Technology and Innovation Commons^™

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 …

Refereed Research - Indispensable Yet Not Fully Legitimate: Street Markets As Invisible Subsistence Infrastructure, Raji Srinivasan, Maria C. Merino

Subsistence Marketplaces

Street markets are key provisioning systems across the Global South, supplying fresh food, employment, and retail access absent formal infrastructure. Yet despite street markets’ functional indispensability to millions of low-income consumers, their legitimacy is chronically contested, affirmed by vendors and communities yet challenged by planners, developers, and state authorities who apply formal-economy criteria in evaluating them. We theorize this as a legitimacy paradox and ask what structural mechanisms sustain it? Using composite vignettes grounded in fieldwork, we theorize three mechanisms. First, visibility without recognition: street markets are hyper-visible yet excluded from cognitive templates of legitimate, formal retail. Second, asymmetric essentiality: …

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 …

Strategic Information System Leadership And Information System Function Performance In Universities In Kenya: A Pls-Sem Analysis, Joseph K. Muchina, James M. Njihia Prof., Agnes N. Wausi Prof.

International Journal of Applied Management and Technology

Information systems as enablers have evolved from an efficiency and effectiveness focus to enterprise-wide performance, placing strong demands on information system leadership. Emerging leadership models call for collaborative practices. Information systems leadership in higher education is a challenging task. Universities' top management team members and their information system executive counterparts lack a common and shared vision and understanding of information systems capabilities and roles. As the highest-ranking officers in organizations, they make strategic IS decisions. Yet, noting that existing approaches are ineffective, there is a growing concern about the kind of leadership needed to guide the institutions. Four sets of …

Stop Blaming My Users: Illumination Of The Technocentric Mythos Bias, Ervin H. Frenzel, Richard Lightcap

Journal of Cybersecurity Education, Research and Practice

 Abstract -This conceptual essay addresses the need for systemic and systematic transdisciplinary analytical techniques within cybersecurity and technical security. This conceptual essay is contingent upon recognition that cybersecurity is not simply technical in nature, it does not need an adversary, and more importantly it is based upon systems engineering and systems thinking.  The essay contributes a socio-technical attribution chain and field-specific ontology/taxonomy which distinguish user-triggered events from root causes, latent conditions, technical debt, validation failures, governance failures, and attribution bias before assigning responsibility to end users. It systematically defines an ontology inclusive of developer technical debt, organizational debt arising from …

How Does An Advanced Educator Utilize Digital Language Teaching And Learning By Integrating Linguistic, Cultural, And Business Life Perspectives?, Hely Westerholm, Pirjo Takanen-Körperich, Ph.D.

International Journal for Business Education

This paper explores advanced educators’ digital working capabilities in online language teaching, with a particular focus on sharing Finnish language and culture in a foreign context. Cultural and linguistic knowledge play a significant role in enhancing students’ motivation to study foreign languages. In today’s educational environment, digitalisation and globalisation exert an increasing influence on foreign language teaching and learning.

The digital learning environment has brought about a paradigm shift in foreign language didactics. Digital language learning is both challenging and holistic in nature. Continued foreign language learning is simultaneously an individual and a social process, as digital learning cultures impose …

How Grades Changed Before, During And After Covid-19 In A Business College, Douglas R. Moodie, Alison Keefe, Robin Cheramie

International Journal for Business Education

Purpose: This study examines how undergraduate business student grades changed before, during, and after the COVID-19 pandemic using a large institutional dataset from a business college in a US university between 2015 and 2024.

Method: The analysis includes over 390,000 student-course observations and incorporates instructional modality, student demographics, course characteristics, and prior academic performance.

Results: Results show a substantial increase in mean course grades during the COVID-19 period, followed by a partial reversion post-pandemic to levels that remain above pre-pandemic trends. These patterns are consistent across modalities, demographics, and departments.

Implications: The findings raise important questions regarding the interpretation of …

Robot Ready, Deploying Semi-Autonomous Food Delivery Robots, Betsy Bender Stringam, Somang Min, Jennifer Martinez

ICHRIE Research Reports

Semiautonomous food delivery robots are expanding rapidly across college campuses, healthcare facilities, office complexes, and other food delivery settings. The semiautonomous food delivery robot market grew to about $800 million in 2025 and is expected to exceed $3.24 billion by 2030.

