This theory paper proposes "Involving Students in Participatory Research in Education" (INSPIRE), a pedagogical framework for curriculum-based citizen science (CS) activities within citizen humanities at high schools. From an instructional perspective, this framework can support teachers, researchers and CS educators in developing an…

The rapid development of education informatization has accumulated a large amount of data for learning analytics, and adopting educational data mining to find new patterns of data, develop new algorithms and models, and apply known predictive models to the teaching system to improve learning is the challenge and vision of the education field in…

Administrative data are increasingly being used to study inequalities in education. Yet a well-known difficulty with such resources is the limited information they hold. A commonly used proxy for children coming from a low-income background is their eligibility for free school meals, yet this is likely to be of little use in measuring academic…

This brief seeks to improve staff effectiveness while maximizing and streamlining support for students and families experiencing homelessness, ensuring they receive the assistance they need and deserve. The guidance is intended for, but not limited to, Massachusetts policymakers and Boston Public Schools (BPS) administrators, offering key insights…

Written by the SECEIJ Special Forum editorial team, this Project Report summarizes the interdisciplinary, collaborative, and inspiring research journey and theoretical background leading to the creation of a strategic plan for the 'IKE Alliance for Transforming STEM Education. 'IKE, which stands for Indigenous Knowledges, Encouragements,…

Mission-driven nonprofit organizations sometimes struggle within a cycle of disempowerment resulting from oversaturation of data collection that is reactive to funder demands. In this article, we problematize Community Music School (CMS) data-collection and analysis efforts and discuss alternate approaches to learning about family and community…

As part of its STEM programming initiatives, Community Boating, Inc., the nation's oldest public sailing organization introduced an "Introduction to Microscopy" course merging principles of scientific investigation with analytical techniques using compound light microscopes. Boston's Charles River provided the environmental setting for…

With the aim to provide teachers with more specific, frequent, and actionable feedback about their teaching, we explore how Large Language Models (LLMs) can be used to estimate "Instructional Support" domain scores of the CLassroom Assessment Scoring System (CLASS), a widely used observation protocol. We design a machine learning…

Beginning in 1906, the teachers who developed the profession of school social work conducted home visits to bridge communication between the school and home. In the more than 100 years that the profession has continued, home visiting has remained a cornerstone. Despite its continued importance, there remains a lack of comprehensive instruction on…

Creating a welcoming community is key for an academic environment to thrive. This approach includes accurately representing community members' identities to understand their experiences, and establishing procedures for recording and utilizing individuals' names to support their ability to express their identities freely and without fear of…

There are many valuable sources of evaluation data, including -- but not limited to -- professional learning participants. In the authors' work on leadership development and organizational learning for Tulsa Public Schools in Oklahoma, they regularly ask educators to share feedback and perceptions of usefulness of their professional learning. The…

Education is increasingly taking place in learning environments mediated by technology. This transition has made it easier to collect student-generated data including comments in discussion forums and chats. Although this data is extremely valuable to researchers, it often contains sensitive information like names, locations, social media links,…

Interest in applied educational research methodology is growing as educators and researchers strive to seek empirical evidence about what is effective teaching within distinctive contexts. However, for beginner researchers who are interested in conducting case studies within educational settings and are looking for an appropriate starting point,…

This special issue's editors invited discussion of three broad questions. Slightly rephrased, they are: How well do self-report data represent theoretical constructs? How should analyses of data be conditioned by properties of self report data? In what ways do interpretations of self-report data shape interpretations of a study's findings? To…

Although it is frequently claimed that learning analytics can improve self-evaluation and self-regulated learning by students, most learning analytics tools appear to have been developed as a response to existing data rather than with a clear pedagogical model. As a result there is little evidence of impact on learning. Even fewer learning…