Digital Commons Network^™

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 …

Teacher Mentoring As A National Imperative: A Multi-Paper Dissertation, Ramiro Pesina

Human Resource Development Theses and Dissertations

This multi-paper dissertation investigates teacher mentoring as a critical intervention in human resource development designed to address the complex challenges facing the teaching profession, including high attrition rates and the need for sustained professional support. The study is organized into three connected studies: an integrative literature review on technology enhanced mentoring, a longitudinal qualitative study that devises a comprehensive mentoring model covering cognitive, emotional, and behavioral aspects, and a phenomenological case study in which a formally structured mentoring program in a North Texas school district is analyzed in terms of execution and outcome. Critically important findings indicate that well-crafted mentoring …

The Role Of Financial Decision-Making Methods In Achieving Financial Performance, Kifah Sami Hussein

Muthanna Journal of Administrative and Economics Sciences

This research provides a comprehensive study of the role of financial decision-making methods in improving the financial performance of organizations, focusing on the strategic importance of various financial tools in supporting the process. The study aims to explore how the quality of financial decisions affects key performance indicators of organizations, highlighting the positive relationship between effective financial decision-making and achieving optimal financial results. The research also addresses the various factors that influence the effectiveness of financial decisions, including analytical tools, predictive models, and high-quality accounting information.
The research methodology relies on integrating quantitative and qualitative methods in a comprehensive manner, …

The Role Of Financial Inclusion In The Quality Of Financial Decisions: A Descriptive And Analytical Study Of A Sample Of Startups In Iraq, Inam Abass Hamidi

Muthanna Journal of Administrative and Economics Sciences

This research examines the role of financial inclusion in improving the quality of financial decisions for individuals and institutions in emerging and developing economies. The research focuses on how the availability of accessible formal financial services enhances the ability to make informed and rational financial decisions. The scope of the study includes examining the relationship between access to formal financial services and positive financial behavior, as the literature shows that individuals with higher levels of financial inclusion are more likely to engage in positive financial behaviors such as regular saving and responsible investing (Musa et al., 2025).  The research aims …

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 …

Ai-Supported Analysis Of Jury Deliberation Impact Factors, Jennifer Siciliani Phd

Generative AI Teaching Activities

Students conduct a controlled, two-run generative AI jury simulation to examine how a single socio-legal variable affects simulated jury deliberation. They compare and manually code the AI-generated outcomes against peer-reviewed human jury research to evaluate the model’s accuracy, limitations, and potential biases.

The Application Of Machine Learning And Deep Learning On Demand Forecasting Across Time-Critical Industries: A Systematic Review, Asmaa Seyam, Sujith Samuel Mathew, May El Barachi, Cheng Zhang, Jun Shen

All Works

The applications of machine learning and deep learning in demand forecasting have attracted increasing attention, as they offer remarkable predictive capabilities that help automate forecasting processes and achieve higher accuracy. While numerous review studies have examined solutions within specific industries, there is a lack of comprehensive literature review investigating these solutions across different sectors. Therefore, this study overviews machine learning and deep learning applications in demand forecasting across time-critical industries, including power, tourism, water, transportation, and food. A two-tier classification framework is proposed to categorize demand forecasting studies by both application industry and methodological architecture. In addition, the most popular …

Market Orientation And Strategic Performance In Global Firms: A Sequential Mediation Model Of Innovation And Supply Chain Resilience, Meisam Karami

Journal of Global Business Insights

This study examines how market orientation is associated with strategic performance in globally operating firms through the sequential mediating roles of innovation and supply chain resilience. Drawing on the Resource-Based View and Dynamic Capabilities Theory, the research proposes a capability-sequencing framework in which market orientation reflects a sensing capability, innovation represents a seizing capability, and supply chain resilience embodies a reconfiguring capability that stabilizes value creation under environmental disruption. Using cross-sectional survey data from 356 manufacturing and service firms engaged in international activities, partial least squares structural equation modeling was employed to test the hypothesized relationships. The results indicate that …

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 …

Inflation-Differential Rule Versus (De Facto Soft-Peg) Discretion: Exchange-Rate Management Approach In Developing Economies, Behnam Ebrahimi, Mohammad Vaez Barzani Dr.

Bulletin of Monetary Economics and Banking

Many developing and emerging economies officially report a managed floating exchange-rate regime tailored with a fundamental exchange rate management approach, while in practice operating a de facto soft peg, characterized by discretionary, near-constant exchange-rate depreciation aimed at dampening inflation expectations. This discretionary approach—often justified as a pragmatic response to inflationary pressure—produces a hybrid regime that lacks the transparency and credibility emphasized in IMF policy guidance. This study evaluates whether substituting Discretionary Soft-Peg Exchange Rate Management approach with an Inflation-Differential Rule of Exchange Rate Management approach, which links exchange-rate adjustments to the inflation differential between domestic and rest of the world, …

Offline And Thriving: Understanding The Professional And Personal Lives Of Non-Social Media Users In A Digitally Dominant Era, Bhargava Mantena