This report draws on research studies conducted at a university contract foodservice beta deployment site, involving in-depth interviews with employees and managers who worked directly with semiautonomous food delivery robots during and after implementation, triangulated with field notes and observations by the research team. The report highlights key findings and develops an original practitioner framework around these findings, called …

The Strategic Role Of Frontline Sales Personnel In Semiconductor Manufacturing Markets, Daisuke Yahiro

Jesselton Journal of Educators and Scholars

This study examines the strategic role of frontline sales personnel within semiconductor manufacturing environments characterized by technological volatility, operational interdependence, and evolving customer demands. Drawing upon emergent strategy, strategy-as-practice, and organizational sensemaking perspectives, the study explores how frontline personnel contribute to organizational responsiveness and strategy formation beyond conventional execution-oriented roles. A qualitative interpretive research design grounded in pragmatism and symbolic interactionism was adopted. Data were collected through semi-structured interviews involving 12 participants engaged in semiconductor manufacturing sales, customer coordination, and managerial activities in Japan. The findings reveal that frontline personnel function as strategically embedded organizational actors who contribute to operational …

The Personality Profile Of Entrepreneur And Business Leader Elon Musk, Amelia Brower, Aubrey Immelman

Psychology Faculty Publications

This paper presents the results of an indirect personality assessment of entrepreneur and business leader Elon Musk, from the conceptual perspective of personologist Theodore Millon.

Psychodiagnostically relevant data relating to Musk were collected from biographical sources and media reports and synthesized into a personality profile using the Millon Inventory of Diagnostic Criteria (MIDC), which yields 34 normal and maladaptive personality classifications congruent with DSM-III-R, DSM-IV, and DSM-5-TR.

The personality profile yielded by the MIDC was analyzed in accordance with interpretive guidelines provided in the MIDC and Millon Index of Personality Styles (MIPS) manuals. Musk’s primary personality patterns …

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 …

Get Ready To Lead: Human-Centered Leadership In An Ai-Driven World, Ellen Ramsey

Faculty and Staff Publications & Presentations

As AI becomes increasingly integrated into our daily lives, online students continue to seek instructors who consistently appear, genuinely care about them as individuals, and provide guidance, challenge, and support. AI tools can help with speed and structure, but human-centered leadership keeps connection and meaning at the forefront of the learning experience. 

This interactive workshop invites online instructors and faculty leaders to explore how human-centered leadership can support their teaching in the middle of rapid technological change.

Grounded in a six-pillar leadership model that encompasses conscious self-awareness, relational intelligence, ethical influence, adaptive growth, transparent communication, and empowered action, this session …

Three Decades Of Digital Marketing: A Systematic Literature Review Of Strategic Shifts, Ethical Issues, And Innovation Paths, Winarto Poernomo, Denny Bernardus, Christina Utami, Liliana Dewi

ASEAN Marketing Journal

Manuscript type: Review Paper.

Research Aims: This study aims to examine the evolution of digital marketing over the past three decades and identify the technological, strategic, and behavioral transformations shaping contemporary digital marketing practices.

Design/methodology/approach: This study employs a systematic literature review (SLR) approach by synthesizing previous academic studies related to digital marketing development, emerging technologies, consumer behavior, and marketing strategies across digital platforms.

Research Findings: The findings reveal three major phases in the evolution of digital marketing: the foundational era of website-based marketing, the expansion of social media and mobile engagement, and the current era characterized by artificial intelligence, …

Customer Adoption And Trust In Indonesian Islamic Banking: A System Dynamics Perspective, Imam Wahyudi Mr., Komarudin Komarudin, Prof. Rifki Ismal

ASEAN Marketing Journal

Research Aims: This study reframes the growth challenge of Indonesia’s Islamic banking as a financial-service marketing problem: strengthening customer adoption, trust, and perceived value to expand market penetration in a dual-banking environment while maintaining resilience.

Design/Methodology/Approach: Using a system dynamics perspective, the study develops a causal loop diagram (CLD) grounded in a review of policy-document and prior empirical marketing/Islamic banking literature. A multi-actor lens is applied to map how regulators, government, customers, conventional banks, fintech, and ESG investors shape adoption and competitive dynamics.

Research Findings: The CLD identifies seven reinforcing loops that can accelerate adoption and market share (capability reinvestment, …

Ai-Augmented Financial Advisors: Comparing Ai And Human Analyst Investment Recommendations In Agreement, Performance, And Firm Size Effects, Crystal Chen

Honors College Theses

This study examines the level of agreement and performance between artificial intelligence (AI) generated investment recommendations and human analyst recommendations across U.S. publicly traded firms. Using a sample of twelve companies categorized by firm size (large, mid, and small), the study collects buy, hold, or sell recommendations from generative AI systems and human analysts. Agreement between AI-to-AI and AI-to-human recommendations is measured using Cohen’s Kappa agreement. Portfolio performance is evaluated by constructing equal-weighted portfolios for each recommendation source and size category. Risk-adjusted returns are measured using the Sharpe ratio over 1-, 2-, and 3-month periods. Furthermore, the study tests whether …

