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Articles 961 - 990 of 34124
Full-Text Articles in Entire DC Network
Towards Developing A Career Technology Fit Framework And Analyzing Its Influence On Work-Related Outcomes Among It Professionals, Gunjan Tomer
Journal of International Technology and Information Management
With growing attrition rate and significant demand for skilled IT professionals, the importance of studying their behaviour has become important for both academia and industry. Despite ample amount of research, there is still a gap between theory and practice. Based on our qualitative study conducted on Indian IT professionals we propose that technology allocation might contribute in understanding the behaviour of IT professionals. We found that IT professionals evaluate the technology allocated to them based on their individual career motives. This evaluation, either positive or negative, influences their job outcomes. Further, we explored the factors that make a technology preferable …
High Technology And The Developing State: The Arrival Of Supercomputers In India, Ramesh Subramanian
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
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
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 …
Corporations’ First Amendment Rights And Algorithmic Cocoons, Sol Murgui Orsucci
Corporations’ First Amendment Rights And Algorithmic Cocoons, Sol Murgui Orsucci
Fordham Journal of Corporate & Financial Law
This Note examines how corporate First Amendment doctrine applies to algorithmic systems that curate commercial information and public discourse across online platforms. Courts have increasingly treated ranking, recommendation, and moderation practices as exercises of protected editorial judgment. At the same time, the Court has justified protection for corporate speech in part by reference to listener-centered interests in access to information and competitive comparison. This Note argues that the interaction between these doctrinal strands and contemporary algorithmic intermediation reveals a structural tension. Data-driven optimization can generate individualized informational environments—what this Note terms “algorithmic cocoons”—in which users encounter content, offers, and prices …
The Attention Safeguard Models: Governing Digital Harm Without Restricting Lawful Speech, Delante Clark
The Attention Safeguard Models: Governing Digital Harm Without Restricting Lawful Speech, Delante Clark
Graduate Scholarship and Creative Works
Digital platforms increasingly govern contemporary social, civic, and psychological life through systems optimized for attention capture, amplification, and monetization. While lawful expression remains protected under the First Amendment, the infrastructural mechanisms that determine how speech circulates have produced a range of attention‑based harms, including cyberbullying, engagement farming, compulsive doom scrolling, emotional dysregulation, and civic polarization. This research paper introduces the Attentional Safeguards Model (ASM), coined and formalized by Delante Clark, as a novel governance framework that mitigates such harms by regulating systems of amplification rather than restricting expression itself. Building on attention economy theory, technological mediation, constitutional free‑speech doctrine, …
They're Collecting My Data, So What? The Effects Of Privacy Fatigue On Trust And User Experience, Vanessa Brewster
They're Collecting My Data, So What? The Effects Of Privacy Fatigue On Trust And User Experience, Vanessa Brewster
Dissertations from the Executive Doctorate in Business Administration Program
With the increasingly connected nature of Web 4.0 and the AI-enabled internet, new ways to capture biometric data through smart devices are becoming more commonplace, and users are presented with an overwhelming number of decisions regarding how their data is collected and used. As such, concerns about data privacy remain a key issue among those with varying levels of fears of technology. However, privacy concern scales have not yet been updated to give researchers a full picture of the impact, and with control mechanisms varying widely across countries as regulation struggles to keep pace with innovation, trust in technology can …
Exclusive By Design: Engineered Scarcity And Consumer Behavior In Fashion Drops, Caroline Meyer
Exclusive By Design: Engineered Scarcity And Consumer Behavior In Fashion Drops, Caroline Meyer
2026 Research Poster Competition
The drop business model centers on releasing small batches of products, often without much notice, on a recurring or semi-regular schedule. These limited releases, or "drops," sell out quickly and rarely restock, creating urgency and making each product feel exclusive. Consumers are trained to anticipate launches, check for updates, and act fast within minutes to secure items before they’re gone. By tapping into psychological drivers such as scarcity, fear of missing out (FOMO), and the desire for social belonging, the drop model flips traditional retail logic. Instead of keeping shelves full, it withholds. Instead of lowering prices to drive sales, …
Self-Leadership And Perceptions Of Artificial Intelligence: A Single-Case Study, Patrik Garren
Self-Leadership And Perceptions Of Artificial Intelligence: A Single-Case Study, Patrik Garren
Graduate Theses, Dissertations, and Problem Reports (ETD)
