This dissertation examines the interaction patterns that happen in an online learning environment. While many studies look at online learning through the lens of the learner or the learning environment, few studies look at the interaction patterns that happen through the digital traces captured by computational tools. Based on the conceptual…

Machine learning (ML) techniques have been successfully applied to a wide array of applications. This dissertation aims to take application data handling into account when developing ML-based solutions for real-world problems through a holistic framework. To demonstrate the generality of our framework, we consider two real-world applications: spam…

Women experience an academic career differently than their male counterparts. Women enter academic careers at similar rates as men, but there are fewer women at higher ranks (associate and professor). Women also experience an academic career differently than men as identified in the variance in their time spent on the three pillars of an academic…

The relationships between social network centrality, social construction of knowledge, and nurse practitioner competency among adult gerontology acute care nurse practitioner students participating in asynchronous online discussions were explored. Social network centralities (betweenness, in-degree, out-degree, closeness, and eigenvector) were…

This dissertation aimed to expand the current literature's understanding of Indigenous epistemology within contemporary social media environments. The qualitative study used social descriptive analysis from forty TikTok videos and comment threads. The descriptive analysis captured major cultural themes, common informal learning behaviors, and…

In an era where digital platforms increasingly shape the educational experiences of learners, this dissertation examines activity in the Mathematics Discord Server (MDS), an expansive online learning community used by hundreds of thousands of mathematics learners worldwide. Daily interactions, numbering in the tens of thousands, focused on…

The purpose of this Action Research study was to examine, understand, strengthen, and improve how virtual platforms can be used to support the challenges novice teachers face. This document will outline the study's objective for collecting data within the initial stages of this action research study. By fostering deeper relationships between…

Despite the positive outcomes associated with social-emotional Learning (SEL) programs, there is a need to address social and emotional competencies (SEC) development for international school leaders, which is crucial for nurturing healthy school climates and fostering positive social-emotional outcomes. The purpose of this study was to explore…

Online networks, as digital images reflecting every aspects of real world especially under the current context of information technology, have become the most massive and opulent data source these days, where vast amount of information keeps being produced and transmitted. Their rapid expansion in scale and data volume draws wide attention and…

Although social networks change over time, network dynamics remain an understudied area of social network research. The detailed logs that are a feature of online social networks allow for easier observation and capturing of social network evolution. This study examines the evolution of an online social network. The network is proposed to evolve…

This dissertation study investigates the mathematics education communities participating Twitter conversation using #MTBoS and #iteachmath hashtags. The mixed methods study answers following two research questions by using social network analysis and content analysis: "Who are the people fostering mathematics education conversation on Twitter…

Although there have been numerous technological advancements in the last several years, there continues to be a real threat as it pertains to social engineering, especially phishing, spear-phishing, and Business Email Compromise (BEC). While the technologies to protect corporate employees and network borders have gotten better, there are still…

Many students who enroll in online universities will never graduate. Attrition in higher education is accepted and expected; however, in exclusively online programs, it is prolific, with more than 80% of those students who begin an online program leaving before graduating. It is well known in the academic literature that isolation is related to…

Work and learning are essential facets of our existence, yet sociocultural barriers have historically limited access and opportunity for women in multiple contexts, including their professional pursuits. Such sociocultural barriers are particularly pronounced in technical domains and have relegated minoritized voices to the margins. As a result of…

The present study investigated the experiences of educators who taught in the virtual world Second Life®. Second Life has shown promise in the field of higher education but identified gaps exist: the identification of a set of best practices, a foundational theory, and educators' experiences using Second Life in higher education. Using a single…