Diversity, Equity, and Inclusion 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 …

Empowering Lifelong Choice: Supporting Older Individuals With Idd To Thrive At Work, Transition To Retirement With Dignity, And Maintain Community Connections, Leslie Quarles

Critical and Creative Thinking Capstones Collection

This synthesis addresses the need to support older individuals with intellectual and developmental disabilities in their engagement in continued work. The project traces the journey from an initial focus on supporting older individuals with intellectual and developmental disabilities to work as long as they wish to an eventual shift toward a phased retirement approach. It considers issues such as a reimagined visualization of the support team structure, integration of tailored job supports and Community Life Engagement (CLE). The author's familial history sparked a sense of injustice that would not stay buried, shaping a career path in disability services and access. …

Neurodiversity In The Workplace: Organizational Approaches To Supporting Neurodiverse Employees, Madison Vasquez

M.S. in Leadership

Despite growing conversation around neurodiversity in the workplace, many organizations lack clear understanding and structured strategies to support neurodivergent employees. This study examines existing research on how organizations can more effectively support neurodiverse employees across the employee lifecycle. Using a qualitative literature review, this study addresses the research question by examining literature on neurodiversity within workplace contexts. This includes investigating common representations of neurodiversity and reviewing the strengths and challenges of neurodiverse individuals, including those who have autism, ADHD, and other forms of neurodivergence. The study also reviews workplace barriers, support strategies, and organizational outcomes identified across the literature. Key …

"Nobody Forced My Mom To Stay Home": College Men’S Perspectives On Parental Leave, Marisa Conners

Student Publications

From "The Second Shift" to Claudia Goldin’s Nobel Prize-winning research on women in the labor market, the inequities affecting women in the labor market have been widely documented. However, progress on this issue has been largely one-sided on behalf of women, perpetuating gender inequality. The goal of my research is to understand how social subgroup values influence male-identifying Gettysburg College students’ predictions on how they will engage with parental leave. This project gathered information on ways to increase male uptake of parental leave, which, if implemented, will help improve gender equity in the labor market.

How are male-identifying Gettysburg College …

A Place To Perform: Designing Spaces For Student Artists Through Event Planning, Ava R. Jacobsen

Honors Program: Senior Projects (Public)

This thesis examines the creation of accessible performance spaces for student artists not enrolled in formal music programs. To address this gap, two First Friday events were hosted at The Gathering Grove in Lincoln, Nebraska, providing platforms for local student performers and engaging the community in live art experiences. The first event, an open mic night, highlighted the challenges of spontaneous performances, while the second, featuring designated performers, tested more structured event planning strategies.

Both events emphasized the importance of marketing, venue layout, audience engagement, and operational organization. Key lessons included the need for contingency planning, multi-channel promotion, and clearly …

Supplemental Files For "From Knowledge To Practice: Deia Perspectives, Faith-Based Policies, And Job Postings", Sarah E. Keil, Meredith Ader, Gina K. Bolger, Ryan Yoakum

University Faculty Publications and Creative Works

Supplemental files for the book chapter, "From Knowledge to Practice: DEIA Perspectives, Faith-Based Policies, and Job Postings." Tge job posting spreadsheet and reference list are available below.

Job Posting Spreadsheet

The PDF of the Job Posting Spreadsheet includes the following items:

• A comprehensive spreadsheet of the job ads used in this project, with additional information about the institution included (DEIA statement, affiliations, accreditation, etc.)

• A spreadsheet with other information about the institutions, including links to statements of faith, missional documents, etc.

• A spreadsheet with information about how DEIA is defined by various organizations and accrediting bodies

• Color coding key

• An …

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Women In The Australian Mining Industry, Michelle Gander, Fleur Sharafizad, Aglae Hernandez Grande, Heidi Vivian, Mahan Poorhosseinzadeh, Kate Blackwood

Research outputs 2022 to 2026

This report synthesises existing research on women’s participation in the Australian mining industry to identify the structural and cultural factors shaping gender inequality across the sector.

