event features 99 poster presentations and 9 oral presentations, showcasing the work of over 170 student and faculty researchers, writers, presenters, artists, collaborators, and faculty sponsors. These presentations represent a wide array of scholarly and academic activity from across SWOSU’s academic community, including the Departments of Art, Communication, and Theatre; Allied Health Sciences; Biological Sciences; Business; Chemistry & …
The Effect Of Inclusive Leadership By Pastoral Leaders On Catholic Parish Vitality, Matthew F. Manion
The Effect Of Inclusive Leadership By Pastoral Leaders On Catholic Parish Vitality, Matthew F. Manion
Dissertations
Catholic parish life in the United States has passed the point of decline where minor changes will enable it to grow again. Church leaders need a new missionary culture and outward-focused approaches to reach people today with the timeless truths of the faith. The old mindset of putting all the responsibility on the shoulders of the clergy to solve problems no longer works. Since heterogeneous groups make better decisions than homogeneous groups in complex, adaptive situations, this study explores the hypothesis that inclusive leadership by Catholic parish leaders leads to more innovation and better solutions to the challenges of church …
Exploring Leadership Through The Lenses Of Psychological Safety: Experiences From The Warehousing Industry, Francis V. Manigault
Exploring Leadership Through The Lenses Of Psychological Safety: Experiences From The Warehousing Industry, Francis V. Manigault
Dissertations
This qualitative phenomenological study explored how psychological safety is experienced and sustained in warehouse environments, particularly through leadership practices. The research focused on five central questions regarding how psychological safety is defined, the barriers to sustaining it, and the specific leadership behaviors that influence employee voice and workplace culture. Seven participants from warehousing operations across the southeastern United States were selected through purposive sampling. These individuals held leadership positions and had firsthand experience with efforts to promote psychological safety. Semi-structured interviews were conducted, and data were analyzed thematically using Colaizzi’s method. The study found that psychological safety in warehouse settings …
A Phenomenological Study Of Success Despite Barriers: How Leaders With Disabilities Experience Supervisory Leadership Through The Lens Of Adaptive Leadership, Ashley Oberlander Townsend
A Phenomenological Study Of Success Despite Barriers: How Leaders With Disabilities Experience Supervisory Leadership Through The Lens Of Adaptive Leadership, Ashley Oberlander Townsend
Dissertations
People with disabilities experience unemployment and underemployment more frequently than those without disabilities and encounter obstacles to becoming supervisory leaders (Harlan & Robert, 1998; Krzeminska et al., 2019; Roberson et al., 2021). The American workforce is significantly impacted by this problem, as more than one in four people have a disability (Centers for Disease Control and Prevention, 2024). This hermeneutic phenomenological research utilized interviews to collect data from three participants to answer the research question to explore the problem: what are leaders with disabilities’ lived experiences in overcoming barriers to achieving supervisory roles using an adaptive leadership lens? The research …
It’S Hard To Say: From Customer Opinion Dispersion To Management Voluntary Disclosure Frequency, Xin Zhou
It’S Hard To Say: From Customer Opinion Dispersion To Management Voluntary Disclosure Frequency, Xin Zhou
Accounting Dissertations - Archive
This paper examines the relation between the dispersion of customer opinions and the frequency of management’s voluntary disclosures. Analyzing customer review ratings from companies’ mobile applications, I find that a higher standard deviation in customer ratings correlates with lower likelihood of and less frequent management EPS forecasts. This negative association is more pronounced when mobile apps play a more central role in a firm’s business and during the early years following their app launches. The results remain robust across a series of endogeneity tests.
Balancing Burnout, Quiet Quitting, And Cognitive Turnover: The Quiet Revolution Of Gen Z Workers, Mohammed M. Nour
Balancing Burnout, Quiet Quitting, And Cognitive Turnover: The Quiet Revolution Of Gen Z Workers, Mohammed M. Nour
Information Systems & Operations Management Dissertations - Archive
This study investigates the phenomenon of quiet quitting and turnover intention among working Generation Z students in the U.S. and Taiwan. Using the cross-sectional study design, data were collected from over 500 participants from the U.S. and 69 from Taiwan. This study uses Structural Equation Modeling (SEM) and multiple regression to examine the predictive power of key workplace factors— emotional exhaustion, supervisory support, incentives, job satisfaction, and workplace environment—on both employee disengagement and turnover intention.
