Artificial Intelligence (AI), the research and development of machines to mimic human thought and behavior, encompasses one of the most complex scientific and engineering challenges in history. AI now permeates essentially all sectors of the economy and society. Young people growing up in the era of big data, algorithms, and AI need to develop new awareness, content knowledge, and skills to understand humans’ relationships with these new technologies and become producers of AI artifacts themselves.
YR Media and MIT’s Understanding AI project researched and developed innovative approaches to
This poster was presented at the 2021 NSF AISL Awardee Meeting.
Collaborative robots – cobots – are designed to work with humans, not replace them. What learning affordances are created in educational games when learners program robots to assist them in a game instead of being the game? What game designs work best?
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 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.
The FIRST Longitudinal Study is a multi-year longitudinal study assessing the impacts of FIRST’s afterschool robotics programs on the STEM related interests and educational and career trajectories of program participants. FIRST is one of the nation’s largest after-school robotics programs, serving more than 460,000 youth aged 6-18 annually through the FIRST LEGO League (Ages 7-14), the FIRST Tech Challenge (grades 7-12) and the FIRST Robotics Competition (grades 9-12). The study is tracking over 1200 program participants and comparison students, using a quasi-experimental design, over a
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TEAM MEMBERS:
Alan MelchiorCathy BurackMatthew HooverJill Marcus
Rockman et al (REA), a San Francisco-based research and evaluation firm, conducted the external evaluation for Youth Radio's DO IT! program, which was funded by the National Science Foundation. Building upon Youth Radio's previous Science and Technology Program, the DO IT! initiative consisted of three primary components that promoted STEM (science, technology, engineering, and mathematics) learning by training underserved youth in cutting-edge digital technologies: (1) Brains and Beakers: Young people hosted a line-up of investigators and inventors for demo-dialogues at Youth Radio's studios
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TEAM MEMBERS:
Rockman et al | Youth RadioKristin BassJulia Hazer
Internet Community of Design Engineers (iCODE) program, which took an innovative approach to structuring self-directed learning – using a collaborative on-line environment to facilitate hands-on activities, was a three year program led by the University of Massachusetts Lowell and Machine Science Inc., Cambridge. The overall objective of this program, which involved after-school and summer sessions and was funded by NSF’s Innovative Technology Experiences for Students and Teachers (ITEST) Program, was to increase the likelihood that participating middle school and high school students will
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TEAM MEMBERS:
Rucha LondheColleen ManningRachel SchechterLaura HousemanIrene Goodman
The purposes of the STUDIO 3D evaluation were to collect information about the impact upon student learning as a result of participating in the STUDIO 3D Project, as well as to elicit information for program improvement. Areas of inquiry include recruiting and retention, impact on project participants, tracking student impacts, and the project as a whole.
Project LIFTOFF works with local, regional, and national partners to engineer statewide systems for Informal Science Education that inspire: YOUTH to pursue STEM education and careers through increased opportunities for quality, hands-on STEM learning. AFTERSCHOOL STAFF to facilitate STEM learning experiences that contribute to the overall STEM education and aspirations of youth in their programs. PROGRAM ADMINISTRATORS to encourage and support staff in the integration of STEM enrichment into the daily programming. STATE LEADERS to sustain and expand afterschool learning opportunities so that all students have access to engaging STEM experiences outside of the regular school day. Project LIFTOFF is dedicated to the development of the following essential elements of statewide systems for informal science education:
Access to appropriate STEM Curriculum for youth of all ages, abilities, and socio-cultural backgrounds that meets the needs and interests of individual community programs
Systematic STEM Professional Development that matches individual skills in positive youth development with abilities to facilitate discovery and science learning
A diverse Cadres of Trainers who will deliver the professional development, technical assistance and curriculum dissemination in their local communities
Authentic Evaluation of informal science efforts that determine the impacts on youth aspirations and the capacity of youth programs to provide quality STEM experiences
Local STEM education leadership to identify the ways in which collaborative education efforts can advance the development of 21st Century Skills and the preparedness for STEM workforce and higher education
Partnerships in support of youth development and informal science education that convene local, regional, and statewide organizations and stakeholders
To advance national initiatives and states' sySTEM engineering efforts, LIFTOFF coordinates an annual convening, the Midwest Afterschool Science Academy, that brings together national informal science experts, system leaders and youth development professionals to elevate the levels of science after school. The 5th MASA will be in the spring of 2014 in Kansas City, MO
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TEAM MEMBERS:
Missouri AfterSchool NetworkJeff Buehler
Youth Radio, an after-school media production program, consists of a main campus in Oakland, CA, and regional bureaus in Atlanta, GA, Washington, D.C., and Los Angeles, CA. Youth Radio’s model is to engage underserved young people in broadcast journalism, radio and web production, engineering, and media literacy through media projects that are relevant to the students’ lives and communities. In doing so, Youth Radio prepares young people for college programs and careers in media. The organization also supports young people in their transition from school to career through an externship program
Front-end and formative evaluation of the Science Museum of Minnesota's Invention, Design, Engineering, and Art (IDEA) Cooperative youth development program was carried out from June 2008 - May 2009. The front-end and formative evaluation activities were guided by four overarching questions. 1. To what extent are youth able to apply IT and engineering process skills to design challenges? Can they come up with multiple solutions to challenges? Are they persistent problem solvers? 2. To what extent does the program provide youth with the necessary resources to help youth prepare for both
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TEAM MEMBERS:
Amy Grack NelsonMelissa FitzenbergerKathleen MillerClaire Phillippe
All youth in the Science Museum of Minnesota's Kitty Andersen Youth Science Center (KAYSC) are invited to complete a web-based exit survey upon leaving their current team. The survey is the same across all KAYSC teams, with the addition of some questions specific to a team experience and outcomes. This report includes select data from the exit surveys for the Invention, Design, Engineering, and Art (IDEA) Cooperative high school team, called the Invention Crew. The purpose of the exit surveys were to understand youth's overall experience on the IDEA Coop as well as the impact of the IDEA Coop