Drawing on research conducted over the past four decades, the report brings together what is currently known about how mining workplaces operate and how organisational practices, work arrangements, and site cultures shape the experiences of women across the sector. While many companies have introduced diversity and inclusion initiatives aimed at improving gender balance, the evidence suggests that challenges persist in areas such as operational roles, leadership pathways, and workplace culture.

Specifically, the report examines …

Student Textbook Survey - Fall 2025 Executive Summary And Key Findings, James Thibeault

Open Educational Resources Publications

Between September 29 and October 10, the Bentley University library conducted a student textbook survey. The purpose of the study was to gather data from students on textbook affordability. Students responded to 15-20 questions covering topics like how course materials influence their purchasing decisions, their total expenditures of course materials during Fall 2025, and the potential effects of these purchases. The library aimed to gather insights into:

• Students’ views on current textbook prices
• Openness to adopting more affordable educational resources on campus
• Likely responses and behaviors if faced with high-cost educational materials
• The impact of demographic factors related to textbook …

Moving Toward Equity In K-12 Education, George Theoharis, Leela George

The Lender Center for Social Justice

The study “Moving Toward Equity: K–12 Districts’ Diversity, Equity, and Inclusion (DEI) Policies, Plans, Actions, and Resistance” explores how Central New York school districts are working to create fairer and more inclusive schools. It finds that deep inequalities still shape students’ experiences, especially for those who are Black, Latino, disabled, or LGBTQ+. Some districts have taken meaningful steps like hiring DEI leaders, forming committees, and setting measurable goals while others are still finding their footing. Yet, resistance from community members and staff often slows progress, particularly around issues of identity and inclusion. The research highlights that real change goes beyond …

Unraveling Equity: The Consequences Of Dismantling Dei Initiatives In Education., James D. Upshaw

2025 Fall Honors Capstones Projects - Archive

Recent political and institutional shifts have led to the dismantling of Diversity, Equity, and Inclusion (DEI) initiatives across schools and universities, raising concerns about how these changes affect both students and the future workforce. This research investigates how the removal of DEI programs influences student belonging, academic access, and long-term workforce diversity. Using a mixed-methods approach, the study combines qualitative interviews with professors and students and quantitative analysis of enrollment, retention, and diversity data from universities affected by DEI policy changes. Preliminary findings suggest that dismantling DEI initiatives leads to decreased student support, reduced faculty morale, and declining representation among …

Ua21 What's New, Wku Institutional Equity

WKU Administration Documents

Newsletter created by and about the Office of Institutional Equity.

• Demir, Ena. A Message from the Executive Director
• Training Opportunities: Stay Informed & Engaged
• Understanding Title VI
• Student Accessibility Center Joins the Office of Institutional Equity
• Need Workplace Accommodations?
• Web Accessibility Regulations
• Relevant Information
• Stop Campus Hazing Act
• Meet the Team

A Strategic Audit: Eli Lilly & Company, Natalie Karrels, Ethan Heinemann, Jonathan Patton, Meg Williams

Honors Program: Senior Projects (Public)

This strategic audit assesses the external and internal forces impacting Eli Lilly & Company’s strategic decision-making strategies. All information has been gathered from industry reports and company reports, including reports for investors, analyst calls, financial statements, and news reports. The report highlights the quantitative, qualitative, performance, strategy, and leadership decisions that have allowed Eli Lilly & Company to succeed for the past 150 years.

Perceptions Of Employability With Ai Skills, Brandy Whitford, Patrick J. Cooper

Student Publications and Presentations

Artificial intelligence (AI) is making AI proficiency a key factor in hiring and career advancement. By late 2023, 75% of knowledge workers integrated AI into their workflows, with 92% reporting increased productivity and creativity (Kimbrough, 2024). Employers are adapting—66% prefer candidates with AI expertise, and 77% consider AI skills essential for career growth (Microsoft & LinkedIn, 2024). However, hiring biases related to AI-skilled applicants remain underexplored, particularly concerning gender disparities in employability perceptions. This study examines how AI-related skills influence perceived employability and whether these perceptions vary based on applicant gender. Specifically, it explores whether AI-skilled female applicants receive higher …

