Business Commons^™

Bridging The Gap Between Career Expectations Versus Labor Market Realities, Reinette P. Madrid, Grethel T. Ledesma, Ignatius Aryono Putranto, Jyro B. Triviño

Leadership and Strategy Faculty Publications

Most students lack awareness regarding the labor market outcomes for their chosen college majors. This study aims to answer what factors affect the career expectations of graduating students at Quezon City University and how these expectations align with the prevailing labor market situation. It employed descriptive, causal, and explanatory research using a sample of 108 respondents from fourth-year information technology students for the school year 2021 to 2022. Eight of the nine null hypotheses were rejected by employing multinomial logistic and linear regression. Student fixed effects and other labor market outcomes significantly predicted salary, estimated stability, and estimated skills in …

Firms’ Darq Readiness And Marketing Implications: A Systematic Literature Review, Ali N. Tehrani, K. Roy, Richard Gruner

Research outputs 2022 to 2026

Purpose – This study aims to systematically review literature across diverse disciplines, including marketing, management and information systems, to synthesise insights on firms’ readiness to adopt and implement DARQ technologies and their marketing implications. DARQ technologies are emerging and cutting-edge technologies, including Distributed Ledger Technology, Artificial Intelligence, Extended Reality and Quantum Computing (hence, DARQ). Design/methodology/approach – Through a systematic review of over 2, 500 papers across three databases, this study distilled a focused sample of 88 papers. It comprehensively explores the reported dimensions, antecedents, outcomes and marketing implications of firms’ readiness for DARQ technologies. Findings – This study identified three …

Social Procurement As A Catalyst For Dei In Construction: Some Takeaways For Hrm?, Jennifer Waterhouse, Robyn Keast, Judy Lundy, Martin Loosemore

Research outputs 2022 to 2026

Purpose: Diversity, equity and inclusion (DEI) initiatives aim to foster workplaces where all employees feel valued and can add value. Increasingly, the success of these initiatives is influenced by environments and interactions beyond organisational boundaries, including recent backlash. Despite this, most DEI research remains focused on intra-organisational aspects and human resource management (HRM) activities. The purpose of this paper is to introduce social procurement as a novel and promising framework for advancing DEI in theory and practice through a collaborative, inter-organisational approach that has the potential to overcome institutional barriers and mitigate backlash. Design/methodology/approach: Data were collected through 15 in-depth …

Be Watchful Of “Perfect Mediocracy” In Tourism Research!, Songshan (Sam) Huang

Research outputs 2022 to 2026

No abstract provided.

Temporally Rigorous And Traceable Predictive Maintenance Via Joint Labeler-Model Optimization, Maytha Al-Ali, Ahmad Alharbi

All Works

Predictive maintenance (PdM) is a critical enabler of intelligent asset management in Industry 4.0, yet many existing frameworks remain difficult to operationalize due to methodological fragmentation. Common limitations include sacrificing temporal realism and class granularity for computational expediency, decoupling labeling strategy design from model hyperparameter optimization, and insufficient support for reproducibility and deployment traceability; particularly in rare-failure regimes. To address these challenges, we propose a unified, end-to-end, and fully traceable PdM framework that jointly optimizes labeling and model parameters while enforcing strict temporal fidelity. The proposed pipeline co-optimizes the failure lookahead window () and LightGBM hyperparameters within a single Bayesian …

Quantifying Customer Sentiment For Automobile Brand Perception Analysis Using Machine Learning On Twitter, Sujith Samuel Mathew, Kadhim Hayawi, Neethu Venugopal, May El Barachi

All Works

Social networking sites provide a platform for individuals to express their opinions publicly. Brand managers actively use these platforms to gain insights into brand perceptions, as users often share their views on products and services. In this study, we use sentiment analysis to assess customer sentiment towards five leading automobile brands, analyzing text content shared on Twitter(or X). The research models the ’Brand Polarity Score’, which indicates whether customers perceive the brand positively or negatively. This score is further weighted based on the tweet’s influence, characterized by the engagement metrics of the tweet and the author’s follower count. We also …

The Effects Of Eps Level And Presentation Format Of Analysts’ Forecast Deviation On Non-Professional Investors’ Investment Judgments, Clarence Goh, Prasart Jongjaroenkamol, Poh-Sun Seow

Research Collection School Of Accountancy

We experimentally investigate how the presentation format of the extent to which a firm's earnings per share (EPS) diverges from analysts' EPS forecasts (i.e. deviation information) and a firm's EPS level affect the investment judgments of non-professional investors (referred to hereafter as “investors”). Our results suggest that investors' investment judgments are more positive when firms with low (high) EPS levels disclose deviation information in percentage (absolute) terms. Furthermore, when the percentage of forecast deviation is held constant, investment judgments are more positive when EPS levels are high versus low if the deviation information is expressed in absolute terms. By contrast, …