The Role Of Ceo Biases And Heuristics For Large Firms’ Innovation, Cristina O. Vlas, Radu E. Vlas

International Journal of Applied Management and Technology

Do different CEO biases affect large firms’ innovation differently, and to what extent are these effects bounded by CEOs’ heuristics? In this article, we highlight overlooked antecedents, such as the biases imposed by CEO narcissism and self-monitoring and the heuristics driven by CEOs’ motivation (regulatory foci) for certain courses of action. We found that narcissistic CEOs differ from self-monitoring CEOs when it comes to innovation. We found that, for self-monitoring CEOs, these effects are conditioned by the individuals’ underlying promotion and prevention motivation, but this is not the case for narcissistic CEOs. These findings contour our understanding of the immutability …

From Clicking To Committing: Psychological Distance And Persuasion In Online Animal Adoption Platforms To Enhance Shelter Visitation, David Goodweather

Graduate Theses and Dissertations (2019 - present)

Online animal shelter platforms have become a primary channel through which potential adopters view and evaluate adoptable animals, yet many users do not progress from online engagement to visiting a physical shelter. The dissertation examines how online pet viewing translates into intention to book a shelter visit by focusing on the roles of psychological distance and persuasive influence cues within a high-involvement decision context. Drawing on Construal Level Theory and persuasion research, a sequential process is proposed in which sustained interaction with pet profiles reduces distance-related abstraction, increasing receptivity to influence cues that facilitate movement from initial assessment to action. …

3t Of Tech, Taste, And Transformation In Coffeepreneurship, Razinda Tasnim Abdul Rahim, Mohd Faizuddin Muhammad Zuki, Nur Syamilah Md Noor

International Conference on Business and Management Research (ICBMR)

The global coffee industry is rapidly transforming due to digitalization, evolving consumer preferences, and sustainability trends. Coffeepreneurship, blending entrepreneurial innovation with coffee culture, has emerged as a competitive business model. This study applies the 3T- Technology, Taste, and Transformation to assess digital innovation, consumer experience, and business adaptation in coffee entrepreneurship. Despite opportunities in digital transformation, coffeepreneurs face challenges such as market saturation, financial constraints, and regulatory barriers. Limited access to fintech solutions and supply chain inefficiencies further hinder scalability. This study addresses these gaps by analyzing how technology, branding, and financial literacy influence coffeepreneurs' long-term sustainability using the VRIO …

Supersuit Up Or Get Left Behind: Why A Personal Agentic Os Is Required For Commercial Viability In The New Economy, Gary Sheng, Ron Roberts

Digital Laboratory: Publisher of Internet Journal

In my first article, The Writing on the Wall, we laid out the case: self-improving AI has arrived, the economy is splitting, and every organization faces an existential choice. This paper answers the question we heard most after that piece: “Okay, I believe you. What do I do on Monday morning?” The answer is your Personal Agentic OS. It is the minimum viable infrastructure that turns you from a passive consumer of AI into a sovereign operator of it. And in April 2026, three events converged to make this the most urgent professional skill in the world: Andrej Karpathy’s LLM …

Ai-Scm Cmm: A Capability Maturity Model For Artificial Intelligence Integration In Supply Chain Management, Lordt Becklines, Omar F. El-Gayar, Patti Brooks, Insu Park

Annual Research Symposium

Artificial intelligence is increasingly deployed in supply chain management, yet many organizations struggle to align adoption efforts with process readiness, data quality, governance, and workforce capabilities, and they still lack validated supply chain specific roadmap for assessing readiness, sequencing investments, and reducing implementation risk. This study develops and evaluates a Capability Maturity Model for Artificial Intelligence Integration in Supply Chain Management to address that gap. Using a design science research approach, the study synthesizes prior literature and practitioner knowledge to define maturity dimensions, capability indicators, and staged progression levels for AI integration in supply chain contexts. The artifact and assessment …

The Writing On The Wall: The Rise Of Applied Ai And The Life-Or-Death Choice Every Ceo Must Make Now, Gary Sheng, Ron Roberts

Digital Laboratory: Publisher of Internet Journal

Applied AI is putting AI to its highest and best use: running your organization as autonomously as possible so you can deliver value for humanity while maximizing the scale of the value. The economy is splitting. Organizations that adopt applied AI are expanding their capacity, accelerating their impact, and pulling ahead. Those that don't are quietly becoming irrelevant, not because they're doing bad work, but because the gap between what they can do and what the moment requires is widening every day. This is not a technology question. It is a leadership question. This paper is written for organizational leaders, …

Educating For Responsible Ai Governance - Building Interdisciplinary Frameworks For The Management Of Artificial Intelligence, Grace Eboh

Southwestern Business Administration Journal

As Artificial Intelligence (AI) becomes increasingly prevalent across industries, there is a critical need for educational programs that teach effective AI governance and management. This article examines how educational institutions can develop comprehensive curricula to prepare professionals for the complex challenges of overseeing AI systems responsibly. It analyzes current gaps in AI governance education, proposes frameworks for curriculum design, and identifies key competencies required for effective AI stewardship. The findings suggest that successful AI governance education must adopt an interdisciplinary approach that integrates technical literacy, policy understanding, ethical reasoning, and organizational management.

