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Full-Text Articles in Management Sciences and Quantitative Methods

High Technology And The Developing State: The Arrival Of Supercomputers In India, Ramesh Subramanian Jan 2026

High Technology And The Developing State: The Arrival Of Supercomputers In India, Ramesh Subramanian

Journal of International Technology and Information Management

While India has made vast strides in information technology in the last few decades, its success is mainly attributed to its software, rather than its hardware sector. In fact, India’s attempts at developing computer hardware that can match international standards have largely been unsuccessful. A notable exception is its development of a series of supercomputers that match and exceed many international standards. This paper looks at an interesting period in India’s computing history – namely the 1980s and 1990s – focusing on its development of an indigenous supercomputer. During that period, supercomputers were thought to be the sole privy of …


Responsible People Analytics For Remote-Work Decisions: A Machine-Learning Benchmark For Classifying Perceived Productivity, Ruth Menjivar, Nima Molavi, Narges Mashhadi Nejad Jan 2026

Responsible People Analytics For Remote-Work Decisions: A Machine-Learning Benchmark For Classifying Perceived Productivity, Ruth Menjivar, Nima Molavi, Narges Mashhadi Nejad

Journal of International Technology and Information Management

This study examines whether employee-perception survey data can support responsible people-analytics decisions about remote-work productivity. Using the public New South Wales (NSW) Remote Working Survey 2021 (N=1,512), the study benchmarks statistical and machine-learning classifiers for self-reported perceived productivity classes (same, less, or more productive when working remotely relative to onsite work), not objective output, under default, class-weighted, and resampling protocols. Main evidence comes from 5×5 repeated stratified cross-validation using macro F1 and balanced accuracy with fixed model specifications. Class-balanced separability is modest. Random Forest, CatBoost, and LightGBM form a leading cluster with overlapping confidence intervals (macro F1 ≈0.51–0.52). Affective/well-being items, …


The Value Of Personal Data Ecosystems: A Flemish Media Sector Case Study, Maarten De Mildt, Melanie Verstraete, Sofie Verbrugge, Didier Colle Jan 2026

The Value Of Personal Data Ecosystems: A Flemish Media Sector Case Study, Maarten De Mildt, Melanie Verstraete, Sofie Verbrugge, Didier Colle

Journal of International Technology and Information Management

Personal Data Stores (PDSs) have been proposed as a privacy-preserving approach to data sharing that increases individual control over personal data while enabling new forms of cross-organizational collaboration. This collaboration leads to the emergence of Personal Data Ecosystems (PDEs). Despite growing interest in PDEs, limited research has examined how the organizational and economic barriers identified in prior studies manifest in practice. This paper investigates these challenges through a case study of the Flemish media sector within the Solid4Media project, which explores the use of PDSs to support data sharing and personalization across media organizations. Using a qualitative research design, data …


Too Warm To Win Big? Unpacking The Backer Dynamics Behind Female Crowdfunding Success Using A Warmth And Competence Perspective, Dan Liu Jan 2026

Too Warm To Win Big? Unpacking The Backer Dynamics Behind Female Crowdfunding Success Using A Warmth And Competence Perspective, Dan Liu

Journal of International Technology and Information Management

While crowdfunding is often heralded as a democratized funding avenue that empowers women with higher success rates, this study reveals a more nuanced picture of gender dynamics. The Stereotype Content Model suggests that women are often perceived as warmer but less competent. Using a large dataset from Kickstarter, we find that female-led projects can attract more backers, likely due to warmth-driven appeal, but receive smaller average contributions, potentially due to concerns about risk linked to lower perceived competence. However, the total funding raised by female-led campaigns is comparable to that of male-led ones, showing no clear advantage or disadvantage. This …


Online Community Dynamics: An Analysis Using Louvain During Major Sporting Events, Anushka Jaint, Yashodhan Karulkar, Kashish Jindal, Sri Sai Harshita Gadavarthi, Sanya Gulati Jan 2026