The Role Of Corporate Sustainability Goals In Shaping Organizational Intentions And Adoption Of Green Technologies In Small- And Medium-Sized Enterprises, Syed Zamberi Ahmad, Abdul Rahim Abu Bakar, Imane Belyamani, Manar Fawzi Bani Mfarrej

All Works

This study investigates green technology adoption (GTA) among small and medium-sized enterprises (SMEs) in the United Arab Emirates (UAE), focusing on the influence of corporate sustainability goals (CSG) and sustainability motivation (SM). Utilizing institutional theory, the theory of planned behavior (TPB), and resource-based view (RBV), the research highlights how SMEs integrate environmental, social, governance (ESG) and economic considerations into their CSG to enhance GTA. Addressing a gap in prior research that has largely emphasized external drivers of adoption while underexploring internal organizational mechanisms, the study conceptualizes CSG as strategic intent and models SM as a second-order construct . Based on …

Integrating Machine Learning And Explainable Ai For Employee Attrition Prediction In Hr Analytics, Maytha Al-Ali, Majed Alwateer, Shatha Abed Alsaedi, Hossam Magdy Balaha, Mahmoud Badawy, Mostafa A. Elhosseini

All Works

Employee attrition poses significant challenges to organizations, impacting productivity, morale, and financial stability. Predicting attrition and understanding its underlying drivers are critical for implementing effective retention strategies. In this study, we propose a comprehensive framework that utilizes advanced machine learning techniques to predict employee attrition and job change likelihood. The framework integrates robust preprocessing pipelines, state-of-the-art predictive models, and explainability tools such as SHAP (SHapley Additive exPlanations) to ensure transparency and fairness in HR analytics. By addressing key challenges such as class imbalance, feature selection, and model interpretability, our approach provides actionable insights for proactive talent management. We evaluate the …

Gender Gap In Returns To Publications, Piotr Śpiewanowski, Ivan Stetsyuk, Oleksandr Talavera

All Works

Gender equity in science depends not only on who participates in research, but also on how their work is rewarded. We examine gender gaps in monetary returns to research productivity, pay, and credit attribution using a novel dataset linking salary and publication records for professors at U.S. public universities. While our main contribution shows that there is no robust evidence of a significant gender gap in monetary returns to publications, we uncover substantial heterogeneity across disciplines and authorship structures. Women in medical and health sciences experience a negative gap in returns of 10.7% relative to men for equivalent research output. …

How Leaders Build Employee Trust In Artificial Intelligence: Voice Opportunities, Humility, And Trust Transfer, Jack Mcguire, David De Cremer, Devesh Narayanan

Research Collection Lee Kong Chian School Of Business

Artificial intelligence is increasingly central to organizational work, yet employee trust in AI remains fragile. Although prior research has primarily explained trust in AI through technological characteristics such as transparency, reliability, and accuracy, we argue that trust in AI is also shaped by the social context in which employees encounter these systems. Drawing on affect-as-information theory and social information processing theory, we develop and test a model in which leader-provided voice opportunities reduce employees’ negative affect about AI-related work experiences, thereby enhancing perceptions of leader trustworthiness and, in turn, trust in AI. We further propose that this indirect effect depends …

Generative Ai Adoption And Solvers' Popularity On Supply-Driven Crowdsourcing Platforms: The Dual Role Of Price Signals, Zimeng Zhu, Carol Hsu, Fiona Fui-Hoon Nah, Na Liu

Research Collection School Of Computing and Information Systems

Purpose – We investigate the effect of solvers’ adoption of Generative AI (GenAI) on their popularity in a supply-driven crowdsourcing platform. We also examine the impact of price signals as well as their heterogeneous impact based on the solvers’ membership duration on the platform. Design/methodology/approach – Our analysis focuses on solvers who adopt GenAI for design-related gigs on the supply-driven crowdsourcing platform. By combining propensity score matching (PSM) with multi-period difference-in-differences (DID), we examine how GenAI adoption impacts solvers’ popularity and how price signals affect this main effect. Findings – Our findings reveal that solvers who adopt GenAI tend to …

Risk Management In Financial Intermediaries (Assignment), Jyothsna G. Harithsa Ph.D.

School of Business

This assignment was developed by SUNY Geneseo Professor Jyothsna G. Harithsa for the fall 2026 semester.

Learning Objectives

• Students will strengthen their knowledge in accounting and finance topics, based on what they learn in the classroom.
• Students will learn how to use data analysis tools, learn to work with large amounts of data, be exposed to data extraction and data enhancement techniques, and will apply intuition to explain results.
• In alignment with NACE competencies, students will sharpen their intuitive reasoning skills, exhibit professional behavior, learn the tools and techniques that could help them in the workplace (using Excel, report writing, …

Data Storytelling Team Project, Byeong-Hak Choe Ph.D.

