Digital Commons Network^™

Random Forest Algorithm Vs. Linear Regression For Financial Performance Determinants: Evidence From Iraqi Mixed-Sector Firms, Odaiy Obaid Zeidan, Mustafa Habib Mahdi

Journal of Economics and Administrative Sciences

This paper examines the predictive factors of financial performance among Iraqi mixed-sector firms, comparing the predictive power of traditional Ordinary Least Squares (OLS) regression with the Random Forest (RF) machine learning algorithm. Utilizing annual data from 11 firms over the period 2015–2020, the study measures financial performance using Return on Assets (ROA), Return on Equity (ROE), and Return on Sales (ROS). OLS regression identified the directional relationships and p-values, whereas Random Forest evaluated predictive accuracy and modeled nonlinear relationships. The OLS results indicate that firm size, liquidity, productivity, and cash-to-asset ratio have significant positive effects on financial performance, while the …

The Use Of English Conjunctions By Saudi Efl Learners And The Influence Of Proficiency Level, Ahmed Alhassani

University of Tabuk Journal for Humanities and Social Sciences

Despite a substantial body of research on the use of conjunctions by EFL learners, the existing literature is not exhaustive. Previous studies have indicated that non-native English speakers, specifically Saudi EFL students, encounter considerable difficulties with the effective use of conjunctions, presenting a significant impediment to their writing proficiency. Consequently, pedagogical approaches and teaching methods targeting conjunctions have been integrated into educational materials and academic writing curricula. Nevertheless, the persistence of this issue necessitates further investigation utilizing contemporary research methodologies and current updated writing standards. To address this gap, this study explored the use of conjunctions in a 205,040-word corpus …

The Relationship Between The Quality Of Learning Experience Design And The Quality Of Its Visual Representation, And The Enjoyment Of Electronic Experiential Learning Among Female Students Of The "E-Learning Strategies" Course At The University Of Jeddah, Eman Fahad Fayez Alsharif

University of Tabuk Journal for Humanities and Social Sciences

This study aimed to explore the relationship between the quality of learning experience design, the quality of its visual representation, and enjoyment of electronic experiential learning among female students enrolled in the “E-Learning Strategies Course” at the University of Jeddah. The study adopted both descriptive-analytical and descriptive-correlational approaches. The sample consisted of 15 female students, and three research instruments were developed: a rubric for assessing the quality of learning experience design based on the Learning Experience Design (LXD) framework, a rubric for assessing the quality of the visual representation of learning experiences based on the Infographic Design Model (IDM), and …

“Playing Mental Gymnastics”: Exploring Black Women College Athletes' Mental Health Experiences At Historically White Division I Universities, Ezinne D. Ofoegbu

Journal of Issues in Intercollegiate Athletics

Between 2002 and 2022, over 125 college athletes died by suicide, and Division I athletes represented 45% of these deaths. In 2023, Black women college athletes at Division I universities identified racism as a mental health stressor at a higher rate than their non-Black peers. The intersectional nature of social identities and athlete status may create gendered and racialized stressors that are uniquely experienced by Black women athletes. Given the underrepresentation of Black students (i.e., athletes and nonathletes), coaches, faculty, and staff at historically white institutions (HWIs), Black women athletes are likely navigating campus relationships and environments that are shaped …

Chacahoula 2026, Volume 93, Pawan Khatri, Alayna Pellegrin

Chacahoula

The 2026 issue of Chacahoula, There's No Place Like Home, emphasizes the way in which our university becomes a home to students.  Featuring prize-winning poetry from Allyson Gee, Nick Fredrick, Amaris Kendall and Anmol Subedi, the book includes December 2025 and May 2026 graduating classes, as well as stunning photography of  campus life on the banks of Bayou Desiard. With features covering students, faculty, and staff, this year's time capsule preserves an academic year in the life of the University of Louisiana at Monroe. This edition includes a video message from President Carrie Castille. Download the PDF to your device …