Online Community Dynamics: An Analysis Using Louvain During Major Sporting Events, Anushka Jaint, Yashodhan Karulkar, Kashish Jindal, Sri Sai Harshita Gadavarthi, Sanya Gulati

Journal of International Technology and Information Management

With the power of social media transforming the way people connect and interact with each other, the dynamics of community formation on platforms such as X during major events are of crucial importance. While social media is an increasingly key driver in determining interactions, little is known about the online influence forming and developing fan communities in high-stakes events. This study looks into the development of user communities for datasets drawn from Kaggle on two of the world’s largest sporting events: the FIFA World Cup 2022, or football, and the T20 World Cup 2022, or cricket, with the aim of …


Blockchain As A Digital Coordination Infrastructure For Project Management: A Systematic Review And Integrative Framework, Cherie Bakker Noteboom, Sai Neelima Seru, Aravindh Sekar Jan 2026

Blockchain As A Digital Coordination Infrastructure For Project Management: A Systematic Review And Integrative Framework, Cherie Bakker Noteboom, Sai Neelima Seru, Aravindh Sekar

Journal of International Technology and Information Management

Blockchain technology has gained increasing attention as a digital infrastructure capable of improving transparency, trust, and coordination in complex, multi-organizational project environments. However, existing research on blockchain-enabled project management remains fragmented and industry-focused, providing limited guidance for organizational adoption and integration. This study addresses this gap through a systematic literature review of 29 peer-reviewed studies, following PRISMA guidelines, to examine how blockchain capabilities are incorporated into project management practices across industries and maturity stages.

Grounded in Resource-Based View and Coordination Theory, the analysis employs a feature-to-process mapping approach to link six core blockchain capabilities—decentralization, transparency, immutability, smart contracts, traceability, and …


Early Stem Impressions, Student Engagement, And Readiness For Digitalization, Myron Sheu Jan 2026

Early Stem Impressions, Student Engagement, And Readiness For Digitalization, Myron Sheu

Journal of International Technology and Information Management

This study examines how early impressions of science, technology, engineering, and mathematics (STEM) shape business students’ learning behaviors and, ultimately, their readiness for organizational digitalization. Focusing on gender differences, subgroup identities, and perceived obstacles, the analysis uses survey data processed through correlation matrices, regression models, and subgroup heatmaps to trace the relationship between initial attitudes toward STEM and subsequent engagement patterns. The findings reveal consistent links between positive early impressions and active participation in structured STEM activities, along with gender-based distinctions in action preferences. Subgroup analyses further uncover nuanced patterns where stereotypes or perceived barriers correspond with reduced engagement. Collectively, …


Does Digital Innovation Matter For Hospital Efficiency? Evidence From U.S. Hospitals, C. Christopher Lee, Shihui Fan, Jung Young Lee, David W. Hwang Jan 2026

Does Digital Innovation Matter For Hospital Efficiency? Evidence From U.S. Hospitals, C. Christopher Lee, Shihui Fan, Jung Young Lee, David W. Hwang

Journal of International Technology and Information Management

Purpose – This study examines the impact of digital innovation on hospital performance, providing evidence to guide healthcare administrators and policymakers in making informed decisions regarding digital investment.

Design/Methodology/Approach – Using data from the 2020 American Hospital Association (AHA) U.S. Hospital Survey and the 2019 AHA Information Technology Survey, we empirically analyze the relationship between five dimensions of digital innovation—automation, cybersecurity, telehealth, health information exchange (HIE), and IT spending—and three efficiency indicators: occupancy rate, capacity productivity, and manpower productivity.

