Management Information Systems Commons^™

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 …

From Data To Decision-Making: The Role Of Local Digital Twins In Cross-Domain Management Within Municipalities – A Research-In-Progress Study In Veenendaal, Diana M.E. Boekman, Koen Smit, Guido Ongena, Rob Peters

Communications of the IIMA

Municipalities are facing increasingly complex, interconnected challenges in areas like housing, climate adaptation, mobility, and social policy. Local Digital Twins (LDTs) are seen as a promising tool to make this complexity more understandable and support decision-making. At the same time, both literature and practice show that few initiatives get past the pilot phase, even though getting through that phase is essential for successful long-term adoption.

This paper presents a research-in-progress study on the development and application of an implementation method for LDT technology within the municipality of Veenendaal, based on human values rather than driven by technological possibilities. Based on …

Progress Without Consent: Ai Deployment And The Democratic Legitimacy Gap, Engin Obucic, Ekrem Nurovic, Mersid Poturak

Communications of the IIMA

Drawing upon critical and technology studies, this conceptual provocation introduces the concept of “Progress without Consent”, referring to the introduction of AI technological innovation into society without collective societal deliberation, legitimacy and consent. The paper problematises the introduction of structurally transformative AI technology into society, the strategy of depolitisation of this technology, robotic automation of society without social mandate, and the manner in which technological innovation moves faster than democratic institutions can process its implications on societal structures. Ultimately, the authors argue, the development and deployment of AI does not belong to isolated labs and the private sphere of technological …

Designing Classifact: Towards A Transparent And Secure Platform For Stakeholder-In-The-Loop Data Annotation, Philippine Waisvisz

Communications of the IIMA

AI systems depend on human judgment, yet many annotation workflows are either designed for data-science specialists or managed through external commercial platforms. The first approach may demand more technical skills than relevant stakeholders possess. The second can require organizations to transfer data, expertise, and governance to an outside provider. Both can limit the involvement of people who understand what data means in its real-world context. Human-in-the-loop approaches introduce human judgment. Stakeholder-in-the-loop annotation focuses on selecting and organizing people whose contextual knowledge fits the AI application.

This paper presents Classifact, a transparent and secure platform for stakeholder-in-the-loop data annotation and validation. …

A Novel Entropy Based Maintainability Measurement Algorithm For Java Source Code., Remi M. Yusuf Mr, Md Shadab Mashuk, Julian Bass

Communications of the IIMA

Software metrics play a central role in assessing and managing the quality of software systems providing quantitative insights into attributes such as complexity, reliability, rigidity, modifiability and maintainability. Among these, maintainability is particularly critical, as it directly influences the ease of system evolution, long-term sustainability, and overall cost effectiveness. Despite the widespread use of metric-based maintainability measurement algorithms, capturing a value that reflects the maintainability situation of software source code remains a challenging task, especially in the presence of design deficiencies such as code smells. To measure changes in maintainability, this study experimentaly characterises the relationship between code smells and …

Which Cultural Values Influence The Success Of Process Implementations Within Sme Service Oriented Organizations In The Netherlands?, Dennis Monkel, Benny De Waal, Pascal Ravesteijn

Communications of the IIMA

Digitalization has shifted Business Process Management (BPM) from a technical discipline toward a stronger emphasis on culture, behaviour and organizational knowledge. Yet little is known about which cultural values support process implementation in SMEs. This study examines how BPM culture influences process implementation success in Dutch service-oriented SMEs, drawing on six values: customer orientation, excellence, responsibility, teamwork, innovation, and results orientation. A qualitative multiple case study was conducted across four SMEs, based on thirteen semi-structured interviews and the Organizational Culture Assessment Instrument (OCAI). While implementation success was assessed through employee acceptance, actual use and structural embedding. The findings show that …

From Dissertation To Deployment: A Unified Software Platform Operationalizing Clinical-Prediction And Sequential-Security Ai For Healthcare, Olsi Shehu, Damiana Teliti, Jasmin Kevrić, Bekir Karlik

Communications of the IIMA

Advances in machine learning for healthcare are abundant, yet most validated models remain confined to research notebooks and never reach secure, usable clinical software. This paper addresses that deployment gap by presenting a unified, security-hardened software platform that operationalizes two complementary streams of doctoral research inside a single, role-based hospital information system. The first stream contributes a clinical-prediction capability: an ultra-hybrid ensemble that couples a quantum-inspired feature transformation, particle-swarm feature selection, and calibrated soft voting for cancer-outcome prediction (96.41% accuracy, AUC-ROC 0.983 on TCGA-BRCA), survival stratification, multi-cancer generalization, and pharmacogenomic drug-response classification (89.31% mean accuracy across 25 compounds). The second …

Um Dean's Report - Meeting The Challenge Of Educating Dentists In A Constantly Evolving Profession, Jacques E. Nör

The Journal of the Michigan Dental Association

University of Michigan School of Dentistry Dean Jacques Nör highlights the school's historical legacy during its 150th anniversary and details recent academic, clinical, and research progress. Key developments include the establishment of the state-of-the-art Digital Dentistry Center for in-house digital workflows, a pediatric certificate program in Social Epidemiology funded by a $2.1 million federal grant, the transition to Epic electronic health records (integrated with MyChart), and the community-based collaborative care rotation program in Marquette. The report also highlights national faculty leadership roles and $24.1 million in research funding.