Dissertations

Existing research has treated voluntary social media abstinence as the absence of users rather than as a condition worth study. This mixed-methods study examined its psychological and occupational correlates. Adults aged 21 to 65 reporting abstinence from all major platforms for six months or more completed three validated instruments measuring mental well-being, work engagement, and perceived social isolation; a purposive subsample of 12 took part in semi-structured interviews. The analysis set comprised 120 participants, below the 128 indicated by the a priori power analysis. Research Question 1 could not be tested as approved, because no active-user comparison group was recruited; …

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, …

A Discrepancy Evaluation Of Workforce Capacity And Emerging Skills: A Utah Case Study, Lendel K. Narine, Paul A. Hill, Andreé Walker-Bravo

Extension Research

This study examined employer-perceived competency discrepancies, anticipated competency requirements, hiring barriers, and valued educational experiences in Utah. Survey data were collected between September and October 2025 from 226 individuals with hiring responsibility in Utah-based organizations. The Ranked Discrepancy Model (RDM) quantified discrepancies between respondents’ ratings of competency importance and their satisfaction with demonstrated employee proficiency. Respondents reported the largest discrepancies for time management, critical thinking, conflict resolution, ethical judgment, and verbal communication of ideas. Respondents rated communication, collaboration, analytical thinking, and lifelong learning highest among competencies anticipated to matter most over the next five to ten years. Most employers identified …

Scrolling, Following, Deciding: The Hidden Power Of Digital Influence On Wise Financial Decision, Nur Fatihah Muhamad Irwan, Wan Rasyidah Wan Nawang

International Journal of Management, Finance and Accounting

The effect of social media and digital influencers on financial behaviours has been well documented, but there is yet any solid evidence of their role in driving wise financial decision-making among Malaysians in particular. This study hence sets out to examine the impact of social media engagement and parasocial interaction in shaping financial attitudes, and the influence of financial attitude, subjective norms, and perceived behavioural control on the intention to practice wise financial decision-making. The mediating role of financial attitude was also studied, specifically in the link between social media engagement, parasocial interaction, and intention. A total of 250 Malaysian …

"Why Do Students Save Less?” A Study Of The Determinants Of Saving Intentions And Behaviours Among Undergraduate Students, Rna Hamza Ahmed Eissa, Chi Hau Tan, Ben Hou

International Journal of Management, Finance and Accounting

Despite the issue of low savings being a serious concern, limited research has been conducted on students’ saving behaviour in Malaysia, especially when it comes to private universities. This research focuses on examining factors that affect saving behaviour among undergraduate students at a private university in Malaysia, in reference to the Theory of Planned Behaviour. A mixed-method design was applied. Quantitative research was conducted, in which 122 valid responses were collected via an online survey and analysed using Partial Least Squares Structural Equation Modelling (PLS-SEM). In addition, qualitative research with 11 respondents was conducted, and the data were analysed using …

Does Realised Range Volatility Improve Multivariate Volatility Forecasting? Evidence From Bursa Malaysia Sectors, Mariam Mohamed Abdelwahab Mohamed Badawi, Sew Lai Ng, Ruzanna Ab Razak, Shaikh Fazlur Rahman

International Journal of Management, Finance and Accounting

This study examines whether realised range volatility improves multivariate volatility forecasting performance in an emerging equity market setting. A comparison between vector heterogeneous autoregressive models constructed with realised volatility, realised range volatility, and conventional return-based volatility measures is conducted using sectoral data from the Bursa Malaysia. High-frequency data from September 2018 to December 2024 were collected from the financial data provider Bloomberg. The analysis evaluates out-of-sample forecasting accuracy using a set of 5 loss functions, including symmetric (MSE and MAE) and asymmetric (QLIKE) criteria. The outcomes provide compelling and strong evidence that realised range volatility measures deliver superior forecasting performance …

Dividend Yield Modelling And Forecasting Under The Wilkie Investment Model With Inflation Effects: Evidence From Malaysia, Ilya Adlina Abd Halim, Norizarina Ishak, Siti Raihana Hamzah, Ahmad Fadly Nurullah Rasedee

International Journal of Management, Finance and Accounting

This study uses the Wilkie Investment Model in the context of the Malaysian stock exchange, incorporating inflation as a significant factor in explaining investment behavior in line with local economic conditions. Although the Wilkie model is broadly utilised in actuarial science and has been assessed in many developed countries, its use in emerging markets such as Malaysia is still limited. Based on historical data from Malaysia, both the dividend yield and inflation series were revealed to be stationary using the Augmented Dickey-Fuller (ADF) test. Therefore, the series is applicable for time series analysis. The study used Malaysian data to estimate …

The Impact Of Integrated Reporting In Rationalizing Investment Decisions And Value Enhancing, Asst Prof Dr. Muna Jabbar Mohammed