School of Business

This team project was developed by SUNY Geneseo Professor Byeong-Hak Choe for the fall 2026 semester.

Learning Objectives

• Develop a focused and researchable question that can be answered with data.
• Import, clean, filter, summarize, and reshape data in ways that support a clear analytical purpose.
• Use descriptive statistics and visualizations to identify patterns, trends, comparisons, or anomalies.
• Create a coherent data story that connects the question, evidence, and takeaways for an audience.
• Design readable, visually effective slides using color-blind-friendly figures and clear annotations.
• Work productively as a team by dividing tasks, coordinating decisions, and contributing equitably.
• Deliver a concise professional …

Integration Of Industry 4.0 Technologies In Automotive Supply Chains, Christopher Mcdonald

Doctoral Dissertations and Projects

The purpose of the study is to empirically examine the relationship between Industry 4.0 technology integration and supply chain performance outcomes among automotive supply chain managers and executives with at least five years of direct professional experience. The study is guided by three research questions addressing the extent to which Industry 4.0 adoption correlates with disruption frequency, the relationship between cybersecurity implementation and supply chain resilience, and the moderating effect of organizational technological capability on the relationship between Industry 4.0 adoption and operational efficiency. Data are collected through a validated electronic survey instrument using multi-item measures of Industry 4.0 adoption, …

The Lack Of Social Interaction In The Full-Time Remote Work Environment And Career Development, Tiphany Moguel-Young

Doctoral Dissertations and Projects

The purpose of this qualitative single case study was to explore the lack of social interaction in the full-time remote work environment and its influence on career development for remote workers at a U.S.-based financial services organization in Dallas, Texas. The theory that guided this study was social cognitive career theory. The central research question was, “What attributes of social interactions do remote workers perceive as assisting or hindering their career development?” Data collection consisted of semistructured interviews with nonmanagerial remote workers, a focus group with managers, and anonymous open-ended survey responses and reflective journaling from all participants. The data …

Underrepresentation Of Women In C-Suite Positions In North American Technology Companies, Joy Lynn Obey

Doctoral Dissertations and Projects

Women remain underrepresented in C-suite leadership within North American technology firms despite continued organizational attention to diversity and inclusion. The purpose of this flexible-design qualitative multiple case study was to explore how organizational cultures, structures, leadership-development practices, and succession-planning systems influenced women’s advancement toward executive leadership. Guided by a constructivist paradigm, Transformational Leadership Theory, and Social Role Theory, the study examined the experiences of 26 women who currently held, previously held, or occupied near-C-suite roles in North American technology firms. Data were collected through 26 semi-structured individual interviews and six focus groups. Member checking was completed by 25 participants, and …

Employees With Disabilities: Determining If Servant Leadership Moderates The Relationship Between Accommodations And Job Performance, Rachael E. Stout

Doctoral Dissertations and Projects

Over 11% of working-age adults have a disability in the United States. In 1990, the Americans with Disabilities Act established accommodations as the gold standard to help disabled individuals perform at work. The purpose of this quantitative quasi-experimental study was to evaluate the moderating effect of servant leadership on the relationship between accommodation support and job performance across different types of disabilities. This study used a cross-sectional online survey with NSHD disability types, the servant leadership SLQ-7, a question about the effectiveness of accommodation support, and the IWPQ for job performance. Survey responses were collected anonymously from 248 disabled workers …

Leadership Technology Acceptance In Nonprofit Organizations, Nathan Ogle

Doctoral Dissertations and Projects

The lack of technology acceptance in substance use and recovery nonprofit organizations creates operational barriers and limits leaders’ ability to align mission, governance, service delivery, and sustainability with digital change. This qualitative, flexible design multiple case organization study examined leadership technology acceptance in California nonprofit substance use and recovery organizations and the effects on operational performance. Grounded in pragmatism and framed by adaptive leadership theory and the technology acceptance model, the study linked technology innovation, financial stability, governance, leadership barriers, and organizational life to technology acceptance, operational barriers, strategy, and leadership behaviors. Data came from interviews, surveys, field notes, and …

2026-09-17 Pac-26 Revised Draft, Morehead State University. Faculty Senate.

Faculty Senate Records

Revised draft of PAC-26 submitted to the Faculty Senate on September 17, 2026.

"The Merchant Prince", William Lindsey Mcdonald

Research Articles

The article gives an overview of the life of Richard Rapier, who McDonald refers to as "the merchant prince," one of the most prominent businessmen in 19th Century Florence, Alabama and his descendants. Rapier's exploitation of Suson, an enslaved woman, resulted in several children. Rapier's grandson, by way of his son John, James Rapier was elected to the US House of Representatives during Reconstruction.

