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Articles 35791 - 35820 of 1105857
Full-Text Articles in Entire DC Network
Garnet & Black Fall 2025, University Of South Carolina, Office Of Student Media
Garnet & Black Fall 2025, University Of South Carolina, Office Of Student Media
Garnet & Black Magazine
No abstract provided.
Bridging Bench To Bedside: Developing Sup2-Il-33 Armored Car T Cells For Translational Immunotherapy, Shannon Lynn Ferry
Bridging Bench To Bedside: Developing Sup2-Il-33 Armored Car T Cells For Translational Immunotherapy, Shannon Lynn Ferry
Dartmouth College Ph.D Dissertations
Despite some promising results, CAR T cell therapy elicits limited responses in most patients with solid tumors. Armoring CAR T cells with immunomodulatory cytokines improves efficacy in solid tumors. We previously reported that administering IL-2 superkine (Sup2) and IL-33 cytokine armored CAR T cells without host pre-conditioning is sufficient to broadly activate host immunity to delay growth of B16F10 melanoma in immunocompetent B6 mice. However, lymphodepleting pre-conditioning prior to CAR T cell infusion is routinely utilized to enable engraftment of adoptively transferred cells. Here we assess the efficacy TRP1-specific CAR T cells with or without Sup2 and IL-33 armoring following …
Fabrication Of Nanofiber Hydrogel Composites And Their Effects On Single-Cell Morphology, Nikolas Belanger
Fabrication Of Nanofiber Hydrogel Composites And Their Effects On Single-Cell Morphology, Nikolas Belanger
Theses and Dissertations
Regenerating highly aligned soft tissues such as nerves, skeletal muscle, and cardiac tissue remains a major challenge in biomedical engineering due to the complex structural and biochemical cues needed to guide cellular behavior. Tissue engineering scaffolds for aligned soft tissue must allow massive cell infiltration and provide cues that direct cell alignment. Aligned nanofibers offer direction cues but must be included at low density to leave room for cell population. This thesis presents a strategy for fabricating and characterizing nanofiber-embedded hydrogel composites where a permissive hydrogel matrix supports the low density aligned nanofiber architecture. We hypothesized that embedded aligned nanofibers …
Development Of Natural Product Analogs As Therapeutic Agents, Jacob Mara
Development Of Natural Product Analogs As Therapeutic Agents, Jacob Mara
Theses and Dissertations
Cancer stem cells (CSC) are cancer cells in a tumor mass that may self-renew and develop into various cell types, resulting in a heterogeneous tumor. CSCs have been shown to have a role in many facets of cancer formation, including tumor genesis, proliferation, and metastatic activity. They are also implicated in chemotherapeutic treatment resistance and the recurrence of some malignancies. Based on these capacities, CSCs have been identified as the next target for cancer therapy and control. Salinomycin's potential for therapeutic use based on ongoing research, as well as the synthesis of its derivatives and their biological activity, will also …
10.13.2025 Ored Connect, Liz Williamson
10.13.2025 Ored Connect, Liz Williamson
ORED Newsletter
- ORED Small Grants Program RFP
- Mississippi Impact Grants RFP
- Contest to Promote Lab Practices
- Field Fest
- AAAS Membership for Faculty, Staff, and Students
Shu World Review- October 13th 2025, Diplolab
Predictors Of Parental Behavior And Child Weight Status, Fidelia Senayah, Heba M. Athar, Allison G. Litton
Predictors Of Parental Behavior And Child Weight Status, Fidelia Senayah, Heba M. Athar, Allison G. Litton
Journal of Social, Behavioral, and Health Sciences
Childhood obesity is a major health issue globally. The prevalence rate remains high in Ohio, with associated complications among affected children and adolescents. The current study examined the association among obesity risk knowledge, risk perception, feeding behavior, and child weight outcome while controlling for race, gender, income, and education. We collected quantitative data through an online survey of parents in Northwest Ohio (n = 71) using the obesity risk knowledge scale and factors from the Child Feeding Questionnaire. We analyzed data using multiple linear regression. The primary outcome measures were feeding behavior and child weight status. Parental obesity risk …
Assessing Riparian Evapotranspiration Dynamics In A Water Conflict Region In Nebraska, Usa, Ivo Z. Gonçalves, Burdette Barker, Christopher M. U. Neale, Derrel L. Martin, Sammy Z. Akasheh
Assessing Riparian Evapotranspiration Dynamics In A Water Conflict Region In Nebraska, Usa, Ivo Z. Gonçalves, Burdette Barker, Christopher M. U. Neale, Derrel L. Martin, Sammy Z. Akasheh
Civil and Environmental Engineering Faculty Publications