The purpose of this single-case qualitative project is to uncover how self-leadership’s behavioral and cognitive strategies influence perceptions of Artificial Intelligence (AI) and AI adoption. While existing literature acknowledges that there is an association between self-leadership, technology’s perceived usefulness and ease of use, as well as comfort with AI preparedness and its professional impact, there is limited research on how self-leadership shapes perceptions of AI and AI adoption in real-life contexts. To fill this gap in contemporary literature, this project analyzes qualitative semi-structured interviews with 25 healthcare professionals involved in the implementation of ‘AI Model 1’ at their mid-sized United …
The Bleeding Edge Of Misogyny: How Gender-Based Harassment And Infrastructural Neglect Shape Menstrual Distress, Mackenzie J. Miller
The Bleeding Edge Of Misogyny: How Gender-Based Harassment And Infrastructural Neglect Shape Menstrual Distress, Mackenzie J. Miller
Graduate Theses, Dissertations, and Problem Reports (ETD)
Despite growing attention to menstrual health, organizational research has largely overlooked how workplace conditions shape menstrual experiences. Dominant perspectives frame menstruation as an individual issue that negatively affects work, neglecting how features of the work environment – such as gender-based harassment and access to menstrual-related infrastructure – contribute to menstrual distress. Addressing this gap, this dissertation adopts a bidirectional perspective, examining how social and material workplace conditions shape menstrual distress, defined as the extent to which menstrual symptoms interfere with daily functioning. Drawing on the transactional model of stress and objectification theory, I hypothesized that gender-based harassment would predict menstrual …
Taxpayers Willingness To Use Ai Conversational Tools, Nessrine Mesto-Assaad
Taxpayers Willingness To Use Ai Conversational Tools, Nessrine Mesto-Assaad
Graduate Theses, Dissertations, and Problem Reports (ETD)
With the rapid emergence of Artificial Intelligence Conversational Tools (AICTs), such as ChatGPT and Google Gemini, and their widespread use, the need to understand users’ acceptance of this emerging technology has increased. Prior research has investigated users’ acceptance of AICTs in hospitality, tourism, e-commerce, and retail industries. However, users’ acceptance of the use of AICTs for tax information remains relatively underexplored in the tax context. Therefore, this study investigates taxpayers’ willingness to accept and use AICTs for tax-related questions when e-filing their tax returns. Drawing on the Artificial Intelligence Device Use and Acceptance (AIDUA) model as a research framework, this …
Determinants Of Digital Piracy: An Integrated Model, C. Christopher Lee, Peiyao Chen
Determinants Of Digital Piracy: An Integrated Model, C. Christopher Lee, Peiyao Chen
Journal of International Technology and Information Management
Digital piracy is a form of copyright infringement, and challenges persist in addressing it effectively. Accordingly, understanding why people engage in digital piracy is crucial. Although prior studies have examined digital piracy from multiple perspectives, existing studies on the explanatory factors of digital piracy remain fragmented. To address this research gap, this study develops an integrated model that incorporates key theoretical perspectives, neutralization theory, social learning theory, and the theory of planned behavior (TPB), along with key determinants including gender, age, and the technology factor. Rather than conducting a meta-analysis of previous studies, this study adopts a survey-based approach to …
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
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 …
Modern (Networked) Warfare: Its Concepts, Evolution, And Issues, Ramesh Subramanian
Modern (Networked) Warfare: Its Concepts, Evolution, And Issues, Ramesh Subramanian
Journal of International Technology and Information Management
The on-going Russo-Ukraine war (February 2012-present), the recent India-Pakistan war (May 7-10, 2025), and the Israel-US attacks on Iran (June 13, 2025) have become interesting for a variety of reasons, and garnered a lot of attention in international defense publications and weapons manufacturers. To many defense analysts and defense industry professionals, these wars have become real-life testing platforms to examine and evaluate various present-day war technologies. They have opened up discussion on the future of war, the increasing use of inter-connected networks in warfare, and the increasing use of remote-operated drones in conducting surveillance and in offensive actions against …
The Role Of Ict In Enhancing National Logistics Performance And Economic Productivity, Jin Ho Kim
The Role Of Ict In Enhancing National Logistics Performance And Economic Productivity, Jin Ho Kim
Journal of International Technology and Information Management
This study sheds light on the transformative impact of Information and Communication Technology (ICT) on national productivity via logistics performance. By distinguishing between mobile and wired Internet speeds, the research demonstrates how these technologies influence logistics performance and, in turn, national productivity across different economic contexts. The findings reveal a nuanced relationship between ICT and logistics performance, with mobile ICT playing a more significant role in developing countries due to its accessibility and cost-effectiveness. In contrast, developed countries benefit from a balanced integration of both mobile and wired ICT. Moreover, the study highlights the mediating role of logistics performance in …