Green Finance’S Role In Bank Risk: Empirical Evidence From The Emerging Economy, Viverita Viverita, Dwi Nastiti Danarsari, Ratih Dyah Kusumastuti, Ruhaini Muda

Journal of Environmental Science and Sustainable Development

Indonesia’s Financial Services Authority (OJK)’s sustainable finance roadmap, phases I and II, primarily aims to facilitate sustainable development by integrating economic, social, and environmental considerations into financial policies. A special objective is to promote the development of green financial products and services. This policy allows banks to mitigate reputational and regulatory challenges. Nevertheless, the prompt implementation of green credit may entail transition risks, such as policy adjustment costs. A limited body of research examines the direct relationship between green finance and bank risk, particularly in the context of sustainability mandates. This study analyzes the influence of green finance on banking …

Industry Implications Of A Scaffolded Hospitality Co-Op, Juan Mendez, Joel Reynolds

ICHRIE Research Reports

The hospitality industry faces a persistent skills gap as graduates enter the workforce with limited preparation in the adaptive, operational, and AI-enabled competencies modern employers require (Jackson, 2013; Sigala, 2018). Cooperative education offers a structured response, yet many programs default to a single internship that leaves the integration of theory and practice to chance. This report presents an undergraduate scaffolded cooperative education framework developed at a U.S. hospitality business school that sequences two foundation courses, six concurrent work-integrated courses, and a capstone digital portfolio across a two-year arc. The framework is grounded in experiential learning and scaffolding theory (Kolb, 1984; …

Regional Creative Economy Resilience Index: An Analysis Of The Creative Industry's Role In Fostering National Economic Resilience According To Asta Cita, Dks Nugraha Nugraha, Ramadhania Mumtaz Keesa

Jurnal Vokasi Indonesia

Indonesia's creative economy has survived worldwide economic shifts, especially the COVID-19 epidemic. This industry now drives innovation, culture, and technology. No systematic technique exists to quantify the creative ecosystem's impact on regional economic resilience. The Regional Creative Economy Resilience Index (IRED) is a conceptual model based on Asta Cita 2024–2029's eight strategic missions. This article uses the Asta Cita framework to describe how the creative industry strengthens national economic resilience and advances the IRED idea as a data-driven research and policy tool. This qualitative-descriptive study synthesizes 20 periodicals (2020–2025), analyzes policy, and maps themes using Asta Cita. Source triangulation …

Mitigating Common Vulnerabilities And Exposures In Cobol-Based Critical Systems Using The Strangler-Fig Pattern, Lauren E. Caruso, Vincent J. Compeau, Assefaw H. Gebremedhin

Military Cyber Affairs

COBOL-based legacy systems continue to underpin critical infrastructure in banking and government sectors despite their age and associated cybersecurity risks. Originally developed through a Department of Defense–sponsored initiative to standardize business computing, COBOL remains widely used in mission-critical environments. However, these systems face increasing vulnerabilities due to outdated security architectures, workforce shortages, and rising maintenance costs. This paper examines cybersecurity and operational challenges associated with COBOL systems and evaluates the Strangler Fig pattern as a modernization strategy that enables incremental replacement while maintaining continuity. The findings highlight implications for financial institutions and public-sector organizations dependent on legacy infrastructure.

Ai-Driven Project Management In Real Estate Private Equity: Impacts On Workflow Efficiency And Standardization, Alexander D. Van Den Bosch

Harrisburg University Dissertations and Theses

Artificial intelligence (AI) is increasingly used in project management, yet limited research has examined its relationship with workflow efficiency and process standardization in real estate private equity (REPE) acquisitions. This quantitative correlational study examined these relationships and identified which AI-supported functionalities respondents perceived as contributing most to project management performance. The study drew on project management principles and the Technology Acceptance Model. Data were collected through a cross-sectional QuestionPro survey of professionals involved in REPE and related acquisition workflows, resulting in 146 completed surveys. The study used descriptive statistics, Pearson correlations, and regression analysis to evaluate the data. AI implementation …