The escalating pressure on water resources in agricultural regions has become a catalyst for water conflicts. The adoption of innovative approaches to estimate actual evapotranspiration (ETa) offers potential solutions to mitigate conflicts related to water usage. This research presents the application of a remote sensing-based methodology for estimating actual evapotranspiration (ETa) based on a two-source energy balance model (TSEB) for riparian vegetation in Nebraska, US using the Spatial EvapoTranspiration Modeling Interface (SETMI). Estimated results through SETMI and field data using the eddy covariance system (EC) considering the period 2008–2013 were used to validate the energy balance components and ETa. Modeled …
Inhibition Of Osteosarcoma Lung Metastases By Β-Glucan And Cd40 Agonist Is Mediated By Activation Of Macrophages And Nk Cells, Pradeep Shrestha, Rejeena Shrestha, Eugenie S Kleinerman
Inhibition Of Osteosarcoma Lung Metastases By Β-Glucan And Cd40 Agonist Is Mediated By Activation Of Macrophages And Nk Cells, Pradeep Shrestha, Rejeena Shrestha, Eugenie S Kleinerman
Faculty, Staff and Student Publications
Background: Osteosarcoma (OS) lung metastases remain a significant therapeutic challenge. Innate immune activation is a promising therapeutic approach. Innate immune agonists can modulate the tumor immune microenvironment and improve therapeutic response.
Methods: Using an experimental syngeneic OS lung metastasis BALB/c mouse model with K7M3-luc OS cells, we evaluated the antitumor effects of yeast-derived particulate β-glucan in prevention and therapeutic settings. We then assessed whether the CD40 agonist (CD40a) in combination with β-glucan increased therapeutic response in two different immune-competent mouse models of OS lung tumor burden.
Results: In the pretreatment settings, mice treated with β-glucan prior to OS cell infusion …
Prompt Engineering For Genai In Cybersecurity Incident Response: A Multi-Platform Evaluation Based On Nice Pr-Ir-001, Yuanyuan Liu
Prompt Engineering For Genai In Cybersecurity Incident Response: A Multi-Platform Evaluation Based On Nice Pr-Ir-001, Yuanyuan Liu
Journal of Cybersecurity Education, Research and Practice
This study explores the application of prompt engineering in cybersecurity education, mainly by evaluating the performance of different generative artificial intelligence (GenAI) platforms when performing tasks consistent with the NICE framework role pr-ir-001 - Network Defense Incident Responder. The study employed structured prompts designed for a medical technology environment compliant with HIPAA and NIST SP 800-53, while the tasks of the three GenAI models (GPT-4, Gemini, and DeepSeek) were to generate event response scenarios. Their outputs will be evaluated from four aspects: accuracy, relevance, clarity and completeness.
The results show that the three models differ in depth and consistency, but …
Integration Of Uav And Remote Sensing Data For Early Diagnosis And Severity Mapping Of Diseases In Maize Crop Through Deep Learning And Reinforcement Learning, Jerry Gao, Krinal Gujarati, Meghana Hegde, Padmini Arra, Sejal Gupta, Neeraja Buch
Integration Of Uav And Remote Sensing Data For Early Diagnosis And Severity Mapping Of Diseases In Maize Crop Through Deep Learning And Reinforcement Learning, Jerry Gao, Krinal Gujarati, Meghana Hegde, Padmini Arra, Sejal Gupta, Neeraja Buch
Faculty Research, Scholarly, and Creative Activity
Highlights: What are the main findings? A framework combining UAV, satellite, and weather data to detect crop diseases. Ensemble deep learning and reinforcement learning improve classification and severity mapping. What is the implication of the main finding? Enables near real-time, scalable crop disease management to reduce yield losses. Early detection and hotspot mapping optimize water and pesticide use for sustainability. Accurate and timely prediction of diseases in water-intensive crops is critical for sustainable agriculture and food security. AI-based crop disease management tools are essential for an optimized approach, as they offer significant potential for enhancing yield and sustainability. This study …
Climate Change Projections Through Optimized Machine Learning And Deep Learning Models: A Comprehensive Analysis, Hala H. Youssef, Salma S. Mohammed, Hanan M. Amer, Abeer T. Khalil
Climate Change Projections Through Optimized Machine Learning And Deep Learning Models: A Comprehensive Analysis, Hala H. Youssef, Salma S. Mohammed, Hanan M. Amer, Abeer T. Khalil
Mansoura Engineering Journal
One major worldwide issue that has far-reaching effects on environmental stability and the avoidance of natural disasters is climate change. Developing efficient mitigating strategies depends on precise climate change forecasts. To predict important climate change indicators, including temperature fluctuations, greenhouse gas (CO2, N2O, CH4, and SF6) emissions, population dynamics, sea level changes, Arctic Sea ice extent, and Antarctica mass, this study evaluated the predictive capabilities of several Machine Learning (ML) and Deep Learning (DL) techniques. The set of machine learning algorithms includes Multiple Linear Regression (MLR), K-Nearest Neighbors (KNN), Support Vector Machines (SVMs), Artificial Neural Networks (ANN), Random Forest (RF), …