Collaborating For Inclusion: Awareness And Understanding In Action At Six-String Biotech, Danny Lackey, Richard Jonsen

Rohrer College of Business Departmental Research

It was early summer 2020. The Breonna Taylor and George Floyd murders were front of mind across the United States. People were flooding the streets of cities large and small, demanding an end to racist policies and actions embedded in the United States’ social fabric. At Six-String Biotech, ten employees of color went to company executives with their concerns about inclusion and equity inside their organization and the need for change. This case tells how Six-String Biotech responded to these employees, engaged in difficult internal conversations, and began a change process to create a more diverse, inclusive, and equitable organizational …

Navigating The Academic Terrain: Examining The Challenges And Success Factors Of Student Veterans In Higher Education Institutions, Katherine Reyes, Corey Idleburg

Education Division Scholarship

This study investigates the academic experiences of student veterans, addressing specific challenges they face in higher education. Using Schlossberg’s adult transition theory, it explores the effects of invisible barriers, enrollment trends, and institutional factors on veteran student success, leveraging the VA’s GI Bill Comparison tool to examine public versus private school support. Findings underscore the need for targeted resources, faculty training, and institutional awareness to foster a supportive and inclusive environment that enhances veteran students' academic success and sense of belonging.

Book Of Abstracts Of The Wmu International Conference 2025 : Advancing The Blue Economy Through Gender Equality, World Maritime University, Momoko Kitada, Francis Neat, Renis Auma Ojwala

Conference Papers

The 2025 World Maritime Theme by the International Maritime Organization, “Our Ocean, Our Obligation and Our Responsibility,” underscores the global need for an inclusive and sustainable approach to ocean health and maritime economic activity. In alignment with this, the World Maritime University organized the 2025 International Conference on Achieving the Blue Economy Through Gender Equality, highlighting the critical role of gender equality in advancing a sustainable blue economy. A call for case studies yielded 102 abstracts from 206 authors across 46 countries, representing diverse maritime sectors such as shipping, fisheries, and ocean sciences. The abstracts were reviewed by both internal …

Insights In Adaptation: Examining Self-Reflection Strategies Of Job Seekers With Visual Impairments In India, Akshay Kolgar Nayak, Yash Prakash, Sampath Jayarathna, Hae-Na Lee, Vikas Ashok

Computer Science Faculty Publications

Significant changes in the digital employment landscape, driven by rapid technological advancements and the COVID-19 pandemic, have introduced new opportunities for blind and visually impaired (BVI) individuals in developing countries like India. However, a significant portion of the BVI population in India remains unemployed despite extensive accessibility advancements and job search interventions. Therefore, we conducted semi-structured interviews with 20 BVI persons who were either pursuing or recently sought employment in the digital industry. Our findings reveal that despite gaining digital literacy and extensive training, BVI individuals struggle to meet industry requirements for fulfilling job openings. While they engage in self-reflection …

Determinants Of Salary Variation And The Gender Pay Gap: A Survey Of The American Association Of Hip And Knee Surgeons (Aahks) Surgeon Member Workforce, Prem N. Ramkumar, Jenna A. Bernstein, David C. Landy, David E. Demik, Justin T. Deen, Reena J. Olsen, Anna Cohen-Rosenblum

School of Medicine Faculty Publications

Background: The increased emphasis on reimbursement, diversity, and burnout in hip and knee arthroplasty necessitates a foundational understanding of the surgeon workforce. The purpose of the study was to cross sectionally survey a representative sample of the AAHKS surgeon membership on the subject of salary, practice patterns, and demographic factors to establish a baseline framework for future advocacy efforts and initiatives. Methods: An online survey was sent to AAHKS members between December 20, 2022 and January 19, 2023. Surgeon demographic data, experience, practice geography and type, and annual case volume were solicited. Univariate and multivariate analyses were performed to describe …

Factors Affecting Csr Practices In Entrepreneurship: Case Of Female Entrepreneurs In Pakistan, Muhammad Nawaz Tunio, Iffat Sabir, Aamir Rashid, Faheem Gul Gilald

Publications and Research

Purpose: The aim of this chapter is to find out the factors affecting female entrepreneurship in the case of the Corporate Social Responsibilities (CSR) in entrepreneurship.