Findings – The results show that digital innovation has varying effects on hospital efficiency. Automation is positively associated with capacity and …


The Crowdfunding Paradox In Crisis: Rising Funder Demand Vs. Declining Entrepreneur Supply, Dan Liu, Guangzhi Shang, Cynthia Fan Yang Jan 2026

The Crowdfunding Paradox In Crisis: Rising Funder Demand Vs. Declining Entrepreneur Supply, Dan Liu, Guangzhi Shang, Cynthia Fan Yang

Journal of International Technology and Information Management

This study investigates how the crowdfunding marketplace responds to major crises, focusing on behavioral shifts among funders and entrepreneurs. Results show a dual impact on platform dynamics. On the demand side, funders become more engaged, with notable increases in the number of backers, average contributions, and total pledge amounts. This heightened activity suggests stronger altruistic motivations, as individuals view crowdfunding as a way to support others during difficult times. On the supply side, however, entrepreneurs act more cautiously, leading to a decline in new project launches. This drop likely reflects increased risk aversion and uncertainty as creators navigate volatile conditions. …


Exact Counting Via Duality: Applications To Supply Chain Networks, Ashish Chandra Jan 2026

Exact Counting Via Duality: Applications To Supply Chain Networks, Ashish Chandra

Faculty Publications – Management

We study the problem of counting disruption scenarios in a supply chain network (SCN), modeled as combinatorial link failures, that violate a performance threshold. Using duality, the violation set is represented as a union of threshold-defined subsets, each characterized by a linear inequality, enabling exact dynamic programming for counting. Under rational coefficients, we derive a pseudo-polynomial dynamic program conditional on the generated inequalities and, for nonnegative coefficients, an exact capped variant. Computational experiments on four-echelon SCNs demonstrate the approach’s effectiveness.


She Leads: A Phenomenological Study Of Women's Leadership Experiences In Nonprofit Organizations, Trisha W. Lee Jan 2026

She Leads: A Phenomenological Study Of Women's Leadership Experiences In Nonprofit Organizations, Trisha W. Lee

Antioch University Dissertations & Theses

Women comprise a significant portion of the nonprofit sector workforce but are underrepresented in leadership, particularly among executives in larger revenue nonprofit organizations (NPOs). This phenomenological study explored the lived experiences of women who led large, local NPOs (those with annual revenues between $1 million and $5 million) in Ohio. Addressing a gap in understanding the intersection of gender and leadership in large revenue NPOs, this research compared women who were founders of their NPOs with women who ascended to leadership in established organizations. Did founding one’s own NPO provide an advantage in leading it once it grew? How did …


Understanding The Workplace Belonging Puzzle: An Ecosystem Approach To A Better Future Of Work, Surabhi Lal Jan 2026

Understanding The Workplace Belonging Puzzle: An Ecosystem Approach To A Better Future Of Work, Surabhi Lal

Antioch University Dissertations & Theses

The need to belong is deeply human. Today’s workplaces advertise “cultures of belonging,” but what is workplace belonging? Could remote and hybrid workplaces provide an opportunity for connection and belonging? How are employees experiencing belonging at work, and what are the people around them doing to contribute to their experience of workplace belonging? Weaving together concepts from humanistic management, positive organizational scholarship, and critical theory, this phenomenological study examines how middle managers at B Corp organizations who are working in hybrid and remote arrangements experience belonging, and the actions and behaviors that contribute to workplace belonging. Belonging has been studied …


Politics As Usual: Racial Pay Inequity And The Illusion Of Inclusion In The Rise And Fall Of Diversity, Equity, Inclusion, And Accessibility Executive Orders, Francois C. Melville Jan 2026

Politics As Usual: Racial Pay Inequity And The Illusion Of Inclusion In The Rise And Fall Of Diversity, Equity, Inclusion, And Accessibility Executive Orders, Francois C. Melville

West Chester University Graduate Theses, Dissertations, and Final Projects

This research examines pressing moral policy questions of our time: who determines when the United States of America has fulfilled its broken promise of equality for all, and what constitutes an appropriate measure of reparative justice. It interrogates why the Diversity, Equity, and Inclusion (DEI) Executive Orders (EOs) implemented across presidential administrations, intended to advance social equity, were grounded in conflict and symbolic gestures rather than scientifically evidenced issues such as wage inequality directly linked to upward career mobility. Race conscious policy generates cultural clashes centered on the perception that gains made by Black and Brown Americans come at the …