Development Of A Natural Language Processing Application For Lgbtq+ Status In Mental Health Records, Margaret Heslin, Jaya Chaturvedi, Anne Marie Bonnici Mallia, Ace Taaca, Diogo Pontes, Charvi Saraswat, Charlotte Woodhead, Katharine Rimes, David Chandran, Jyoti Sanyal, Ruimin Ma, Robert Stewart, Angus Roberts
Development Of A Natural Language Processing Application For Lgbtq+ Status In Mental Health Records, Margaret Heslin, Jaya Chaturvedi, Anne Marie Bonnici Mallia, Ace Taaca, Diogo Pontes, Charvi Saraswat, Charlotte Woodhead, Katharine Rimes, David Chandran, Jyoti Sanyal, Ruimin Ma, Robert Stewart, Angus Roberts
School of Psychology
BackgroundLesbian, gay, bisexual, transgender, queer and related community (LGBTQ+) individuals have significantly increased risk for mental health problems. However, research on inequalities in LGBTQ+ mental healthcare is limited because LGBTQ+ status is usually only contained in unstructured, free-text sections of electronic health records.AimsThis study investigated whether natural language processing (NLP), specifically the large language model, Bi-directional Encoder Representations from Transformers (BERT), can identify LGBTQ+ status from this unstructured text in mental health records.MethodUsing electronic health records from a large mental healthcare provider in south London, UK, relevant search terms were identified and a random sample of 10 000 strings extracted. …
Between Sound And Theology: Timbral Performativity In Brazilian Religious Musicking, Marcell Silva Steuernagel
Between Sound And Theology: Timbral Performativity In Brazilian Religious Musicking, Marcell Silva Steuernagel
Yale Journal of Music & Religion
This article explores the performativity of timbre, summarizing key perspectives from the English-language scholarship on the topic and setting them in conversation with Latin American perspectives on timbre. In addition, it examines a performance of “500 Graus” (500 degrees), a song performed by Brazilian Pentecostal artists Cassiane and Shirley Carvalhaes, to demonstrate how the performativity of timbre unfolds within a particular expression of Latin American religious musicking. In doing so, it investigates the phenomenon of timbre between music and sound studies, and theology and church music studies, providing insights relevant to the study of timbre and the study of religious …
Timbre — A Transcendent Paradox?, Eugenia Siegel Conte
Timbre — A Transcendent Paradox?, Eugenia Siegel Conte
Yale Journal of Music & Religion
Timbre, as ethnomusicologist Cornelia Fales writes, is “paradoxical” precisely because it is one of the most exacting processes in which the human body may sense and comprehend the source of a sound even as that comprehended sound is impossible to describe outside of metaphor or comparison. As one of the more recognizable qualities of sound but the most difficult to describe, timbre allows us to consider physical/emotional (affective) experiences of sound as a key aspect of faith and meditation. In this article, I examine physical-affective intersections of faith and meditation that often are key to praxes of worship, and show …
Singing A Wide Heart: Timbre And Sung Prayer In Senegal’S Layène Community, Margaret L. Rowley
Singing A Wide Heart: Timbre And Sung Prayer In Senegal’S Layène Community, Margaret L. Rowley
Yale Journal of Music & Religion
Layène sung prayer (called sikkar) is embedded within the religious practices of the Layène community, a minority Sufi order in Dakar, Senegal. This article explores the functions of Layène sung prayer, focusing especially on its loud, vibrational timbre. Both men and women vocalists in call-and-response sing loudly, using wide vibrato and electronic amplification to ensure that the sikkar reaches the inhabitants—both human and non-human—in the surrounding community. This article demonstrates that the distinctive timbre of Layène sung prayer serves the spiritual functions of binding the community together in spiritual and social cohesion, increasing individual and collective generosity, and demarcating …
Live Wires: The Angelus Temple And The Timbre Of Power, Catherine Provenzano
Live Wires: The Angelus Temple And The Timbre Of Power, Catherine Provenzano
Yale Journal of Music & Religion
This article is a media history and contemporary case study of The Angelus Temple in Los Angeles, founded by Aimee Semple McPherson in 1923. My analysis of the Angelus insists upon the centrality of a hyperaudible paradigm of worship that uses media to maximize the legibility of a Christian message, and, more than this, imagines that media itself as a living soul in need of redemption. Many contemporary megachurches employ savvy applications of sound and sound transmission as instruments of belonging as well as action, and these rely on high-budget investments in church infrastructure, software and personnel. I argue that …