Technological Appropriation As A Strategic Policy In Smes: Building Anticipatory Capabilities For Digital Transformation, Hernán Cornejo

Journal of Global Business Insights

Abstract: Technological appropriation has become a critical strategic issue for small and medium-sized enterprises (SMEs) undergoing digital transformation. While many SMEs adopt digital tools to address immediate operational needs, fewer succeed in embedding them into organizational routines, strategic decision-making, and long-term adaptation. This study examines technological appropriation as a key mechanism through which SMEs convert digital adoption into strategic organizational capability. Drawing on the literature on technological appropriation, dynamic capabilities, and strategic foresight, the paper proposes and empirically tests an integrated model. A mixed-methods design was employed, combining a survey of 198 SMEs from Argentina, Chile, and Colombia with 15 …

Green Information Systems Adoption And Business Outcomes In Ugandan Smes: An Extended Theory Of Planned Behaviour Approach, Sonny Juma Nyeko, Samali Mlay, Cosmas Ogenmungu, Abdallah Ibrahim Nyero

Business Management Review

The study assesses the relationship between TPB antecedents and GIS business outcomes in SMEs, using an expanded TPB framework. Researchers gathered data from SMEs via a survey and analysed it using PLS-SEM. The framework used in the study explains 58.5% of the differences in GIS business outcomes. The results reveal that subjective norms, attitude, benefits, and obstacles are significant predictors of GIS business outcomes such as ecological IT practices, although perceived behavioural control displays an insignificant negative relationship. The study extended the TPB model by incorporating GIS benefits and GIS obstacles as additional factors influencing GIS adoption, business outcomes, …

Clinic-In-A-Box: A Portable, Software-Defined Cyber Range For Realistic, Scenario-Based Cybersecurity Training, Ethan Chumley, Aaron Nair, Royce Yaezenko, Joshua Payne, Veronika Kyles, Paul Wagner, Robert J. Honomichl, Ryan Straight, Shengjie Xu

Journal of Cybersecurity Education, Research and Practice

Realistic, hands-on cybersecurity training has traditionally depended on fixed infrastructure such as dedicated lab hardware, cloud subscriptions, or permanent network connectivity, limiting where and how often it can be delivered. This paper presents the design and implementation of a portable, scenario-based cybersecurity training platform housed in a single travel case and built from commodity hardware, type-1 hypervisor virtualization, containerized service orchestration, and software-defined networking. The platform clones, isolates, and resets complete lab environments on demand, allowing the same physical system to support repeated classroom, workshop, or field deployments with minimal manual reconfiguration. Training scenarios are grounded in generated organizational profiles …

Between Digital Transformation And Regulatory Vacuum: Cybersecurity Of Public Services In Mozambique, Faztudo Languisse Eng.

Journal of Cybersecurity Education, Research and Practice

The rapid expansion of digital public services in Mozambique—including e-government platforms, digital health systems, and electronic tax administration—has outpaced the development of a coherent legal framework for cybersecurity. While Law No. 3/2017 (Electronic Transactions Law) of 9 January 2017 introduced foundational data-protection principles, Mozambique long lacked a dedicated cybersecurity regulatory authority, mandatory security standards, and formal incident-notification mechanisms. This regulatory vacuum exposed critical public services to escalating cyber risks as digital transformation was actively promoted as a development priority. This article examines the legal and institutional gaps in Mozambique's cybersecurity governance framework prior to the 2026 Cybersecurity and Cybercrime Laws, …

Self Efficacy And Instructional Support Predict Cyber Deception Acceptance In Ics And Ot Cybersecurity, Daniel Ward

Journal of Cybersecurity Education, Research and Practice

Cyber deception can produce high-confidence evidence of unauthorized activity in industrial control systems (ICS) and operational technology (OT), but practitioners must consider the technology useful, safe, understandable, and supported before they will use it. This study reports a secondary quantitative analysis of a deidentified survey of United States-based ICS and OT professionals to determine whether psychological and instructional factors predict adoption readiness and effective utilization beyond education, experience, and sector. Hierarchical ordinary least squares regression with HC3 robust standard errors was conducted on 262 complete cases. The demographics-only model was not significant and explained 2.8 percent of outcome variance. Adding …

Opengrcrmf: A Vendor-Neutral Framework For Teaching And Modeling Rmf Automation, Continuous Authorization, And Zero Trust Governance, Anand Janjal