Methodology: In this chapter, semi-structured interviews are conducted to reach the final findings of the study.

Findings: Findings entail different six factors that severely affect CSR activities in entrepreneurship in Pakistan. These six factors are the educational system and skills gap, Cultural Mindset and Risk Aversion, Limited Access to Finance, Regulatory and Bureaucratic Hurdles, Political Instability and Security Concerns, and Inadequate Infrastructure. Every factor has its intensity and influence on the entrepreneurial process.

Originality/value: …

"Finding Your People: Seeking Strength And Solidarity In Employee Resource Groups (Ergs)" - The One Club For Creativity's "Where Are All The Black People?" 2024 Conference Proceedings & Reading List, Javier O. Garcia

Publications and Research

Employee Resource Groups (ERGs) help create community in the workplace, and can serve as a source of strength for employees of marginalized identities.

This panel, originally held at The One Club for Creativity's "Where Are All the Black People?" conference and career fair in 2024, explores the value of intersectional identities in the workplace.

The featured panelists offer insights into the changing landscape of DE&I (diversity, equity, & inclusion) - particularly in the advertising, marketing communications, and creative industries - the impact it is having on employees, and how ERGs can serve as a catalyst for professional and organizational growth. …

Ua21 What's New, Wku Institutional Equity

WKU Administration Documents

Newsletter created by and about WKU Institutional Equity.

• Title IX Updates
• Americans with Disabilities Act Updates
• New Web Accessibility Regulations
• Pregnancy/Parenting Fairness Act
• Need Supportive Services?
• Meet the Team

Nevada Workforce Diversity, Equity, And Inclusion Study 2024, Becky Harris, Andrea Dassopoulos

International Gaming Institute Faculty Research

Diversity, Equity, and Inclusion (DEI) metrics enable organizations to set concrete goals and monitor their performance. In 2021, Nevada’s legislature passed Senate Bill 267 (SB267), authorizing the University Nevada, Las Vegas (UNLV) to study DEI benchmarks in the State. A survey was provided to businesses, state and local governments, and the Nevada System of Higher Education in an effort to study and evaluate how effectively employers are implementing diversity, equity, and inclusion initiatives in Nevada. The Nevada Workforce Diversity, Equity, and Inclusion Study (Workforce Study) is designed to produce actionable results capable of informing public policy priorities and employer best …

Paying To Reduce Disparity: Financially Incentivizing Workforce Diversity And Its Effects On Managers’ Promotion Decisions And Employees’ Effort, Bret S. Sheeley

College of Business: Dissertations, Theses, and Student Research

Disparities in employee representation persist in higher-level organizational positions despite recent attention to workforce diversity and its associated benefits. In response, companies have begun integrating diversity initiatives with varying degrees of specificity (hereafter, “initiative specificity”) into their managers’ compensation packages to increase underrepresented employees’ representation in higher-level organizational positions. This study uses an experiment to examine how offering managers financial incentives to accomplish diversity initiatives (hereafter, “diversity incentives”) and initiative specificity interact to influence managers’ promotion decisions and employees’ effort choices in a promotion setting.

The results suggest that as underrepresented employees’ pre-promotion efforts increase relative to overrepresented employees’ efforts, …

Disability Inclusion In Corporate Supplier Diversity Initiatives, Nanette Goodman, Fatma Altunkol Wise, Fitore Hyseni, Lauren Gilbert, Peter Blanck

The Lender Center for Social Justice

This article examines how disability is incorporated into corporate supplier diversity programs. While many companies include women- and minority-owned businesses, disability-owned businesses are often overlooked. The authors highlight barriers such as limited awareness, certification challenges, and unequal access to procurement networks. The article calls for stronger standards, data collection, and inclusive procurement strategies in order to expand economic opportunities for disability-owned enterprises.