Energy Market And Carbon Emission Spillovers In Critical Minerals Investment: A Dynamic Connectedness Approach, Haibo Wang, Lutfu S. Sua, Jaime Ortiz, Jun Huang, Bahram Alidaee

International Business and Entrepreneurship Faculty Publications

Purpose: This paper aims to examine the daily financial risk spillovers associated with investing in critical minerals. It examines the dynamic interconnectedness between seven critical mineral Exchange-Traded Fund (ETF) portfolios and key economic-wide variables, including the energy market, carbon emissions, market sentiment and global infrastructure.

Design/methodology/approach: A time-varying parameter vector autoregression (TVP-VAR) model is used to quantify dynamic connectedness and directional volatility spillovers using daily data from May 1 2013, to May 2 2023. The study isolates the impact of extreme events by splitting the data into pre- and post-COVID-19 samples based on the February 2020 stock market crash.

Findings: …

Power Of Connection: China’S New Paradigm For Open S&T Cooperation Via Global Networks Of Young Scientists, Meng Wang, Shaoshan Liu, Siok Yee Chan, Chunbo Gao, Francesco Maurelli, David Govoni

Bulletin of Chinese Academy of Sciences (Chinese Version)

As China rises in the global innovation landscape, relying solely on attracting talent back home (“bringing in”) is no longer sufficient to meet the demands of the new stage of S&T development. Greater emphasis must be placed on “going out” to strengthen the influence in international rules and standards. Early-career scientists, at the peak of creativity and international mobility, are the pivotal group driving this transition. This study proposes a four-in-one framework, Talent–Open Source–Standards–Scenarios, which highlights leveraging global youth science networks to transform engineering practices into contributions to international rule-making. In terms of implementation, the study takes the Global Young …

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 …

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, …

Faculty Development Courses On Ai: Introducing The Faculty Ai Capability Selection Framework, Dan R. Bradbury, Barbara Jo White, H. Kevin Fulk, Raymond Large

Southwestern Business Administration Journal

University faculty members are faced with how to best address pressing needs for building artificial intelligence (AI) skills.  Some of these needs are student-focused, as employers seek graduates with useful AI skills.  Faculty members, understanding how generative AI can impact the work they do, also face pressures to enhance their own skills and comfort using AI tools.  In this article, we consider AI capabilities that are impacting organizations’ expectations for new college graduates as well as AI capabilities changing the shape of faculty members’ work.  We propose the Faculty AI Capability Selection Framework as a means to guide the development …

Interpretive Flexibility And The Social Construction Of Generative Ai In Education: A Scot Analysis, Elham Mousavidin, Sujin K. Horwitz

Southwestern Business Administration Journal

The rapid rise of generative artificial intelligence (GenAI) tools has intensified discussions about their role in education. This study uses the Social Construction of Technology (SCOT) framework to explore how educational stakeholders interpret GenAI and how these interpretations influence its development and adoption. Through an interpretive literature review of research published between 2021 and 2025, we examine stakeholder perspectives using SCOT constructs, including relevant social groups, interpretive flexibility, technological frames, and controversies. Results identify three main interpretive tensions shaping current debates: transformational force versus transactional tool, cognitive augmentation versus cognitive atrophy, and digital empowerment versus digital enslavement. These tensions show …

Current Research On The Use Of Ai In Higher Education, Jim A. Mccleskey

Southwestern Business Administration Journal

The rapid adoption of artificial intelligence (AI), particularly generative artificial intelligence (GenAI) tools such as ChatGPT, has introduced profound opportunities and challenges for higher education. This paper presents a thematic scholarly review of recent empirical studies, systematic reviews, and conceptual analyses examining AI’s impact on teaching, learning, assessment, and institutional practice. The literature highlights substantial benefits associated with AI use, including increased academic productivity, personalized and adaptive learning pathways, enhanced accessibility for diverse learners, and new opportunities for pedagogical innovation. At the same time, significant risks emerge related to cognitive offloading, erosion of critical thinking, academic integrity, blurred authorship, assessment …