Entropic Foundation Of Finance And Physics: Securities Price Dynamics And Quantum Theory, Mohammad Abedi Jan 2026

Entropic Foundation Of Finance And Physics: Securities Price Dynamics And Quantum Theory, Mohammad Abedi

Electronic Theses & Dissertations (2024 - present)

In many scientific and financial contexts, we must reason and make predictions under conditions of incomplete information. This dissertation develops Entropic Dynamics (ED) as a unified framework for deriving dynamical laws directly from principles of inference. Within this approach, probability distributions represent states of knowledge, and their evolution is determined through entropy maximization subject to relevant constraints. This leads to a novel concept of entropic time and a formulation of dynamics as an inferential process. In this talk, I will present how ED provides a common foundation across multiple domains. In physics, quantum dynamics for particles and scalar fields in …


Forecasting Aviation Carbon Emissions With Tree-Based Machine Learning: A Case Study Of Turkish Airlines Operational Data, Demet Dağlı Phd, Ednan Ayvaz Phd Dec 2025

Forecasting Aviation Carbon Emissions With Tree-Based Machine Learning: A Case Study Of Turkish Airlines Operational Data, Demet Dağlı Phd, Ednan Ayvaz Phd

International Journal of Aviation, Aeronautics, and Aerospace

The global aviation industry plays a critical role in economic development and international connectivity. However, it also contributes significantly to environmental challenges, particularly through fuel consumption and carbon emissions. The aviation sector is responsible for approximately 1–2% of global CO₂ emissions, and its environmental impact is expected to increase substantially by 2050. This study proposes a machine learning (ML)-based decision support framework to forecast carbon emissions in the airline sector. Using Turkish Airlines’ quarterly operational data from 2008 to 2023, Decision Trees, Random Forest, XGBoost, and Extra Trees models were applied to predict carbon emissions. Key variables include revenue passenger …


The Importance Of Leader-Member Exchange And Psychological Contracts In Highly Qualified Researchers, Robin L. Ingerick Dba Dec 2025

The Importance Of Leader-Member Exchange And Psychological Contracts In Highly Qualified Researchers, Robin L. Ingerick Dba

Theses & Dissertations

This study examined the significance of the relationship between leader-member exchange (LMX) and psychological contracts in United States-based research organizations. When the organization-manager-employee relationship deteriorates, psychological contract breaches can occur, negatively affecting employee outcomes and the organization's financial success and stability. Existing knowledge highlights several factors that influence relationships, including reciprocated treatment, work behaviors and reactions, trust, professional respect, affect, mutual interaction, work autonomy, communication, job satisfaction, and fulfillment. The study sought to determine to what extent is there a predictive relationship between LMX and psychological contracts (employee obligations, employer obligations, fulfillment, and contract transitions) of highly qualified United States-based …


The Impact Of The Covid-19 Pandemic On National Hockey League Fan Attendance, Ramon E. Rivera Dec 2025

The Impact Of The Covid-19 Pandemic On National Hockey League Fan Attendance, Ramon E. Rivera

Electronic Theses, Projects, and Dissertations

The COVID-19 pandemic struck swiftly around the world, causing several societal functions and normalcies to adapt or shut down completely. This culminating project explores the effects of COVID-19 on arena fan attendance of the National Hockey League (NHL). This project was guided by the following three research questions: Q1 – How did the NHL arena closures affect fan attendance during the COVID-19 pandemic? Q2 – What factors influenced NHL fan arena attendance before the start of the COVID-19 pandemic? Q3 – What factors impacted the NHL arena fan attendance after the conclusion of the COVID-19 pandemic? An empirical model developed …


Feedback Strategies In The Market With Uncertainties, Mustapha Nyenye Issah Dec 2025