Health Equity Innovation To End Clinicians’ Unconscious Bias When Caring For Emergency Department Patients, Kenneth Forte, Adam Chess, April Alfano, Keri Bill, Cheryl Green, Mary Christoffersen, Joubin Bavarian

Posters

Bridgeport Hospital has successfully improved patient care by implementing Individualized Clinical Bias Scores (ICBS) for triage nurses in our emergency department (ED). Through the use of data analysis, we identified that patients of color were being assigned less urgent acuities when presenting with the same complaints as white patients. By addressing this implicit bias and implementing a new system of ICBS for our ED Triage Nurses, we have seen a significant improvement in the equitable treatment of all patients regardless of race or ethnicity.

A Framework For Eradicating Women Discrimination In Architectural Design Firms In Egypt And Gcc Countries, Ayman Ahmed Ezzat Othman, Rodayna Ehab Hegazy

Architectural Engineering

Purpose – This research aims to develop and validate a framework for eradicating women’s discrimination in architectural design firms (ADFs) in Egypt and propose strategies for prospective adoption in the Gulf Cooperation Council (GCC) countries to increase the transformational impact of women on the architectural and urban developments of the Gulf region.

Design/methodology/approach – Acombined qualitative and quantitative research approach was designed to accomplish four objectives. Firstly, to investigate the nature of business in ADFs, women’s discrimination and policies for gender equity (PGE) in architecture. Secondly, to analyse three case studies to validate the identified causes and impacts of women’s …

Equity And Inclusion In Honors: A Case Study Of Admissions Changes, Trevor Zink, Andrew Dilts

Journal of the National Collegiate Honors Council Online Archive

Creative levers for change often emerge in times of institutional uncertainty. As higher education continues to confront institutional racism, honors programs can exercise their power to increase diversity and educational outcomes for excluded and marginalized students, as well as influence related university-level policy. This case study chronicles dramatic changes to admissions policies and programmatic offerings in honors between 2020–2023. Changes in admissions practices markedly diversified the student body, moving it from a 60% white population to 60% minority population in just three years. Conversations around race and racism were initiated, inculcating a culture of inclusion rather than elitist exceptionalism. As …

Dedication To Suketu P. Bhazar, Linda Frost

Journal of the National Collegiate Honors Council Online Archive

Dedication to Suketu P. Bhazar, a fellow of the National Collegiate Honors Council (NCHC), member of the NCHC Board of Directors (2013–2016), and NCHC President (2021).

The Nature And Validity Of Implicit Bias Training For Health Care Providers And Trainees: A Systematic Review, Nao Hagiwara, Conor Duffy, John Cyrus, Nadia Harika, Ginger S. Watson, Tiffany L. Green

VMASC Publications

The number of health care educational institutions/organizations adopting implicit bias training is growing. Our systematic review of 77 studies (published 1 January 2003 through 21 September 2022) investigated how implicit bias training in health care is designed/delivered and whether gaps in knowledge translation compromised the reliability and validity of the training. The primary training target was race/ethnicity (49.3%); trainings commonly lack specificity on addressing implicit prejudice or stereotyping (67.5%). They involved a combination of hands-on and didactic approaches, lasting an average of 343.15 min, often delivered in a single day (53.2%). Trainings also exhibit translational gaps, diverging from current literature …

Supervisor Integrity Empowers Employees To Advocate For Diversity In Problematic Climates, Timothy G. Kundro, Brett H. Neely Jr., Cindy P. Muir (Zapata)

Department of Management: Faculty Publications

Supervisors struggle to encourage employees to engage in diversity advocacy—key behaviors that help promote more equitable workplaces. Research hints that one reason for this struggle may be that employees lack the empowerment to engage in such behaviors. Drawing on perspectives that conceptualize diversity advocacy as a moral and virtuous behavior, we integrate research on leadership and empowerment to suggest that supervisor integrity can empower observers to engage in diversity advocacy. In exploring boundary conditions, we draw on performance models to counterintuitively suggest that this effect is strongest when employees perceive a negative diversity climate, as employees see the greatest need …