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From Likes To Enrollment: How Social Networking Sites Shape College Decision-Making, David Hermann Jan 2025

From Likes To Enrollment: How Social Networking Sites Shape College Decision-Making, David Hermann

Theses and Dissertations

This study applied Chickering and Reisser’s seven vectors of student development (1993), MacMillan’s existential framework (2009), and Chickering and Gamson’s principles for good practice in undergraduate education (1999) as guiding theoretical and conceptual frameworks. These perspectives informed the analysis of voices from young adults in rural communities and explored how recently graduated high school students perceived their use of social networking sites (SNSs) in the college search and decision-making process. I developed five overarching themes from the qualitative data: 1) informational role of social media, 2) visual media and campus impressions, 3) authenticity, peer influence, and human connection, 4) frustrations, …


Genetic Relative-Finder Services: A Qualitative Study Of Consumer Experiences, Sarah A. Sciba Jan 2025

Genetic Relative-Finder Services: A Qualitative Study Of Consumer Experiences, Sarah A. Sciba

Theses and Dissertations

Background: Genetic genealogy is an emergent topic in sociology. To date, over 41 million individuals worldwide have tested with the top four direct-to-consumer genetic testing (DTCGT) companies: AncestryDNA, FamilyTreeDNA, 23andMe, and MyHeritageDNA (Glynn 2022). These tests provide consumers with ethnicity estimates, a list of DNA cousin matches, or both. Despite the popularity of DTCGT, there is a lack of data on consumer experiences with genetic relative-finder services (GRF) in the sociological literature. Methodology: I conducted exploratory, qualitative research in the form of in-depth interviews with eight adult women who have used GRF. I gathered data about their motivations for participation …


Preschool Developmental Play And Autism, Michelle Brooks Peterson Jan 2025

Preschool Developmental Play And Autism, Michelle Brooks Peterson

Theses and Dissertations

This school improvement project applies the Carnegie Project on the Education Doctorate (CPED) model to explore strategies to increase peer engagement among preschool students with autism spectrum disorders (ASD) in a developmental playroom setting. Play is a cornerstone of early childhood development, fostering cognitive, social, and emotional growth. However, children with ASD often encounter challenges in engaging with play environments due to social communication difficulties and sensory processing differences. Grounded in Vygotsky’s sociocultural theory, this project adopts a Naturalistic Developmental Behavioral Intervention (NDBI) framework to facilitate peer interactions and enhance engagement in inclusive play settings.

The intervention focuses on guiding …


Examining The Impact Of Conceptual Mathematics Instructional Practices On Middle School Achievement For Low-Income Public-School Students, Tracy L. Donath Jan 2025

Examining The Impact Of Conceptual Mathematics Instructional Practices On Middle School Achievement For Low-Income Public-School Students, Tracy L. Donath

Theses and Dissertations

This dissertation in practice investigates the persistent decline in mathematics proficiency between the fourth and fifth grades, particularly among low-income compared to high-income students in a large, urban public school district in central Illinois. Using Mintrop’s Cycle of Inquiry and the CPED framework in a 90-day intervention, seven fifth-grade teachers implemented small group lessons designed to build students’ conceptual understanding of grade level mathematics. This data-driven intervention encouraged the teachers to use a variety of manipulatives and visual representations to improve students’ mathematics proficiency on four grade level Common Core standards. Data collected through classroom pretests, posttests, and exit tickets, …


Enacting Change In Student Support Services To Meet The Needs Of Evolving Student Demographics, Justin Schuch Jan 2025

Enacting Change In Student Support Services To Meet The Needs Of Evolving Student Demographics, Justin Schuch

Theses and Dissertations

This qualitative study examined the change management leadership strategies employed by Chief Student Affairs Officers (CSAOs) to address the needs of an increasingly diverse student population at midwestern institutions of higher education. The change management leadership strategies employed by seven CSAOs to address the mismatch between the increasing diversity of college student populations and the institutions’ readiness to meet these students' diverse needs were drawn from using in-depth interviews, review of enrollment data, and institutional planning documents. The three research questions guiding this study yielded four major themes. The first theme is related to how CSAOs identify areas for development …


Turning The Page On Toxic Friendships: How Stories Can Transform Female Friendships, Ericka Renee Bush Jan 2025

Turning The Page On Toxic Friendships: How Stories Can Transform Female Friendships, Ericka Renee Bush