Feedback Strategies In The Market With Uncertainties, Mustapha Nyenye Issah

Graduate Theses and Dissertations (2019 - present)

This paper explores how established firms use strategic advertising to deter new competitors in uncertain markets. Specifically, it models a situation where market demand evolves unpredictably - captured by the CKLS stochastic process, and the incumbent firm may be either strong or weak, a fact hidden from potential entrants. For a company already in the market, advertising is not just about driving immediate sales, it is a strategic tool to project an image of strength and deter potential new competitors. On the other side, a business thinking about entering that market faces a high-stakes, irreversible decision. It will typically hold …


Does Employees’ Meaningfulness Of Work Mediate The Link Between Their Cognitive Diversity And Creative Process Engagement?, Mohammad Tamzid Hossain, Sabrin Sultana, Salma Begum, Md. Sahidur Rahman, Md. Aftab Uddin Nov 2025

Does Employees’ Meaningfulness Of Work Mediate The Link Between Their Cognitive Diversity And Creative Process Engagement?, Mohammad Tamzid Hossain, Sabrin Sultana, Salma Begum, Md. Sahidur Rahman, Md. Aftab Uddin

Management Dynamics

This study aims to investigate how employees' cognitive diversity affects their creative process engagement, with a focus on the role of their meaningfulness of work as a mediator in this connection. A survey was used with a quantitative method to collect responses from 207 employees of small, medium, and large service and manufacturing businesses in Bangladesh that were registered with the Chittagong Chamber of Commerce and Industry. The collected data were then analyzed using Smart PLS 4 to evaluate the hypotheses and examine the mediating effect of the study. The findings reveal that employees’ cognitive diversity has a significant impact …


Rethinking Schedule Quality Risk Assessment, Michael E. Oliver, Patrick T. Rodjom Nov 2025

Rethinking Schedule Quality Risk Assessment, Michael E. Oliver, Patrick T. Rodjom

Beyond the Project Horizon: Journal of the Center for Project Management Innovation

Critical Path Method schedule reliability is dependent on exhibition of specific qualities. Failure to exhibit these qualities (i.e., schedule defects) increases project risk exposure. Although current schedule quality assessment methods provide diagnostic remediation insights, they do not provide a meaningful singular assessment value that characterizes the nature and magnitude of schedule quality risk nor do they enable parity when comparing schedule quality across multiple schedules of disparate size (e.g., number of tasks) or complexity (e.g., number of concurrent paths, degree of merge bias). This study employed a design science research approach to address current schedule quality assessment practice dilemmas through …


Social Media Marketing And Business Performance Of Small And Medium Fashion Enterprises In Tanzania: The Moderating Role Of Social Media Strategic Capabilities, Pamela Kishimbo, Juma James Masele, Dev Jani Nov 2025

Social Media Marketing And Business Performance Of Small And Medium Fashion Enterprises In Tanzania: The Moderating Role Of Social Media Strategic Capabilities, Pamela Kishimbo, Juma James Masele, Dev Jani

Business Management Review

This study examines the influence of social media marketing (SMM) on the business performance of small and medium fashion enterprises (SMFEs) in Tanzania, with social media strategic capabilities (SMSCs) as a moderating variable in this relationship. The study is grounded in the Uses and Gratification Theory (UGT) and Resource-Based View (RBV). The study used a cross-sectional survey design, collecting data from 397 SMFEs through structured questionnaires. Data were analysed using descriptive statistics and structural equation modelling (SEM). The findings revealed a significant positive relationship between SMM and the business performance of SMFEs in Tanzania. Furthermore, the findings show that SMSCs …


Existing Precast Company Condition In Indonesia With Five Innovation Processes For Continuous Improvement, Ranti Hidayawanti, Vincent Gasperz Nov 2025

Existing Precast Company Condition In Indonesia With Five Innovation Processes For Continuous Improvement, Ranti Hidayawanti, Vincent Gasperz