Performing "Manly" Worship Music: Gender And Timbre At Mars Hill Church, Maren Haynes Marchesini
Performing "Manly" Worship Music: Gender And Timbre At Mars Hill Church, Maren Haynes Marchesini
Yale Journal of Music & Religion
Ten years ago, Mars Hill boasted fifteen campuses and 15,000 members. Amid mounting allegations of abuse and mismanagement leveled against founding pastor Mark Driscoll, the church famously collapsed, closing its doors at the end of 2014. Driscoll had built Mars Hill’s core brand around his opposition to the perceived feminization of the Christian mainstream, and appointing himself the “leader of a heterosexual male backlash” in the church and broader culture. While Driscoll’s muscular Christianity stands in a wide historical stream, Mars Hill long led the charge in establishing a youth-oriented, hipster brand of hypermasculine Calvinism. And while rhetoric and theology …
A Sunlit Ambience: How Reverb Pedals Influence The Contemporary Worship Music Imagination, Dylan Crosson
A Sunlit Ambience: How Reverb Pedals Influence The Contemporary Worship Music Imagination, Dylan Crosson
Yale Journal of Music & Religion
With the recent proliferation of scholarship on the musical elements of Contemporary Worship Music (CWM) in addition to ethnographies exploring the tradition’s inner machinations, readers now enjoy unprecedented levels of insight into the actions of human actors and their music. But what of CWM’s non-human actors? Could the instruments and musical equipment used by CWM practitioners, for example, impact evangelical piety? In this article, I entertain this question by arguing that the materiality of reverb pedals—devices used by guitarists to add artificial reverberation to their sound—influences how evangelicals conceptualize elements of their faith by introducing new imagery or enriching pre-existing …
From The Heaviest, Dirtiest Depths To The Washy Ambient Clouds: Guitar Timbre In/As Schismogenesis In North American Christianity, Joshua K. Busman, Nathan Myrick
From The Heaviest, Dirtiest Depths To The Washy Ambient Clouds: Guitar Timbre In/As Schismogenesis In North American Christianity, Joshua K. Busman, Nathan Myrick
Yale Journal of Music & Religion
This essay argues that within the socio-cultural context of North American Christianity, the timbral qualities of electric guitar, with its long lineage as a site of cultural values conflict and identity negotiation, serves a theological function in the emerging and cohering sonority of digital worship. Using as comparative case studies the timbral qualities of delay and ambience as promoted and sold by Worship Tutorials as representing normative sonic values for these Christians, on the one hand, and the dialectic and schismatic deployment of distortion by the band My Epic on the other, we suggest that these timbral qualities become important …
Empirical Methods For Support System Design In Deep Serpentinite Excavations: A Critical Evaluation, Anas Driouch, Redouane Oubah, Abdelaziz Lahmili, Latifa Ouadif
Empirical Methods For Support System Design In Deep Serpentinite Excavations: A Critical Evaluation, Anas Driouch, Redouane Oubah, Abdelaziz Lahmili, Latifa Ouadif
Journal of Sustainable Mining
Underground mining excavations in fragile serpentinite rock masses represent a significant challenge today. The complicated features of these rock formations, especially at great depths, make it difficult to classify them using commonly employed methods. This paper focuses on the application of empirical methods for the classification of serpentinite rock masses and the design of support systems in underground mining excavations. Specifically, it concerns an access tunnel excavated entirely in serpentinite at a depth of 460 m. Geomechanical classification systems indicate that the Tunnelling Quality Index (Q-system) and Rock Mass Rating (RMR) evaluate serpentinites as rock masses of exceptionally poor to …
Vinyl Noise, James Kelly
Vinyl Noise, James Kelly
Staff Scholarship - Australia & Dubai
In this talk, audio engineer, composer, and record collector Dr. Kelly will explore the fascinating intersection of sound, technology and perception through the lens of vinyl records and their inherent noisiness. Vinyl noise, or surface noise, refers to the sounds on vinyl records that aren’t part of the music itself. Drawing from both production and listening perspectives, Dr. Kelly will offer insights into how records are made, the noisiness inherent to the medium, and how listeners engage with these unwanted sounds - whether by ignoring, finding them distracting, or embracing them as part of the medium’s texture.