Theses and Dissertations

Relational aggression, subtle behaviors such as gossip, exclusion, and social manipulation, can significantly undermine female students’ sense of belonging, peer relationships, and engagement in school. At Sinclair Intermediate School, Illinois 5Essentials Survey data revealed a sharp decline in peer relationship scores among female students, along with evidence gathered through student interviews, analysis of bullying report forms, and observation from an SEL lesson. This Dissertation in Practice investigates how a targeted intervention, Turning the Page on Toxic Friendships: How Stories Can Transform Female Friendships, can strengthen female peer relationships through bibliotherapy. Grounded in Carnegie Project on the Education Doctorate principles and …


Harmony Or Discord? A Study On The Alignment Between National Objectives And Reformed Social Studies Textbooks In Egypt, Lina Yehia Jan 2025

Harmony Or Discord? A Study On The Alignment Between National Objectives And Reformed Social Studies Textbooks In Egypt, Lina Yehia

Theses and Dissertations

Education systems, in many parts of the world, have served as a channel for communicating national goals to students, and Egypt has not been an exception. This study examines how public textbooks effectively align with equipping future generations of Egyptians to fulfill the nation’s development policy goals set for 2030. Utilizing a qualitative research design, this study employed textbook and document analyses of the published national policy goals of the current administration, along with the most recently reformed social studies textbooks of Grades 4, 5, and 6, a product of EDU 2.0. Based on an analysis of national documents, the …


An Exploratory Investigation Of The Impact Of Psychological Intimate Partner Violence On College Women: A Qualitative Study, Dana Juel Conzemius-Schindler Jan 2025

An Exploratory Investigation Of The Impact Of Psychological Intimate Partner Violence On College Women: A Qualitative Study, Dana Juel Conzemius-Schindler

Theses and Dissertations

Researchers have found psychological intimate partner violence (P-IPV; defined as emotional and verbal abuse utilized to degrade, demean, create fear, control, or isolate; Tolman, 1989; Sullivan et al., 2012) is detrimental to mental health functioning, including increased sexual risk behaviors, depressive and anxious symptomology, and relationship dissatisfaction (Hellemans et al., 2015; Overstreet et al., 2015). Despite this, little is known regarding the academic and psychological lived experiences of survivors of P-IPV. Therefore, the current study sought to qualitatively explore the lived experiences of female-identified students exposed to psychological intimate partner violence while in college. Through a Consensual Qualitative Research (CQR; …


Targeted Coaching In The Detroit Promise Path: A Thematic Network Analysis Of Current Challenges And Opportunities For Student Success, Maryse Danielle Wilson Jan 2025

Targeted Coaching In The Detroit Promise Path: A Thematic Network Analysis Of Current Challenges And Opportunities For Student Success, Maryse Danielle Wilson

Theses and Dissertations

The Detroit Promise Program is one of the many college promise programs operating within the United States that offers full college tuition coverage to students within the city who meet certain residential criteria. Detroit’s population has one of the highest proportions of Black and first-generation students and the lowest average socioeconomic class in the country. From the time of the Promise Program’s launch until now it has seen minor improvements in college degree competition rates, but this rate is still low compared to the national average. The Detroit Promise Path, which is an off branch of the Detroit Promise Program, …


From Emily To Loralei To Rory: A Qualitative Textual Analysis Of Scripts From Gilmore Girls For Real-World Application, Erin Mccann Jan 2025

From Emily To Loralei To Rory: A Qualitative Textual Analysis Of Scripts From Gilmore Girls For Real-World Application, Erin Mccann

Theses and Dissertations

In the realm of interpersonal communication and intrafamilial research, one dynamic, the mother and daughter pairing, is especially poignant in exploring the ties of closeness, the openness of communication and the potential for long-term impact on a daughter’s development. When studying the mother and daughter dynamic through a work of fiction, patterns can be observed without bias, allowing for evaluation of the strength of relationship and identification of broader implication to the discipline of family communication. In this study, a textual analysis was conducted evaluating 21 exemplary episodes of the 2000s television show Gilmore Girls focused entirely on the interactions …


Student Participation In Informal Resolution: Examination Of Impact Factors On Recidivism And Student Perceptions Of Institutional Care And Fairness, Linnea Rose Nelson Jan 2025

Student Participation In Informal Resolution: Examination Of Impact Factors On Recidivism And Student Perceptions Of Institutional Care And Fairness, Linnea Rose Nelson