2026-09-17 Tenure Committee Description - First Reading, Morehead State University. Faculty Senate.

Faculty Senate Records

First reading of the revised Tenure Committee Description submitted to Faculty Senate on September 17, 2026.

2026-09-17 Report From Governance Committee, Morehead State University. Faculty Senate.

Faculty Senate Records

Report submitted by the Governance Committee to the Faculty Senate on September 17, 2026.

2026-09-17 Pac-3 First Reading, Morehead State University. Faculty Senate.

Faculty Senate Records

First reading of the PAc-3 revision as submitted to Faculty Senate on September 17, 2026.

From Consumer Experience To Brand Meaning: Teaching Brand Management Through Lonergan’S Generalized Empirical Method (Gem), Nicole Kirpalani

San Jose - Lonergan Chair in Catholic Philosophy

Teaching marketing involves more than helping students learn disciplinary concepts and frameworks. It also involves developing processes of inquiry that prepare students to analyze complex situations, interpret evidence, exercise judgment, and make thoughtful professional decisions. As marketing practice continues to evolve, marketing education must similarly reconsider how courses, assignments, and learning experiences prepare students for professional practice (Grewal et al., 2025). Lonergan’s Generalized Empirical Method (GEM) offers one framework for structuring this process of inquiry. Lonergan, writing as a philosopher, theologian, and educator, initially described the underlying pattern of conscious operations as the transcendental method. In his later work, he …

A Philosophy Of Travel: Lonergan's Transcendental Method Applied To The Experience Of Not Belonging, Andrew Brei

San Jose - Lonergan Chair in Catholic Philosophy

Travel can be an exhausting thing, offering little time for reflection. Often, traveling involves a dizzying assortment of steps: we book flights, pack bags, find accommodations, and move through unfamiliar streets in search of “the sights.” Less often do we stop to ask what we are actually doing when we do this—what cognitive and existential work travel involves. This essay takes up that question by borrowing the structure of Bernard Lonergan’s transcendental method, the four-level account of human cognition and action that runs from experience through understanding and judgment to decision. Lonergan’s method is not a set of external rules …

Interrupting The First Story: A Lonerganian Claim Audit For Visual Analytics, Ajaya K. Swain

San Jose - Lonergan Chair in Catholic Philosophy

Visualizations can create an impression of immediacy: a pattern appears, an explanation follows, and managerial action can seem warranted before the transitions among observation, interpretation, judgment, and decision have been examined. This conceptual and pedagogical paper develops a Lonerganian Claim Audit for visual analytics, a discipline-specific adaptation of Bernard Lonergan's account of experience, understanding, judgment, and decision. It conceptualizes visual inferential compression as diminished differentiation among these operations, such that confidence generated by a visible pattern transfers to an explanation, an evidential claim, and an action without the distinct warrant required at each transition. The Claim Audit interrupts that movement …

Eliciting Information About Teacher Applicants Using Open-Ended Questions, Joseph Aguilar-Bohorquez, Dan Goldhaber, Cyrus Grout, Elton Mykerezi, Prayash Pathak, Aaron Sojourner

Upjohn Institute Working Papers

Employers commonly use open-ended questions in hiring, but usually responses aren’t recorded, and knowledge about the usefulness of such responses is limited. This study investigates properties of written responses to open-ended questions collected over many years via an application tracking platform that school districts use to hire teachers. We develop a scalable process to discover topics within the corpus of responses to each question and then to classify each response with respect to the topics while preserving interpretability and transparency. It adapts a traditional qualitative topic modeling approach, Inductive Thematic Analysis, to best combine the strengths of researcher judgment and …

Benefits And Costs For Chattanooga Residents Of Incorporating Training Into Economic Development Strategies, Timothy J. Bartik, Iryna V. Lendel, Sevrin Williams

Upjohn Institute Technical Reports

This report evaluates the benefit-cost tradeoffs of adding a workforce training component to Chattanooga's economic development incentive packages, using the Bartik Benefit-Cost Model of Business Incentives. Focusing on hypothetical projects across seven industries, the analysis compares the present value of training costs against resulting gains in residents' per capita income over a 20-year horizon. Findings show that training, layered onto existing PILOT-based tax incentives, delivers benefits more than 25 times its costs—driven by training's greater cost-effectiveness in inducing business location decisions and its stronger tendency to direct new jobs toward local residents. While training is not self-financing from a city …

2026-09-10 Message From The President, Morehead State University. Office Of The President.

Staff Congress Records

Message sent on September 10, 2026 by the President to the campus community regarding upcoming dates and events for the Fall Semester, personeele and academic, construction news, campus personnel recognitions and other updates, summary of the Board of Regents meeting, and honoring University Legacies.