Strategic Judgment In Leadership Decision-Making: Evaluating Ai In Organizational Contexts, Cate Wengelnik

Southwestern Business Administration Journal

This paper presents a classroom-based approach for teaching strategic judgment in leadership decision-making through the evaluation workplace communication and incorporates the use of artificial intelligence (AI). As AI tools become more common in organizational settings, leaders and employees must be prepared to assess outputs that may appear professional while containing inaccurate, unsupported or potentially risky information. This paper describes an instructional case in which students examine an AI-generated response to an employee inquiry about workplace accommodations and Human Resources related matters. Students (1) evaluate the message for clarity, tone and apparent usefulness, then (2) analyze the organizational risks created when …

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 …

Digital Mindset Efficacy For Human-Ai Career Readiness, Frank Lin, Conrad Shayo

Communications of the IIMA

This article develops digital mindset efficacy as a key capability for human-AI career readiness. It argues that success in AI-shaped workplaces requires not only technical tool use but also the confidence and capacity to learn with, evaluate, collaborate with, and responsibly govern digital and AI systems. Drawing on digital mindset, digital intelligence, AI proficiency, self-efficacy, and life-skills literature, the article proposes a theory-based model linking digital mindset efficacy to AI proficiency and life skills through mastery experience, vicarious learning, social persuasion, and affective regulation. It illustrates the model through a General Education course, Leadership for Global Challenges: Exploring the Digital …

Twenty Years Later: Measuring The Accessibility Of The U.S. State Government Websites, Tanya Goette, Sean Lynch

Communications of the IIMA

Web accessibility remains an important issue as individuals rely on Internet access and web site accessibility for daily functions. It is an unwritten rule that people should access an organization’s website to search for answers before calling to ask a human (or a bot). Over twenty years ago, in 2005, a study (White, Goette, & Young) was conducted to analyze the accessibility of state government web sites. The assumption was made that state governments should be setting an example of following accessibility guidelines. The study found that about a third of the home pages did not meet basic accessibility guidelines. …

Beyond Ai Literacy: Developing And Validating A Reflective Human–Ai Learning Scale In Higher Education, Alison Munsch Phd

Communications of the IIMA

Generative artificial intelligence (GenAI) is transforming higher education, yet current AI literacy frameworks primarily assess what students know about AI and how they use it rather than how they think while learning with AI. This paper introduces Reflective Human–AI Learning (RHAL), a complementary construct that captures the quality of students' reflective cognition while collaborating with AI. Drawing upon AI literacy, metacognition, significant learning, critical thinking, and self-regulated learning, the study proposes a multidimensional instrument and outlines a rigorous psychometric validation process. The resulting scale is intended to complement—not replace—existing AI literacy measures by assessing reflective judgment, intentional inquiry, and ethical …

When Does Global Search Pay For Itself? A Measured Exploration Cost And Energy Break-Even Analysis Of A Metaheuristic Search Controller In Solar Energy Systems, Mohamed Ali Muammar Ezgour

Communications of the IIMA

Autonomous energy systems increasingly delegate the choice of operating point to embedded search algorithms, trading a fast local optimizer that can settle on a wrong point against a slower global search that guarantees the right one at a measurable cost. This paper reframes maximum power point tracking under partial shading as that decision and measures its economics on a fixed photovoltaic plant in MATLAB/Simulink. A Hippopotamus Optimization global search handed over to incremental conductance is compared with incremental conductance alone across seventeen initial duty cycles and thirty random seeds. The hybrid reached the global peak in all thirty seeds, whereas …

Advancing Blood Production And Distribution: Leveraging Ai In The Expeditionary Care Environment, Andrew Hall, Michael Carrillo, Garrion Jackson, Jennifer Hall, Ryan Comes