Theses and Dissertations

This exploratory case study, conducted at the University of North Dakota (UND), examined factors influencing recidivism and student perceptions of institutional care and fairness among participants in the piloted Informal Resolution (IR) option. A restorative justice (RJ)-informed alternative to the traditional student conduct process, the IR is offered to students charged with first-time, low-level violations of UND’s code of conduct. This study aimed not only to evaluate the new process but also to respond to recent calls from scholars and practitioners for more extensive research on the intersection of RJ and student conduct outcomes. Sherman’s (1993) defiance theory provided the …


Beyond All Possible Doubt? The Shifting Of A Juror’S Conviction Threshold In Criminal Cases Based On Charge, Sentence, And Evidence, Sophie Johnson Jan 2025

Beyond All Possible Doubt? The Shifting Of A Juror’S Conviction Threshold In Criminal Cases Based On Charge, Sentence, And Evidence, Sophie Johnson

Theses and Dissertations

In criminal trials, jurors must make a decision that will forever change the defendant’s life (Couloute & Kopf, 2018), during which jurors may consider the impact that not convicting a guilty person may have (i.e., Type II error) or if the charge is worth the crime regardless of the defendant’s guilt (i.e., Type I error). Jurors may raise their conviction thresholds if they feel a type II error is favorable to a type I error. Researchers have discovered that in cases where charge severity (e.g., Kerr, 1978) or the perceived sentence (e.g., Kaplan & Krupa, 1986) is higher, jurors shift …


Identifying The Common Patterns Or Trends That Emerge When Analyzing Past Accidents And Incidents Involving Autopilot Systems, Christopher David Tracy Jan 2025

Identifying The Common Patterns Or Trends That Emerge When Analyzing Past Accidents And Incidents Involving Autopilot Systems, Christopher David Tracy

Theses and Dissertations

This study investigated to what extent over-reliance on automation, particularly autopilot systems, contributed to incidents and accidents in commercial aviation. Despite advancements in automated technologies, there is a growing concern regarding the potential consequences of pilots’ dependency on these systems. This research analyzed past key incidents to identify patterns indicating that pilots may have been inadequately prepared to assume manual control during automation failures. This study employed a qualitative approach, including semi-structured interviews with aviation professionals such as airline flight instructors, line check pilots, flight standards evaluators, and an FAA aviation safety inspector, along with qualitative surveys with professional pilots. …


Public Perceptions Of Fracking And Anti-Fracking Activism: A Theory Of Planned Behavior Approach And Its Implications For Environmental Policy, Okhumode Hector Yakubu Jan 2025

Public Perceptions Of Fracking And Anti-Fracking Activism: A Theory Of Planned Behavior Approach And Its Implications For Environmental Policy, Okhumode Hector Yakubu

Theses and Dissertations

Hydraulic fracturing, or fracking, has become one of the most contentious energy technologies of the 21st century, drawing support for its economic and energy security benefits and opposition due to its perceived environmental and health risks. This study applies the Theory of Planned Behavior (TPB) to examine the psychological, social, and informational factors that shape public perceptions of fracking and motivate anti-fracking activism. Using a nationally representative sample of U.S. adults (N = 522), this research investigates how attitudes, subjective norms, perceived behavioral control, and domain-specific knowledge predict support or opposition to fracking, as well as intentions to engage in …


Advanced Motor Control Using Td3 Model-Free Reinforcement Learning, Muhammad Azam Jan 2025

Advanced Motor Control Using Td3 Model-Free Reinforcement Learning, Muhammad Azam

Theses and Dissertations

Motor control plays a critical role in industrial automation, ensuring the precise regulation of speed, torque, and position across various applications. Traditional motor control techniques, such as open-loop, closed-loop, and feedback control, have been widely used but face limitations in handling complex and dynamic systems. Recent advancements in machine learning (ML) offer potential improvements in motor control by enabling systems to learn optimal control policies autonomously. This research investigates the integration of Reinforcement Learning (RL) with Field-Oriented Control (FOC) for the control of Permanent Magnet Synchronous Motors (PMSMs). The study aims to address a significant gap in reward function design, …


Exploring The Concepts Of Rematriation And The Sugpiaq/Alutiiq People’S Traditional Values And Ways Of Being To Address Historical Trauma: A Qualitative Study, Tara Lynn Christiansen-Stiller Jan 2025