Muthanna Journal of Administrative and Economics Sciences

The current research aims to identify and understand integrated reporting reports and to demonstrate their impact in investment decisions of publicly traded companies listed on the Iraq Stock Exchange and their role in enhancing the market value of these companies. To achieve this objective, a questionnaire was distributed to a group of investors in the Iraq Stock Exchange and processed using the SPSS statistical software. The questionnaire was analyzed using several statistical methods (factor analysis, correlation coefficient, and simple linear regression). The research reached several conclusions, the most important of which is that integrated reporting reports are a means of …

The Role Of Green Accounting In Achieving Sustainable Development Through The Quality Of Accounting Information: An Empirical Study Of Iraqi Industrial Companies, Ahmed Neamah Abed, Anmar Adnan Khudhair, Farqad Mohammed Bakr Al Saadi

Muthanna Journal of Administrative and Economics Sciences

The goal of this study is to highlight the role of green accounting, both direct and indirect, via the quality of accounting information, in achieving sustainable development goals in industrial companies in Iraq. The methodology was done based on data obtained in 2026 through a questionnaire sent to a random sample of 110 employees (accountants, heads of finance departments, finance managers and internal auditors) in industrial companies listed on the Iraq Stock Exchange. Structural equation modelling (SEM) was used to test the hypotheses and pathways by applying AMOS software. Furthermore, the results indicated that the green accounting is positively and …

Non-Parametric Bayesian Modeling For Predicting Financial Market Volatility, Maab Adil Sabbar, Ahmed Imad Jawad Alradhi

Muthanna Journal of Administrative and Economics Sciences

This study examines methodological developments in modeling financial market volatility, with a particular focus on Bayesian nonparametric approaches as flexible alternatives to traditional parametric models such as GARCH and stochastic volatility frameworks. While characteristics of financial time series—including fat tails, volatility clustering, asymmetry, and structural breaks—limit the effectiveness of rigid parametric specifications, nonparametric Bayesian tools such as Dirichlet Process Mixtures offer adaptive probabilistic structures that better capture the true behavior of returns.
Using daily data from the ISX Main 60 Index, the empirical analysis shows that although the GARCH(1,1) model achieves a good statistical fit, stable volatility estimates, and accurate …

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 …

Personal Authenticity For Engagement And Transfer In Introductory Cybersecurity Education, Daniel T. Hickey, Ronald J. Kantor

Journal of Cybersecurity Education, Research and Practice

Abstract—This conceptual/theoretical paper explores how personal authenticity might promote generative learning in introductory cybersecurity courses. Generative learning transfers confidently to future educational, professional, personal, and testing situations. This cycle of design-based research addresses the concern that more typical professionally authentic contexts (e.g., hospitals, banks, etc.) may be alien and overwhelming to many students, particularly those in introductory courses and/or from non-professional families and communities. If so, this leads to “inert” knowledge that does not transfer. Personal authenticity is rooted in expansive framing, a modern theory of learning transfer. We reframe expansive framing as personal authenticity to make it …

Business Educational Skills For Successful Aviation Fire Officers, Leo Sedlmeyer

All Faculty and Staff Scholarship

Purpose: This paper explored the business educational skills aviation fire officers use to manage airport fire departments.

Design/Methodology/Approach: The methodology was a qualitative phenomenological study design. The participants began with 10 aviation fire officers from airports throughout the USA who were at least 28 years old, in a leadership role, and had at least 10 years of experience as aviation fire officers (Buttenschon, 2016). Saturation was reached at seven during the interview phase. The limitations of this study were gaining participants' trust and obtaining comprehensive information from them.

Findings: Six themes emerged from this study, with the top three identified: …

A Study On The Usage Of Digital Technology For Personal Financial Planning: A Comparative Study Among Generation Y And Z, Saraswathy N.S, Srinidhi Sundar

Journal of Global Management Research

No abstract provided.

Entire Volume Journal Of Banking And Financial Economics 2026, 1(25)

Journal of Banking and Financial Economics

Entire Volume Journal of Banking and Financial Economics 2026, 1(25)

Locker Room To The Classroom, Bert Wicks

Masters Theses

This thesis sought to explore the feasibility of using graduated collegiate athletes to supplement teaching populations to mitigate the teaching shortage in America. The researcher interviewed five professionals in education and five current college athletes to assist in answering two research questions. What are the perceptions of school administrators regarding the employment of former collegiate athletes as public-school teachers, in comparison to educators with formal academic training in education, and what are the attitudes of current and former collegiate athletes on the prospects of pursuing careers in public school teaching relative to employment opportunities aligned with their academic major were …

Leadership And Emotional Well-Being: A Qualitative Case Study In Higher Education, Qasem Varzideh

Doctoral Dissertations and Projects

The emotional well-being of tenured faculty members, which can include stress levels, job satisfaction, morale, and mental health, has been shown to directly influence faculty retention, student outcomes, and institutional performance. Despite the considerable body of research on leadership and faculty well-being, few studies focus specifically on how leadership practices and administrative policies influence the emotional well-being of tenured faculty members at public colleges. This qualitative single-case study examined the impact of institutional leadership practices and administrative policies on the emotional well-being of tenured faculty members at a large, multi-campus, publicly funded college in the Southeastern United States. The study …

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 …