Journal of Project Management & Construction

It is revealed that Indonesia’s Innovation in 2021 is ranked 87th out of 132 countries based on the Global World Index. It is a two-place drop from 2020 where Indonesia was previously ranked 85th. The sectors that appear to have the lowest innovation scores are the business progress sector, human development and research, scientific output, and creative output. This innovation rank indicates that business people in general, including in the precast concrete business sector in Indonesia, have not made good innovations in working on and maximizing their market potential and result in the weak competitiveness of domestic companies with foreign …


Investigating The Relationship Between Noun Classes And Plant Folk Taxonomy In Chasu Language Of Kilimanjaro Region In Tanzania, Peter Rabson Mziray Nov 2025

Investigating The Relationship Between Noun Classes And Plant Folk Taxonomy In Chasu Language Of Kilimanjaro Region In Tanzania, Peter Rabson Mziray

Journal of Humanities and Social Sciences

The current study investigates the relationship between noun classes and plant folk taxonomy in Chasu (G 22). The study focuses on two objectives: the first objective is to describe the plant folk taxonomy in Chasu and the second objective is to determine the relationship between noun classes and plant folk taxonomy in Chasu. Data were collected from rural villages in Same and Mwanga districts by using free listing, field interviews (jungle-walk-and-identify), and written texts containing Chasu plant names. The findings reveal that Chasu folk taxonomy reflects different ethnobotanical categories; including a unique beginner which is mmea/mimea ‘plant(s)’, and three life …


Does A Ceo Turnover Lead To A Cfo Turnover? Evidence From Voluntary And Forced Turnover, Bakhtear Talukdar, Sabur Mollah, Suchismita Mishra, Junhong Yang Nov 2025

Does A Ceo Turnover Lead To A Cfo Turnover? Evidence From Voluntary And Forced Turnover, Bakhtear Talukdar, Sabur Mollah, Suchismita Mishra, Junhong Yang

Management Faculty Publications

The role of CFO has become increasingly important since the enactment of SOX 2002. The existing literature suggests that CFOs tend to leave office within 6 to 12 months of a CEO’s departure, but studies addressing whether forced and voluntary turnover behave differently are unexplored. There is also no attempt to explore whether financial performance or institutional shareholding play moderating roles in mitigating successive CFO and CEO turnovers. These scholars find that forced (voluntary) CEO turnover has a higher significant marginal effect on forced (voluntary) CFO turnover. They also find that, in general, higher financial performance and institutional ownership play …


Is Donation Funding A Dilemma For Microfinance Institutions?, Hamid Uddin, Masnun Al Mahi, Shabiha Akter, Sabur Mollah, Jia Liu Nov 2025

Is Donation Funding A Dilemma For Microfinance Institutions?, Hamid Uddin, Masnun Al Mahi, Shabiha Akter, Sabur Mollah, Jia Liu

Management Faculty Publications

Microfinance institutions (MFIs) play critical roles in providing financial access to low-income communities worldwide. Yet, reliance on donation funding in the operations poses fundamental challenges to their long-term sustainability. These scholars argue that this dependence creates an unclear agency relationship between donors (principal) – providing cost-free funds – and the MFI managers (agent), heightening moral hazard concerns. Also, due to the nature of the business model, MFIs’ operating leverage increases as they increasingly expand lending operations with more cost-free donation funds. Based on a global dataset of 2653 MFIs across 119 countries over 20 years, they find that greater reliance …


Enabling Coercive Drivers With Green Supply Chain Management Practices To Gain Performance Nexus Through External Collaboration And Monitoring, Aamir Rashid, Rizwana Rasheed Oct 2025

Enabling Coercive Drivers With Green Supply Chain Management Practices To Gain Performance Nexus Through External Collaboration And Monitoring, Aamir Rashid, Rizwana Rasheed