Exploring The Concepts Of Rematriation And The Sugpiaq/Alutiiq People’S Traditional Values And Ways Of Being To Address Historical Trauma: A Qualitative Study, Tara Lynn Christiansen-Stiller

Theses and Dissertations

This study is a collaborative exploration of the intersection of traditional Sugpiaq/Alutiiq values, historical trauma, and the process of rematriation. It aims to understand how these elements contribute to healing, resilience, and identity restoration within the Sugpiaq/Alutiiq community. Utilizing a qualitative research approach grounded in Interpretive Phenomenological Analysis (IPA), the study engages in in-depth interviews with Alutiiq elders, cultural leaders, and community members. Their lived experiences and perceptions are integral to the research process. The study seeks to uncover how Sugpiaq/Alutiiq cultural values, such as community solidarity, connection to land, and spirituality, protect against the impacts of historical trauma. Additionally, …


An Intersectional Exploration And Analogue Investigation Of Transgender And Gender Diverse Bi+ Women’S Preferences For Sexual Violence Vulnerability Reduction Interventions, Sara K. Kuhn Jan 2025

An Intersectional Exploration And Analogue Investigation Of Transgender And Gender Diverse Bi+ Women’S Preferences For Sexual Violence Vulnerability Reduction Interventions, Sara K. Kuhn

Theses and Dissertations

Transgender and gender diverse (TGD) bisexual+ (bi+, e.g., pansexual, polysexual) women disproportionately experience sexual violence victimization and their acceptability of applicable interventions is under-researched. Online self-report data was collected from 240 ethnoracially diverse bi+ adult American women, who identified as TGD (n = 69) or cisgender (cis; n = 171), and who read standardized descriptions of interventions. TGD bi+ women found intervention descriptions inclusive of their sexual and gender identities—and those including in-person active resistance strategy instruction (bystander/self-defense)—more acceptable. Intervention descriptions with alcohol use and/or sexual activity reduction components were largely found to be less acceptable. Intervention elements of importance …


End-To-End Autonomous Quadcopter Using Reinforcement Learning, Mohamed Marwan Chawa Dec 2024

End-To-End Autonomous Quadcopter Using Reinforcement Learning, Mohamed Marwan Chawa

Theses and Dissertations

This thesis investigates the potential of Reinforcement Learning (RL) for achieving robust and adaptable quadcopter control, focusing on trajectory and attitude stabilization. We compare state-of-the-art RL algorithms, specifically Proximal Policy Optimization (PPO), against traditional Proportional-Integral-Derivative (PID) controllers across three tasks: hovering, slow trajectory following, and fast trajectory following. To enhance realism, we employ a modified PyFlyt simulation environment with a high-fidelity Crazyflie 2.x model, accounting for motor dynamics, noise, wind disturbances, and aerodynamic drag.

The challenge of operating a quadcopter can be divided into two distinct parts: planning a flight path and actually following that path. Our focus is on …


Community College Faculty Use Of Universal Design For Learning (Udl): A Participatory Action Research Dissertation Study, Marjorie Barnes Dec 2024

Community College Faculty Use Of Universal Design For Learning (Udl): A Participatory Action Research Dissertation Study, Marjorie Barnes

Theses and Dissertations

This participatory action research (PAR) dissertation study investigates the implementation of Universal Design for Learning (UDL) principles by community college faculty in first-year writing courses to support students with learning disabilities at a New Jersey community college. Through a collaborative approach involving faculty as active participants, the study explores how UDL guidelines are integrated into writing assignments for ENG 101 and ENG 102. Through iterative cycles of planning, action, observation, and reflection, the research explores how faculty implement UDL guidelines to enhance accessibility and inclusivity in their writing assignments. Data collection methods include focus group interviews, document analysis, and the …


Narrative Engineering: Tools, Computational Structure, And Impact Of Stories, Michael A. Debuse Dec 2024

Narrative Engineering: Tools, Computational Structure, And Impact Of Stories, Michael A. Debuse

Theses and Dissertations

Computational Linguistics has a long history of applying mathematics to the grammatical and syntactic structure of language; however, applying math to the more complex aspects of language, such as narrative, plot, scenes, character relations, causation, etc. remains a difficult topic. The goal of my research is to bridge the narrative humanities with mathematics, to computationally grasp at these difficult topic, and help develop the field of Narrative Engineering. I view narrative and story with the same mathematical scrutiny as other engineering fields, to take the creativity and fluidity of story and encode it in mathematical representations that have meaning beyond …