Digital Technology Adoption And Esg Performance In Malaysia: The Role Of Board And Top Management Team, Qin Yue

Student Works (2020-2029)

Against the backdrop of advancing global sustainable development, corporate environmental, social, and governance (ESG) performance has become a key indicator of firms’ long-term sustainability and value creation. As digital transformation accelerates, leveraging digital technologies to enhance ESG performance has become a critical issue for both academia and practice. Integrating Information Asymmetry Theory and Resource Dependence Theory, this study establishes an analytical framework and empirically examines the impact of digital technology adoption on corporate ESG performance. Using a sample of non-technology listed firms in Malaysia from 2018 to 2023, this research employs a fixed-effects model. The study also investigates the moderating …

A Capability Maturity Model For Artificial Intelligence Integration In Supply Chain Management, Lordt Becklines

Dissertations

Artificial Intelligence (AI) is transforming Supply Chain Management (SCM), yet many organizations struggle to assess their readiness for AI adoption and to understand how AI capabilities develop across maturity stages. This dissertation addresses this gap by developing a Capability Maturity Model (CMM) for AI integration in SCM, grounded in Organizational Information Processing Theory (OIPT), the Resource-Based View, and related capability frameworks. The model provides a structured approach for evaluating an organization's information-processing requirements, resource configurations, and alignment needed for effective AI-enabled supply chain operations.

Using a design science research approach, the AI-SCM CMM and its associated assessment instrument were derived …

Peace Innovation And Healing: A Design Justice Framework To Support Change Processes, Strengthen Relationships, Foster Trust, And Build Community, Michelle Helman

Peace and Conflict Studies Journal Conference

Many organizations aiming to achieve peace and health equity outcomes often focus their design processes and innovation efforts externally without addressing how their organizational culture can unintentionally reproduce the very harms they are trying to address. The purpose of this qualitative design research study is to explore the role of a design justice framework in piloting a Peace Innovation Project aimed at facilitating an organizational culture change process. Specifically, the study focuses on better understanding how integrating a design justice approach could support research collaborators to center equity and justice as core components in building a culture of peace and …

Embodying Design Justice: A Peace Education Framework To Strengthen Relationships, Foster Trust And Build Community, Michelle Helman

Peace and Conflict Studies Journal Conference

BACKGROUND

Groups working toward creating peace and equity often focus on external innovation without addressing internal culture shifts necessary to navigate change and achieve their goals. Michelle’s doctoral research and practice address this challenge through a design research study and peace innovation project focused on organizational culture transformation through a design justice framework. Findings suggest that interweaving the framework with storytelling, arts, and embodiment practices are key to support people in navigating change processes to strengthen relationships, foster trust, and build community.

ABOUT

The workshop offers an applied learning experience for participants to explore the concepts of design and innovation …

Understanding Supply Chain Innovation, Kenneth B. Kahn, David P. Cook

Marketing Faculty Publications

Purpose – Supply chain innovation (SCI) represents a complex construct, capturing the interest of practitioners and researchers alike. There is no commonly accepted definition for the term, field research on the construct appears to be highly fragmented and industry examples demonstrate diverse ways in which it occurs.

Design/methodology/approach – Reviewing definitional literature and top winners of the Council of Supply Chain Management Professionals’ Supply Chain Innovation Award, this manuscript identifies salient points about SCI to guide continued research and industry practice.

Findings – Seven points are made about SCI. These pertain to its multiple definitions, technology, relationships, performance outcomes, conceptual …

Integrating Social Media And Entrepreneurship: A Study Of Social Media, Creativity, Strategy, And Innovation In Building A Successful Brand Presence In The Digital Era, Lys Ishiari

Undergraduate Honors Theses

Social media has completely changed what it means to start a business. It was once just a place for personal interactions but is currently a powerful channel that drives the growth of multiple industries (Felicia, 2022). Now, anyone can use their personal creativity and hobbies to build a brand, especially on apps like Instagram, YouTube, and TikTok. The purpose of this study is to identify the common themes behind social media entrepreneurs’ success, which allows individuals to become both creators and business owners in the digital age. Furthermore, a key part of writing this paper is personal; it connects to …