Publications and Research

Businesses primarily provide products or services, expand operations, and generate profits. However, they frequently disregard the environmental and economic consequences of their actions as they strive for profitability and growth. Consequently, the main objective of this research was to examine the impact of a multifaceted supply chain function on performance. Data were collected from 415 respondents employed in various manufacturing companies within a developing economy. The hypotheses were evaluated using Structural Equation Modeling (SEM) through Smart PLS. The findings discovered that ten of the thirteen hypotheses tested were supported, while three were not. Coercive drivers were observed to significantly influence …


Sentiment Analysis Of Public Commentary On U.S. Farm Bills, Frank Tenkorang, Fletcher Ziwoya Oct 2025

Sentiment Analysis Of Public Commentary On U.S. Farm Bills, Frank Tenkorang, Fletcher Ziwoya

Mountain Plains Business Conference

This study applies sentiment analysis to public commentary on U.S. farm bills to assess patterns of support and opposition. Using Reddit posts from relevant subreddits, we employed two natural language processing models, VADER and RoBERTa, to evaluate sentiment over time. While both models yielded differing sentiment distributions, they revealed increased public engagement during farm bill years, particularly in 2018. Most sentiments were neutral, but negative opinions outweighed positive ones. Posts with stronger sentiments tended to attract more user interaction, especially controversial ones. These findings highlight the polarized yet active public discourse surrounding agricultural policy and the potential for data-driven policy …


Click Or Skip? How Ad Format And Disclosure Shape Engagement And Purchase Intention, Emily M. Burke Oct 2025

Click Or Skip? How Ad Format And Disclosure Shape Engagement And Purchase Intention, Emily M. Burke

Student Publications

As digital marketing continues to be the dominant channel for consumer engagement, understanding the factors that influence ad effectiveness is increasingly important. This study examined how advertisement format (image vs. video) and sponsorship disclosure (non-sponsored vs. sponsored) influence engagement and purchase intention among college students. Using a 2 x 2 experimental design within an online survey, 88 participants viewed one of four real social media ads and completed measures of engagement and purchase intention. Multiple regression results showed that video ads produced higher engagement and purchase intention than static image ads, whereas sponsored ads led to lower engagement and purchase …


On Modeling Of Multiplicative Bias Factor For Multivariate Degradation Data, Bingxin Yan, Qiuzhuang Sun, Zhisheng Ye Oct 2025

On Modeling Of Multiplicative Bias Factor For Multivariate Degradation Data, Bingxin Yan, Qiuzhuang Sun, Zhisheng Ye

Research Collection College of Integrative Studies

Multivariate degradation data are increasingly common due to advances in sensor technology. They provide rich information for reliability analysis and remaining useful life (RUL) prediction. The multivariate measurement typically contains actual degradation of multiple performance characteristics (PCs) and measurement errors. The multiple PCs often have different physical meanings with different orders of magnitude, making the associated measurement errors vary in the orders of magnitude as well. It is highly desirable to have a parsimonious model accounting for the possible correlation in degradation measurements, so that more flexibility can be reserved for modeling the actual multivariate degradation. This study proposes a …


Digital Leadership And Literacy As Strategic Levers For Employee Outcomes In Pakistan's Telecommunication Sector, Saman Javed, Shaista Nayyar Sep 2025

Digital Leadership And Literacy As Strategic Levers For Employee Outcomes In Pakistan's Telecommunication Sector, Saman Javed, Shaista Nayyar

Business Review

Digitalizing operations is essential for gaining and maintaining competitive advantage, driving product and process innovations, and ensuring effective decision-making. The performance and engagement of today’s workforce are also contingent upon its capability to handle digital technologies. Here, the digital prowess of the leaders plays a cardinal role in the digitalization process. Keeping this in mind, this research aims to determine the impact of digital leadership on employees’ digital literacy, and their subsequent effect on key employee outcomes like engagement and performance in the telecom sector of Pakistan. Data was collected from 369 telecom workers employed at the three major Pakistani …