Journal of Cybersecurity Education, Research and Practice

Abstract—Federal and regulated organizations continue to rely on document-centric Authorization to Operate (ATO) processes even as the NIST Risk Management Framework (RMF), continuous monitoring guidance, Zero Trust Architecture (ZTA), and continuous authorization initiatives require more continuous, evidence-driven risk management [1]-[3], [13], [15]. Manual System Security Plan (SSP) updates, spreadsheet-based Plan of Action and Milestones (POA&M) tracking, and disconnected assessment evidence create governance latency: the delay between operational security events and authorization-ready governance response. This paper presents OpenGRCRMF, a proposed open, vendor-neutral reference framework that models RMF lifecycle activities as workflow states, treats authorization artifacts as structured governance objects, and …

A Return On Investment (Roi) Evaluation Tool For Quantifying The Value Of Cybersecurity Certifications, Nicolas Meysmans, Kelly Hughes

Journal of Cybersecurity Education, Research and Practice

The growing reliance on cybersecurity certifications has increased the financial and professional stakes associated with certification decision-making for cybersecurity professionals. Despite their widespread use in hiring and career advancement, there is limited objective guidance available to help individuals evaluate the return on investment (ROI) of specific certifications. This gap has created uncertainty regarding which credentials provide the greatest value relative to their cost and market impact. This study presents a data-driven, design science–based tool that supports cybersecurity professionals in evaluating certification ROI using practitioner survey data combined with certification cost and labor-market demand indicators. The paper also demonstrates how such …

From Disruption To Replacement: The 2026 Cae Cybersecurity Community Symposium And The Emerging Federal-Academic Compact For An Ai Workforce, Sunday Oludare Ogunlana

Journal of Cybersecurity Education, Research and Practice

The cybersecurity workforce gap in the United States is estimated at several hundred thousand unfilled positions, and the rapid integration of artificial intelligence into adversary tradecraft and federal cyber operations is widening that gap qualitatively as well as quantitatively, threatening national security and the operational readiness of graduates entering the field. This perspective article synthesizes the principal arguments advanced by five federal and academic speakers at the 2026 CAE Cybersecurity Community Symposium, using verbatim session transcripts, a structured thematic extraction process, and triangulation against published workforce policy and peer-reviewed literature. Findings document a unified speaker thesis that artificial intelligence now …

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 …

Beyond Procedural Participation: A Process Perspective Of Disability-Inclusive Digital Innovation, Millicent Agangiba, David Aboagye-Darko, Salah Kabanda, William Agangiba, Ralitsa Diana Debrah

African Conference on Information Systems and Technology

While previous research has recognized the importance of participation, how the structurally embedded inclusion of PWDs reshapes digital innovation processes and their outcomes in resource-constrained contexts remains underexplored. The study addresses this gap through a longitudinal qualitative case study of a five-year recurring hackathon organized in Ghana from 2021 to 2025, with a focus on disability inclusion. Drawing on Adaptive Structuration Theory as an analytical lens, normatively supported by critical disability studies, this study analyzes the qualitative interview and observation data from 20 participants. The results reveal that inclusion is a structuring force through four interrelated mechanisms: (1) lived experience …

Assessing Factors Affecting User Satisfaction With Health Information Technology: A Case Study Of Komfo Anokye Teaching Hospital Of Ghana, Braimah Wadudu, Augustine Kwame Acheampong, Kwame Boateng Opoku Agyeman, Aku Humphery-Ackumey, Phyllis Sakyiwaa Anning, Vida Asante, Abubakar Essilfie, Lawrence Amakye Jnr

African Conference on Information Systems and Technology

Health information technology (HIT) is central to modern healthcare, yet its value depends on user satisfaction with system performance, support services, and institutional commitment. At Komfo Anokye Teaching Hospital (KATH), the Lightwave Health Information Management System (now GHIMS) has transformed workflows, but frontline user experiences remain underexplored. This study assessed factors influencing user satisfaction with HIT and examined how satisfaction affects job performance. A quantitative survey instrument was administered to sample 352 staff at KATH. System quality, service quality, and top-management support were all significant predictors of user satisfaction. System quality had the strongest effect, followed by service quality and …

Design And Evaluation Criteria For Community-Based Ict4d Artefacts, Tinaye Tanatswa Mushore, Gwamaka Mwalemba

African Conference on Information Systems and Technology

The widespread use of Information and Communication Technologies (ICTs) worldwide has underscored the importance of research initiatives in Information and Communication Technologies for Development (ICT4D). It has become crucial to understand the extent to which ICTs contribute to development, particularly for relatively disadvantaged members of society, given the persistent inequality despite technological advancements. However, many ICT4D projects launched to address challenges in multidisciplinary contexts suffer chronic failure rates, often linked to researchers' limited understanding of and consideration for local conditions and the contexts in which the projects are intended. This study proposes design and evaluation criteria that embed ICT4D guidelines …