Joint Force Quarterly

It is a whole of government effort to ensure there is sufficient blood supply during times of crisis and conflict. The interagency is responsible for the blood production, delivery and ultimately utilizes blood across the world to treat hemorrhaging patients. Blood is an individually donated resource that saves lives in the expeditionary environment. The ideal blood supply chain maximizes production, utilization, and remaining shelf life of blood products where it is needed across the world. Optimized production and delivery of blood maximizes lifesaving while minimizing wastage. The advancement in artificial intelligence represents an opportunity to apply technology to this critical …

Mission Over Bureaucracy: Special Operations Command’S Warrior-Driven Model For Defense Innovation, Robert D. Seader

Joint Force Quarterly

In an era of accelerating technological change, military organizations must rapidly develop and field new capabilities to maintain battlefield superiority. Traditional defense acquisition processes, optimized for peacetime oversight and risk avoidance, now take four times longer than in the 1950s, threatening to undermine military effectiveness against rapidly modernizing adversaries. This paper examines how the United States Special Operations Command (USSOCOM) has pioneered a fundamentally different acquisition approach that delivers new capabilities in months rather than the decades typical of conventional programs.

Through extensive interviews with senior acquisition leaders, this analysis identifies three core elements of USSOCOM’s success: a mission-centric culture …

Bitseat: Reimagining The Financing For Airliners Using Nonfungible Tokens (Blockchain Technology), Edwin S. Ongola

Journal of Aviation Technology and Engineering

This essay describes how blockchain technology, particularly nonfungible tokens, can be used to raise funding for airliners. The essay begins with a brief overview on the costs, categories, and acquisition methods of airliners. After that, the essay introduces concepts on blockchain technology, tokens, and smart contracts. The essay then touches on how nonfungible tokens can be used to facilitate fractional ownership of airliners. From there, the essay discusses Bitseat, a conceptual nonfungible token for fractional ownership of airliners, covering its overall design, appeal, marketplace alternatives, and challenges. Finally, in the discussion, the essay summarizes the overall concept and outlines its …

The Nine-Block Pyramid: A Structural Framework For Cultivating An Ai Adoption Mindset Culture At Enterprise Scale, Ahmad Masri

Communications of the IIMA

Enterprise artificial intelligence (AI) adoption is nearly universal in name but shallow in practice: a large majority of organizations now use AI in at least one business function, yet only a small minority have scaled it enterprise-wide, and leadership commitment rather than technology is repeatedly cited as the binding constraint. This conceptual paper argues that AI adoption is fundamentally a mindset-culture problem, not a tooling problem, and proposes a nine-block pyramid as a practical framework describing a sequencing heuristic, anchored in established organizational-behavior theory, for the cultural conditions an enterprise should build to sustain an AI adoption mindset: (1) Enterprise …

Ai-Assisted Software Development And The Change Of Organizational Rhythms, Jarl Tuxen, Morten Boesen, Sarah O'Neill

Communications of the IIMA

Based on a qualitative study of a Danish NGO collaborating with an AI-enabled software vendor, this paper examines how the speed of AI-assisted software development challenges established organizational rhythms of evaluation and governance. The preliminary analysis suggests that AI-assisted development not only accelerates software production but also destabilizes established mechanisms for evaluation, responsibility allocation, and legimitization in software development projects.

People Orientation And Thing Orientation In Business Majors: Implications For Assessing The Impacts Of Cross-Functional Business Program Curricula, Todd J. Hostager, David A. Christopher, Kristy J. Lauver, Christopher Knowles

International Journal for Business Education

Background/Introduction/Purpose:  Prior research documented significant differences in people orientation and thing orientation (PTO) based on type of major and sex.  This study examines a set of measures for helping business programs to assess whether they are producing graduates equipped to consider both people and things when making decisions, regardless of their major or sex.

Methods/Design:  Students in a strategic management capstone course spent a single 75-minute session responding to a brief new venture pitch by identifying what types of additional information they would need to decide whether to invest in the business.  Three Likert-scaled options gauged the extent to participant …