Background: Existing research has demonstrated that student characteristics, such as race/ethnicity, sex, and personal beliefs about engineering knowledge, shape students' experiences in ill-structured problem-solving, such as engineering design, where ideas must be communicated, negotiated, and selected in complex social processes. Purpose: The…

In postsecondary Science, Technology, Engineering, and Mathematics (STEM) education, equity issues regarding race and gender receive attention. On this attention, it is suggested to view from the sociopolitical perspective--mathematics is political, mathematics education is political, and equity is defined with the critical dimension of identity…

As learning analytics use grows across U.S. colleges and universities, so does the need to discuss the plans, purposes, and paths for the data collected via learning analytics. More specifically, students, faculty, and others who are impacted by learning analytics use should have more information about their campus' learning analytics practices…

This article introduces a network approach to describe the quality of written scientific explanations. Existing approaches evaluate explanations mainly on the level of sentences or as a whole but not on the elementary level of single terms. Moreover, evaluation of explanations is often based on highly inferential scoring techniques. We addressed…

Doctoral work is often characterised as lonely and isolating (Holbrook et al. 2014). This paper explores how collaboration with peers and other professionals supports the doctoral learning experience. The research study asks what networks doctoral students engage with and how their engagement in networks supports their studies. Semi-structured…

Online learning communities are becoming increasingly popular as they are known to support collaborative dialogue and knowledge building. Previous studies have typically focused on small, closed learning communities from an individual, static, and aggregated perspective. This research aims to advance our understanding of open and large online…

Coaching can increase elementary school teachers' implementation of evidence-based classroom practices, including equity-centered or culturally responsive practices. However, coaching by personnel external to schools can be expensive and difficult to sustain. Community science principles and social network research suggest the potential of…

Although researchers recognize the importance of discussing support for math learning within online learning communities, there is a lack of relevant network classifying methods and analyses at the group level to understand the behavioral differences between groups with varying levels of activity, including their mathematical literacies. In this…

Participation in citizen science enables students to gain authentic research experience through collaboration with expert scientists. The purpose of this exploratory study was to investigate how the interactions between expert scientists and student citizen scientists were mediated through the collaborative investigation and co-creation of…

Although environmental education (EE) scholars celebrate the diversity of organizations that engage in this work, the challenge remains how to bring these organizations together. Over the last decade, scholars have called for building bridges, but we still know very little about organizational networking and integration processes in EE. In this…

The leaders of Networks for School Improvement (NSIs) have complex, challenging jobs which require constant learning and adaptation. To support these leaders, the contributors to this volume have developed a survey-based data visualization system--the Improvement Network Health Development (INHD) Information System--designed to generate insight…

As the higher education landscape has shifted and calls for change and improvements have grown louder, researchers have turned to empirical investigations of what makes change possible in higher education. Recent studies on the impact of informal interactions for promoting change have given impetus to social network analysis as an approach to…

The interactive mechanism between social and concept networks is a key question in connectivist learning, which explains the impact of interaction on cognitive development and knowledge generation. The successful practice of "Internet Change Education: Dialogue between Theory and Practice", the first cMOOC in China, provides data support…

Reforming the professionalization experiences of future faculty members, including their undergraduate experience, provides a possible means to create scalable change in higher education. However, this requires an understanding of where faculty undergraduate training occurs. We analyze data from 7748 tenure-line faculty members across 611 U.S.…

This three-paper dissertation uses social network analysis to examine the literacy development and small group discourse of multilingual students in Grades 4 and 5. The data come from a randomized-controlled trial testing the effectiveness of homogeneous and heterogeneous small groups for English learners. The first paper tests whether two types…