Research that seeks to understand classroom interactions often relies on video recordings of classrooms so that researchers can document and analyze what teachers and students are doing in the learning environment. When studies are large scale, this analysis is challenging in part because it is time-consuming to review and code large quantities of video. For example, hundreds of hours of videotaped interaction between students working in an after-school program for advancing computational thinking and engineering learning for Latino/a students. This project is exploring the use of computer-assisted methods for video analysis to support manual coding by researchers. The project is adapting procedures used for computer-aided diagnosis systems for medical systems. The computer-assisted process creates summaries that can then be used by researchers to identify critical events and to describe patterns of activities in the classroom such as students talking to each other or writing during a small group project. Creating the summaries requires analyzing video for facial recognition, motion, color and object identification. The project will investigate what parts of student participation and teaching can be analyzed using computer-assisted video analysis. This project is supported by NSF's EHR Core Research (ECR) program, the STEM+C program and the AISL program. The ECR program emphasizes fundamental STEM education research that generates foundational knowledge in the field. The project is funded by the STEM+Computing program, which seeks to address emerging challenges in computational STEM areas through the applied integration of computational thinking and computing activities within disciplinary STEM teaching and learning in early childhood education through high school (preK-12). As part of its overall strategy to enhance learning in informal environments, the Advancing Informal STEM Learning (AISL) program seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments. This includes providing multiple pathways for broadening access to and engagement in STEM learning experiences, advancing innovative research on and assessment of STEM learning in informal environments, and developing understandings of deeper learning by participants.
The video analysis systems will provide video summarizations for specific activities which will allow researchers to use these results to quantify student participation and document teaching practices that support student learning. This will support the analysis of large volumes of video data that are often time-consuming to analyze. The video analysis system will identify objects in the scene and then use measures of distances between objects and other tracking methods to code different activities (e.g., typing, talking, interaction between the student and a facilitator). The two groups of research questions are as follows. (1) How can human review of digital videos benefit from computer-assisted video analysis methods? Which aspects of video summarization (e.g., detected activities) can help reduce the time it takes to review the videos? Beyond audio analytics, what types of future research in video summarization can help reduce the time that it takes to review videos? (2) How can we quantify student participation using computer-assisted video analysis methods? What aspects of student participation can be accurately measures by computer-assisted video analysis methods? The video to be used for this study is drawn from a project focused on engineering and computational thinking learning for Latino/a students in an after-school setting. Hundreds of hours of video are available to be reviewed and analyzed to design and refine the system. The resulting coding will also help document patterns of engagement in the learning environment.
This project is funded by the National Science Foundation's (NSF's) Advancing Informal STEM Learning (AISL) program, which supports innovative research, approaches, and resources for use in a variety of learning settings.
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TEAM MEMBERS:
Marios PattichisSylvia Celedon-PattichisCarlos LopezLeiva
This study explored the effect of depth of learning (as measured in hours) on creativity, curiosity, persistence and self-efficacy. We engaged ~900 parents and 900 students across 21 sites in Washington, Chicago, Los Angeles, New York, Alabama, Virginia and the United Arab Emirates, in 5-week (10-hr) Curiosity Machine programs. Iridescent trained partners to implement the programs. Thus, this analysis was also trying to establish a baseline to measure any loss in impact from scaling our programs and moving to a “train-the-trainer” model. We analyzed 769 surveys out of which 126 were paired. On
This one-year Collaborative Planning project seeks to bring together an interdisciplinary planning team of informal and formal STEM educators, researchers, scientists, community, and policy experts to identify the elements, activities, and community relationships necessary to cultivate and sustain a thriving regional early childhood (ages 3-6) STEM ecosystem. Based in Southeast San Diego, planning and research will focus on understanding the needs and interests of young Latino dual language learners from low income homes, as well as identify regional assets (e.g., museums, afterschool programs, universities, schools) that could coalesce efforts to systematically increase access to developmentally appropriate informal STEM activities and resources, particularly those focused on engineering and computational thinking. This project has the potential to enhance the infrastructure of early STEM education by providing a model for the planning and development of early childhood focused coalitions around the topic of STEM learning and engagement. In addition, identifying how to bridge STEM learning experiences between home, pre-k learning environments, and formal school addresses a longstanding challenge of sustaining STEM skills as young children transition between environments. The planning process will use an iterative mixed-methods approach to develop both qualitative and quantitative and data. Specific planning strategies include the use of group facilitation techniques such as World Café, graphic recording, and live polling. Planning outcomes include: 1) a literature review on STEM ecosystems; 2) an Early Childhood STEM Community Asset Map of southeast San Diego; 3) a set of proposed design principles for identifying and creating early childhood STEM ecosystems in low income communities; and 4) a theory of action that could guide future design and research. This project is funded by the Advancing Informal STEM Learning program, which seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments.
Girls met to engage with Through My Window twice each week after school. The afterschool program format provided a freer, less structured atmosphere than a classroom setting. Students extensively debated and investigated the questions and themes posed by the novel, Talk to Me. The meeting space had plenty of space for students to move around, as well as teachers who encouraged the expression of full emotional and intellectual enthusiasm for the story at hand.
A three-day art project in an afterschool program with no specific arts component illustrates the potential—and the challenges—of engaging children in creating art using recycled materials.
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TEAM MEMBERS:
Angela EckhoffAmy HallenbeckMindy Spearman
EDC and the Lawrence Hall of Science propose an intensive, innovative mentoring and professional development model that will build the capacity of community-based organizations (CBOs) to deliver high-quality science and engineering curricula to children in after-school programs. The program's goal is to alleviate two consistent problems of after-school STEM providers: high turnover rate and the ability to lead/teach high quality science activities. The project will put in place a broad network of trainers in three regions of the country, leveraging the expertise and collaboration of two well-established and trusted national informal education networks. The extensive collaboration involves 14 organizations total including nine science centers (of varying sizes), three state 4-H agencies, the National 4-H Council and EDC. The primary audience for this project is the trainers (science center, 4-H, others) who currently (or may in the future) train CBO staff. EDC, LHS, and three "mentor" science centers will supervise these trainings and develop the new PD resources designed to improve the quality of training that CBO staff receive from these and other trainers. The National 4-H Council will help coordinate training and dissemination of products through the 4-H national network Goodman Research Group will conduct formative and summative evaluations of the project. DELIVERABLES: This project will deliver: 1) a model of prolonged training and support to build the capacity of CBOs to lead high quality science and engineering curricula with children; 2) a mentoring model to support and supervise trainers who work directly with CBOs; and 3) professional development tools and resources designed to improve the quality of training delivered to CBO staff. STRATEGIC IMPACT: This project will impact the national after-school professional development field by (a) demonstrating a model for how science-center, 4-H, and other trainers can build the capacity of CBOs to improve the way they lead science and engineering projects with children, (b) nurturing a cadre of mentor institutions to assist others to adopt this capacity-building and professional-development model, and (c) developing professional development tools and resources that improve the quality of training delivered by trainers to CBO staff. COLLABORATIVE PARTNERS: The three "mentor" institutions are: (1) the Lawrence Hall of Science, (2) the Science Museum of Minnesota, and (3) the Boston Children's Museum. The six science centers include (1) COSI Toledo in Toledo, OH; (2) Headwaters Science Center in Bemidji, MN; (3) Providence Children's Museum in Providence, RI; (4) Rochester Museum and Science Center in Rochester, NY; (5) River Legacy Living Science Center in Arlington, TX; and (6) Explora in Albuquerque, NM. The three 4-H partners include (1) 4-H New Hampshire, (2) 4- H Minnesota, and (3) 4-H California.