The results show that emotional exhaustion has a notable mediating effect in the relationship between job satisfaction and quiet quitting, and between supervisor support and …
Merchant Guild Culture And Companies’ Sustainable Development: An Empirical Investigation Based On Esg Performance, Yi Wang
Dissertations and Theses Collection (Open Access)
In the context of global economic growth and growing emphasis on sustainable development, this study focuses on the impact of merchant guild culture, an important part of traditional Chinese culture, on the sustainable development of enterprises. Through an in-depth exploration of the historical evolution and cultural connotations of merchant guild culture, this paper systematically analyzes its potential influence on corporate behavior and sustainable development. Using a sample of A-share listed companies and applying regression analysis and other empirical research methods, this study finds that merchant guild culture facilitates the sustainable development of enterprises. Mechanism analysis reveals that merchant guild culture …
The Motives For Mergers And Acquisitions And Their Implications For Research And Practice, Kris Irwin, Craig Armstrong, Paul Drnevich, Mario Schijven
The Motives For Mergers And Acquisitions And Their Implications For Research And Practice, Kris Irwin, Craig Armstrong, Paul Drnevich, Mario Schijven
Management Faculty Publications
Mergers and Acquisitions (M&A) have long intrigued scholars given their size, complexity, and frequent failure. Despite an extensive body of research on M&A, a key limitation in M&A research is the lack of focus on the motives underpinning acquisitions, which may explain frequent mixed and inconclusive results. Much of the existing literature struggles to fully capture the complex and multifaceted nature of these motives, limiting the ability to draw consistent conclusions. In this paper, we review academic and practical perspectives on M&A motives, highlighting both discrepancies and methodological challenges. Our key contributions include a comparison of theoretical and practical insights, …
“The Entire Art Movement Has Become An Enormous Business Venture” Financing The American Art Museum, Lucy Owen
“The Entire Art Movement Has Become An Enormous Business Venture” Financing The American Art Museum, Lucy Owen
MA Theses
This thesis examines the intricate relationship between financial operations and the public function of American art museums. The distinctive American nonprofit model relies heavily on private funds for its survival and success. The thesis traces the historical development of this model, and then analyzes the contemporary state of American art museums, with a specific focus on two prominent institutions: MoMA PS1 and the Yale University Art Gallery. The analysis highlights the significant influence of board members' financial contributions and their business expertise on museum operations. Moreover, the thesis argues that the museum world has undergone rapid financialization in the twenty-first …
Hom: House Of Mexico In New York, Victoria Espinosa
Hom: House Of Mexico In New York, Victoria Espinosa
MA Projects
New York City remains the epicenter of the global art world, attracting curators, collectors, museum directors, and other key players who are constantly seeking new ideas and emerging talent. For Mexican artists, having a presence in this dynamic environment is essential for gaining the visibility and recognition they deserve on the international stage. To address this need, I am committed to establishing a dedicated space in New York—not as a commercial gallery or museum, but as a non-profit platform showcasing the depth and diversity of Mexican arts & culture. The goal is to create a bridge between Mexican creativity and …
Green Cities Conference Proceedings-2025, Minoo Tehrani
Green Cities Conference Proceedings-2025, Minoo Tehrani
Business Faculty Publications
No abstract provided.
Fares On Fairness: Using A Total Error Framework To Examine The Role Of Measurement And Representation In Training Data On Model Fairness And Bias, Patrick Oliver Schenk, Christoph Kern, Trent D. Buskirk
Fares On Fairness: Using A Total Error Framework To Examine The Role Of Measurement And Representation In Training Data On Model Fairness And Bias, Patrick Oliver Schenk, Christoph Kern, Trent D. Buskirk
Information Technology & Decision Sciences Faculty Publications
Data-driven decisions, often based on predictions from machine learning (ML) models are becoming ubiquitous. For these decisions to be just, the underlying ML models must be fair, i.e., work equally well for all parts of the population such as groups defined by gender or age. What are the logical next steps if, however, a trained model is accurate but not fair? How can we guide the whole data pipeline such that we avoid training unfair models based on inadequate data, recognizing possible sources of unfairness early on? How can the concepts of data-based sources of unfairness that exist in the …