An Exploratory Analysis Of Within And Between-Testlet Local Item Dependence In A Medical School Admission Situational Judgment Test Using Exploratory Structural Equation Modeling, Ester Sampson Dec 2024

An Exploratory Analysis Of Within And Between-Testlet Local Item Dependence In A Medical School Admission Situational Judgment Test Using Exploratory Structural Equation Modeling, Ester Sampson

Theses and Dissertations

To use a Cronbach's alpha coefficient or IRT methods on measuring instruments, both unidimensionality and local item dependence (LID) conditions need to be met. Moreover, LID can potentially introduce an unintended additional dimension into the test at the expense of the constructs of interest. Situational judgment tests use testlet structures, and thus likely present degrees of LID. We explored the latent structure and degrees of local item dependence in a situational judgment test (SJT) used by a Western United States medical school (WMS) for admission purposes. I used a fully deidentified data set from a group of 560 examinees who …


The Role Of Innovation Hubs In Driving Local Entrepreneurial Behavior: The Case Of Creativa Innovation Hubs In Qena And Aswan, Lamees Koura Dec 2024

The Role Of Innovation Hubs In Driving Local Entrepreneurial Behavior: The Case Of Creativa Innovation Hubs In Qena And Aswan, Lamees Koura

Theses and Dissertations

This study investigated the role of innovation hubs in driving innovation and entrepreneurial behavior among local communities, ultimately contributing to the development of better national entrepreneurship ecosystems. The researcher employed a qualitative methodology using a case study approach to conduct an empirical investigation to obtain deeper insights into the innovation hubs phenomenon using the Creativa Innovation Hubs initiative in two governorates in Upper Egypt, Qena and Aswan. Semi-structured in-depth interviews were conducted with twenty individuals between beneficiaries and managers of Creativa innovation hubs. The study demonstrated that government efforts to promote entrepreneurship through the Creativa Innovation Hubs Initiative significantly influence …


The Ghostly Angel In The Haunted Home: The Haunted House As A Metaphor For A Woman's Body In Crimson Peak, Andrea I. Amado-Fajardo Dec 2024

The Ghostly Angel In The Haunted Home: The Haunted House As A Metaphor For A Woman's Body In Crimson Peak, Andrea I. Amado-Fajardo

Theses and Dissertations

Crimson Peak (2015, dir. Guillermo del Toro), often overshadowed by del Toro's more critically acclaimed filmography, deserves to be acknowledged for its central trauma metaphor and its nuanced approach to gender. Far from being merely a horror movie fueled by disturbing sequences such as those found in contemporary supernatural horror films, Crimson Peak slowly unravels how Allerdale Hall parallels the film's female leads as they house and live with ghosts, revenants of a traumatic past. This essay explores the personification of the haunted house as a metaphor for the personified trauma that resides in a woman's body using Crimson Peak …


Development Of A Real-Time Convolution System To Simulate Speech In Different Rooms For The Study Of Vocal Strain, Bethany E. Wu Dec 2024

Development Of A Real-Time Convolution System To Simulate Speech In Different Rooms For The Study Of Vocal Strain, Bethany E. Wu

Theses and Dissertations

Due to prevalent vocal health issues in teachers, the acoustics of K-12 classrooms has become a topic of study in acoustics. One way to understand the effects of a classroom's physical space on speech is with vocal effort studies. This thesis aims to enable these studies, without the need to move a talker from room to room, by creating auralizations through real-time convolution of speech with oral binaural room impulse responses (OBRIRs). These auralizations can be used to test talkers inside an anechoic chamber as they experience speaking in different acoustical environments. A system that can successfully execute convolution in …


Local Food System Planning On Multiple Governance Scales: A Grounded Theory Analysis, Decker Ure Dec 2024

Local Food System Planning On Multiple Governance Scales: A Grounded Theory Analysis, Decker Ure

Theses and Dissertations

Local food systems (LFS) comprise the people, policies, infrastructure and practices of food production, distribution, and consumption in localized areas. LFS are becoming an increasingly important part of urban sustainable development and have recently gained significant traction in the urban planning and sustainable community spheres. Worldwide shocks to global food systems such as the COVID-19 pandemic and the Ukraine-Russia war have further elevated global interest in LFS, bringing local food to the forefront of many communities as they try to insulate themselves and their food supply from future risk. However, despite this growing interest in and policy momentum for local …