Combatting Road Accidents And Fatalities : The Colonial State, Voluntary Organisations, And Road Safety In Northern Rhodesia, 1940s-1964, Mbozi Santebe
Zamani: A Journal of African Historical Studies
Northern Rhodesia (now Zambia) experienced an increase in the use of motor vehicles from the late 1920s. Consequently, there was a rapid increase in the occurrence of road accidents from the 1940s onwards. The rise in cases of accidents attracted attention of the colonial state and other stakeholders that embarked on measures to improve road safety. Using a corpus of archival sources, this article examines the measures that the colonial state and voluntary organisations undertook to improve road safety in Northern Rhodesia from the 1940s to 1964. It contributes to scholarly works on the use of motor vehicles in Africa …
Engineering Inefficiencies And Technical Dependency : A Vital Lens In Understanding Power Outages In Postcolonial Tanzania, 1960s-1990s, Emanuel L. Mchome
Engineering Inefficiencies And Technical Dependency : A Vital Lens In Understanding Power Outages In Postcolonial Tanzania, 1960s-1990s, Emanuel L. Mchome
Zamani: A Journal of African Historical Studies
This article examines how the construction of power infrastructure in the 1960s-1980s shaped the future functioning of the Tanzanian power grid from the 1990s. The article is based on oral sources and archival material collected from the Swedish National Archives in Stockholm, the Tanzania National Electric Supply Company Limited (TANESCO), the East Africana Section of the Wilbert Chagula Library at University of Dar es Salaam, the Rufiji Basin Development Authority (RUBADA) and the World Bank online sources. The article argues that engineering inefficiencies of some Western planners and builders of TANESCO’s power grid who failed to consider local ecological issues …
25 Conference Program - Electrophoretic Deposition Viii: Fundamentals And Applications, Aldo R. Boccaccini, Begoña Ferrari, Andrew J. Pascall, Fabien Grasset, Kiyofumi Katagiri
25 Conference Program - Electrophoretic Deposition Viii: Fundamentals And Applications, Aldo R. Boccaccini, Begoña Ferrari, Andrew J. Pascall, Fabien Grasset, Kiyofumi Katagiri
Electrophoretic Deposition VIII: Fundamentals and Applications (EDP)
No abstract provided.