Blockchain As A Digital Coordination Infrastructure For Project Management: A Systematic Review And Integrative Framework, Cherie Bakker Noteboom, Sai Neelima Seru, Aravindh Sekar
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 …
Which Forms Of Work Flexibility Retain Working Mothers: A Moderated Mediation Model Of Flexibility Need, Flexibility Use, And Top Management Support, Jeanine K. Andreassi, Angela R. Grotto, Leanna Lawter, Tuvana Rua, Cynthia A. Thompson
Which Forms Of Work Flexibility Retain Working Mothers: A Moderated Mediation Model Of Flexibility Need, Flexibility Use, And Top Management Support, Jeanine K. Andreassi, Angela R. Grotto, Leanna Lawter, Tuvana Rua, Cynthia A. Thompson
WCBT Faculty Publications
This study investigates the relative impact of utilizing various forms of work flexibility on mothers’ retention in full-time jobs. Drawing from a model of work reentry for new mothers and Human Ecology Theory (HET), we theorize that mothers’ flexibility needs influence retention through flexibility use and that top management support strengthens this process. Using a cross-sectional Qualtrics online survey, we recruited a diverse sample of 213 women across the United States who stayed with or left their full-time jobs after childbirth or adoption. Using relative weights and path analysis, we compared six forms of flexibility. Schedule, career, and leave flexibility …
The Concrete Picket Fence: Reconnecting Interstate-Straddled Urban Communities, Brian J. Koluch
The Concrete Picket Fence: Reconnecting Interstate-Straddled Urban Communities, Brian J. Koluch
Pell Scholars and Senior Theses
Within the ongoing dialogue on substantive equity, the circumstances regarding enduring issues faced by black urban neighborhoods are called into question. Cities across the United States typically have major automotive arteries that tend to cut through or past said neighborhoods. Advocates argue that it is increasingly apparent that these systems of infrastructure especially in regard to these neighborhoods have been constructed in racist manners. Urban Interstates majorly contribute to equity disadvantages, as well as environmental hazards such as increased rates of asthma and respiratory disease. By mixing and matching various forms of equitable infrastructure, such as with cap parks, public …
Not On My Zoning Board: Achieving Mass Transit Development Despite Nimby Pushback, Brian J. Koluch
Not On My Zoning Board: Achieving Mass Transit Development Despite Nimby Pushback, Brian J. Koluch
Pell Scholars and Senior Theses
Within the political discussion on local, state, and federal levels, all politicians seem to agree that U.S. Interstates are a crucial lifeline for many. Conjointly, city planners and scholars understand that we have a logistics issue in cities that can’t seem to handle highway congestion. When prompted with mass transit solutions, some community members protest them for altering the neighborhood in a presumably negative way, leading to the phrase; “Not in my back yard.” Thus, local governing bodies seem paralyzed to take the actions needed to move forward with these implementation strategies. Local governments, in order to circumvent the socially …
Predicting The Effect Of Transformational Leadership On Job Performance: The Intervening Role Of Happiness At Work, Jean Paolo Lacap, Angela Denise S. Pojanes, Erika Joyce V. De Guzman, Jose Angelo P. Culala, Janelo D. Mariamonte, Patrick S. Carangan
Predicting The Effect Of Transformational Leadership On Job Performance: The Intervening Role Of Happiness At Work, Jean Paolo Lacap, Angela Denise S. Pojanes, Erika Joyce V. De Guzman, Jose Angelo P. Culala, Janelo D. Mariamonte, Patrick S. Carangan
DLSU Business & Economics Review
Happiness at work (HAW) plays a pivotal role in enhancing employee outcomes by fostering a positive work environment and significantly boosting job performance (JP). This study investigates the relationship between transformational leadership (TL) and JP, with HAW serving as a mediating factor. This research involved 230 business process outsourcing (BPO) employees from the National Capital Region in the Philippines. A predictive-causal approach and partial least squares (PLS) path modeling were used to analyze the hypothesized relationships. The results revealed that TL positively and significantly influenced JP and HAW. Furthermore, HAW was found to have a substantial positive impact on JP …
A Methodological Framework For Modernizing Engineering Course Content With Large Language Models, Katherine Smith, Dalya Ismael, Otilia Popescu, Murat Kuzlu, Adel El-Shahat, Vukica M. Jovanovic
A Methodological Framework For Modernizing Engineering Course Content With Large Language Models, Katherine Smith, Dalya Ismael, Otilia Popescu, Murat Kuzlu, Adel El-Shahat, Vukica M. Jovanovic
Engineering Technology Faculty Publications
The rapid evolution of technology presents challenges for engineering educators. While the core engineering methods often remain relevant over time, course materials rapidly become outdated in presentation and pedagogical approach. This paper presents a methodological framework for using large-language models (LLMs) to modernize engineering course content with a case study in an advanced technical analysis course.