New Chapters In An Old Book: New Discoveries In Transferrin's Blood Stream Modulators And Analytical Methods, Shelby Thomas Harris Dec 2024

New Chapters In An Old Book: New Discoveries In Transferrin's Blood Stream Modulators And Analytical Methods, Shelby Thomas Harris

Theses and Dissertations

Human serum transferrin is a 79 kDa glycoprotein responsible for the safe transport of iron throughout the blood stream. Transferrin binds up to two ferric ions in two domains known as the N-lobe and C-lobe respectively. Thus, there are four transferrin metalloforms: apo-Tf (with no iron bound), FeN-Tf (with one iron bound in the N-lobe), FeC-Tf (with one iron bound in the C-lobe) and holo-Tf(with two iron ions bound, one in each of the lobes). The two domains are homologous but feature differences in the kinetics and thermodynamics of iron binding and release. The two lobes are also different in …


Taking A Bite Out Of Shark Week: Discovery's Csa And Csr Messages, Kari Mortenson Dec 2024

Taking A Bite Out Of Shark Week: Discovery's Csa And Csr Messages, Kari Mortenson

Theses and Dissertations

The present study looks at how companies use corporate social responsibility (CSR) and corporate social accountability (CSA) messages differently. This study uses Discovery Channels Shark Week as an example by utilizing a grounded deductive analysis of Discovery's X, formerly known as Twitter, posts from 2015-2020. This timeline was chosen thanks to Discovery partnering with the non-profit organization Oceana in 2010 to create more informed and conservation minded content. The posts on Discovery's X account during each Shark Week from 2015-2020 were examined. Each were coded for themes, Other, CSA, or CSR, and additional frames for those themes. The frames gathered …


Quality And Sensory Characteristics Of Selected Freeze-Dried Foods After 50 Years Storage, Prithiviraj Jegannathan Dec 2024

Quality And Sensory Characteristics Of Selected Freeze-Dried Foods After 50 Years Storage, Prithiviraj Jegannathan

Theses and Dissertations

Freeze-drying is a dehydration process that uses low temperature and pressure to remove moisture from food. With an annual market value of over $35 billion in 2023, freeze-dried foods are widely used in various situations requiring long-term storage such as military rations, emergency food supplies, and space exploration. Freeze-dried foods are becoming more popular for their quality, light weight, easy storage at room temperature, and quick rehydration. Moreover, many freeze-dried food manufacturers claim that their freeze-dried food products can last for 25 years or more. However, there are currently no published studies supporting such claims. Chemical, physical, and sensory properties …


Time Reversal Delivery Of Long Duration Noise To A Targeted Location: Achieving Higher Amplitude While Maintaining A Desired Spectral Shape And Maximizing The Spatial Extent, Rylee Scott Russell Dec 2024

Time Reversal Delivery Of Long Duration Noise To A Targeted Location: Achieving Higher Amplitude While Maintaining A Desired Spectral Shape And Maximizing The Spatial Extent, Rylee Scott Russell

Theses and Dissertations

Time Reversal (TR) is a signal processing technique that can be used to focus acoustic waves to a specific location in space, with most applications aiming to create an impulsive focus. This study instead aims to focus long-duration noise signals using TR. This thesis seeks to generate higher amplitude noise at a desired location over an existing method of broadcasting equalized noise. Additionally, this thesis explores various characteristics associated with focusing long duration noise using TR. The dependence of the focal amplitude on the duration of the focused signal is explored as well as the implications of using multiple sources …


Microservice Architecture For Social Media Data Collection, Analysis, And Dashboarding, Sai Ram Manohar Koya Dec 2024

Microservice Architecture For Social Media Data Collection, Analysis, And Dashboarding, Sai Ram Manohar Koya

Theses and Dissertations

This research presents a novel methodology for the collection, processing, and analysis of social media data using a microservices-based architecture. The proposed system integrates multiple data streams from various social media platforms, transforming this information into a unified, JSON-based DataObject model for seamless processing and analysis. Unlike monolithic architectures, the microservices approach offers scalability and flexibility, allowing the system to handle the high velocity, variety, and volume of unstructured social media data, including text, images, and videos. By leveraging NoSQL databases like MongoDB, the methodology efficiently manages data in a semi-structured format, supporting real-time analytics such as sentiment analysis, toxicity …