Bifusenet: A Multimodal Network For Estimating Blood Alcohol Concentration Via Bidirectional Hierarchical Fusion, Abdullah Tariq, Arooba Maqsood, Martin Masek, Syed Zulqarnain Gilani
Bifusenet: A Multimodal Network For Estimating Blood Alcohol Concentration Via Bidirectional Hierarchical Fusion, Abdullah Tariq, Arooba Maqsood, Martin Masek, Syed Zulqarnain Gilani
Research outputs 2022 to 2026
Drunk driving remains a significant public safety challenge, demanding innovative alternatives to conventional methods such as field sobriety tests and breathalysers. Estimating a driver's level of intoxication through facial cues is particularly challenging due to the subtle and person-specific nature of alcohol-induced behaviours. In this paper, we present BiFuseNet, a 3D spatio-temporal multi-modal network designed to classify alcohol impairment levels into three categories: sober, moderate, and severe. Unlike prior approaches that rely on either uni-modal RGB video or hand-crafted facial features, our method exploits complementary physiological cues from RGB and infrared (IR) facial videos. We introduce a Bi-directional Hierarchical Fusion …
Urban Air Mobility Vertiports: A Bibliometric Analysis Of Applications, Challenges, And Emerging Directions, Yannan Lu, Weili Zeng, Wenbin Wei, Weiwei Wu, Hao Jiang
Urban Air Mobility Vertiports: A Bibliometric Analysis Of Applications, Challenges, And Emerging Directions, Yannan Lu, Weili Zeng, Wenbin Wei, Weiwei Wu, Hao Jiang
Faculty Research, Scholarly, and Creative Activity
Vertiports, as the foundational ground infrastructure for Urban Air Mobility (UAM), have garnered increasing scholarly attention in recent years. To examine how the existing literature has reviewed and summarized vertiport-related knowledge, this study conducts a bibliometric analysis of publications (2000–2024) from four major databases, including Web of Science and Scopus, using VOSviewer and CiteSpace. By analyzing co-citation and keyword co-occurrence patterns, the results suggest that vertiport research frontiers are shifting toward facility location, network planning, airspace and scheduling management, scalable infrastructure, and integration with ground transport systems. Scholars and institutions in the United States, China, Europe, and South Korea have …
Cortenmm: Efficient Memory Management With Strong Correctness Guarantees, Junyang Zhang, Xiangcan Xu, Yonghao Zou, Zhe Tang, Xinyi Wan, Kang Hu, Siyuan Wang, Wenbo Xu, Di Wang, Hao Chen, Lin Huang, Shoumeng Yan, Yuval Tamir, Yingwei Luo, Xiaolin Wang, Huashan Yu, Zhenlin Wang, Hongliang Tian, Diyu Zhou
Cortenmm: Efficient Memory Management With Strong Correctness Guarantees, Junyang Zhang, Xiangcan Xu, Yonghao Zou, Zhe Tang, Xinyi Wan, Kang Hu, Siyuan Wang, Wenbo Xu, Di Wang, Hao Chen, Lin Huang, Shoumeng Yan, Yuval Tamir, Yingwei Luo, Xiaolin Wang, Huashan Yu, Zhenlin Wang, Hongliang Tian, Diyu Zhou
Michigan Tech Publications
Modern memory management systems suffer from poor performance and subtle concurrency bugs, slowing down applications while introducing security vulnerabilities. We observe that both issues stem from the conventional design of memory management systems with two levels of abstraction: a software-level abstraction (e.g., VMA trees in Linux) and a hardware-level abstraction (typically, page tables). This design increases portability but requires correctly and efficiently synchronizing two drastically different and complex data structures, which is generally challenging.We present CortenMM, a memory management system with a clean-slate design to achieve both high performance and synchronization correctness. Our key insight is that most OSes no …
Designing Assignments For Non-Traditional Students In Higher Education Using Andragogical Principles, Ajit Bhattarai, Beixi Li
Designing Assignments For Non-Traditional Students In Higher Education Using Andragogical Principles, Ajit Bhattarai, Beixi Li
Online Journal for Workforce Education and Development
This conceptual paper explores assignment design for non-traditional students in higher education, guided by andragogical principles. Recognizing the increasing presence of adult learners, the paper emphasizes the need for tailored educational strategies. Drawing upon Malcolm Knowles' assumptions of andragogy, it highlights self-directed learning, practical application, and relevance as key considerations. The paper discusses how assignments can be designed to engage adult learners by acknowledging their prior experiences and fostering a sense of ownership in their learning. This study contributes to the ongoing conversation on improving educational practices for non-traditional students, advocating for approaches that recognize them as students who bring …
Exploring Customer Satisfaction Drivers In The Automotive Sector: A Study Of Volkswagen In Chennai, Sridhar M, Karthik Rajan C S
Exploring Customer Satisfaction Drivers In The Automotive Sector: A Study Of Volkswagen In Chennai, Sridhar M, Karthik Rajan C S
Management Dynamics
This study examines the key drivers of customer satisfaction among Volkswagen car owners in Chennai, a major metropolitan market within India’s rapidly evolving automotive sector. As competition intensifies and consumer expectations shift, understanding the multidimensional aspects of satisfaction spanning product quality, performance, after-sales service, brand perception, and pricing has become essential for enhancing customer retention and loyalty. Employing a structured questionnaire administered to 100 Volkswagen customers, the study uses both descriptive and inferential statistical tools to identify significant satisfaction determinants. Findings reveal that while customers express high satisfaction with product performance and driving experience, concerns persist regarding service accessibility, mechanical …