The methodology follows a phased approach that is designed to be repeatable and verify the accuracy and completeness of course content. During the first phase, an LLM is used to map outdated text-heavy content to a modern format using a LaTeX template. The second …
Proof Of Recovery: A Model To Enhance Data Integrity In Data Management Systems, Gustaf Barkstrom
Proof Of Recovery: A Model To Enhance Data Integrity In Data Management Systems, Gustaf Barkstrom
Theses and Dissertations
Businesses lose millions of dollars every year when they can’t restore data from backups. Research shows that Disaster Recovery Plan (DRP) testing is not conducted frequently enough, nor are records maintained that demonstrate full data recovery from backups. This work introduces a design science artifact called PRTOK that aims to increase DRP testing. The design science artifact is a software solution that integrates with Data Management Systems (DMS)
such as iRODS and DSpace, and can work with formats such as HDF5 and BagIt. Proof-of- recovery records, or tokens, are recorded in a replicated, resilient, and indelible proof-of- authority blockchain data …
Diffusion Of The Internet And Digital Divide In Post-Soviet Countries, Behrooz Asgari, Cosmos Amoah, Sudipa Majumdar
Diffusion Of The Internet And Digital Divide In Post-Soviet Countries, Behrooz Asgari, Cosmos Amoah, Sudipa Majumdar
DLSU Business & Economics Review
This study explores the diffusion process of the internet in countries that were previously known as the U.S.S.R. and are currently divided into 15 countries. Utilizing the S-shaped logistic curves, this paper forecasts future trends in internet diffusion in these economies. Data varied in range, with each country having different time frames for similar variables. The logistic curves for each country determined the length of time of internet diffusion, maximum carrying capacity, and different stages of the diffusion process, namely, emerging, growth, maturity, and saturation. The results show that all countries have exceeded the emerging and growth phases, with 13 …
Two Essays On Geopolitical Risk And Investment Decisions, Jie Hu
Two Essays On Geopolitical Risk And Investment Decisions, Jie Hu
Graduate Studies Theses and Dissertations 2026
My first essay studies how global institutional investors adjust cross-country equity allocations in response to rising geopolitical risk. Using quarterly equity holdings of institutional investors over 1997–2023, combined with news-based global and country-specific geopolitical risk indices, I find that following increases in geopolitical risk within a country, foreign institutions actively reduce their allocations in that country and the nearby region. Elevated global geopolitical uncertainty triggers both a flight-to-home response toward domestic equities and a flight-to-safety effect toward U.S. equities. Investor responses are heterogeneous: Institutions with higher geopolitical risk sensitivity respond more aggressively, whereas larger or better-performing hedge funds often maintain …
Feasibility Of Corn Stover For Biogas Production In Northwestern Illinois: A Case Study Of Jo Daviess And Carroll Counties, Anthony Amotoe-Bondzie
Feasibility Of Corn Stover For Biogas Production In Northwestern Illinois: A Case Study Of Jo Daviess And Carroll Counties, Anthony Amotoe-Bondzie
Masters Theses
The growing demand for renewable energy and sustainable waste management has intensified interest in agricultural residues such as bioenergy feedstocks. This study evaluated the feasibility of converting corn stover into biogas through anaerobic digestion (AD) in Jo Daviess and Carroll Counties, Illinois, with consideration of the Savanna Industrial Park as a potential centralized processing hub. Although corn stover represents one of the largest biomass resources in the United States, this research identifies a critical gap between theoretical availability and practically recoverable feedstock. Using a mixed-methods framework, the study integrates biomass quantification, methane yield modeling, economic analysis, and policy assessment. Results …
N Y State Dent J January 2026
The New York State Dental Journal
In the January 2026 issue, the reader will find the following feature articles:
- No Need to Travel the Road to Licensure Renewal Alone
- IPS Subperiosteal Implant for the Maxilla and Mandible
- Amyloidoma of the Palate
- Titanium Hypersensitivity as Possible Cause of Dental Implant Failures
This issue includes regular columns with regional news impacting the New York membership including editorial and perspectives columns, legal, association activities, component news, continuing education opportunities, and classifieds.
Strategic Peer Region Selection For Economic Development, Xiaobing Shuai, Riley Ford
Strategic Peer Region Selection For Economic Development, Xiaobing Shuai, Riley Ford
School of Professional and Continuing Studies Faculty Publications
Benchmarking against peer and aspirational regions is essential for economic development because it provides meaningful context for evaluating performance and shaping strategy. These comparisons help highlight regional advantages that attract new investments, as well as uncover gaps that may represent opportunities for future growth. ...
This article provides a practical, data-driven framework that economic development organizations can use to identify peer and aspirational regions, strengthen benchmarking efforts, and support strategy development. A case study illustrates how this can be applied to better interpret economic indicators and inform decision-making. For EDOs, this approach offers a more consistent way to evaluate competitiveness, …
Early Stem Impressions, Student Engagement, And Readiness For Digitalization, Myron Sheu
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
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 …