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resource evaluation Media and Technology
The independent evaluation firm, Knight Williams, Inc., administered an online survey and conducted follow-up interviews with educators from 14 SciGirls CONNECT2 partner organizations to gather information about their use of, reflections on, and recommendations relating to the SciGirls Seven strategies. The evaluation aimed for two educators from each partner organization – specifically the program leader and one educator who was familiar with the SciGirls Seven – to share reflections on the strategies after they completed their Year 1 programs. In all, 24 educators from 13 partners completed
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resource evaluation Public Programs
The independent evaluators at Knight Williams Inc. developed a front-end survey to gather background and baseline information about the 16 partner organizations selected to conduct outreach programs as part of SciGirls CONNECT2. The goal was for two people from each partner organization to complete the online survey about their background and prior use of the SciGirls Seven and related strategies. A total of 30 partner representatives completed the survey by the requested deadline, resulting in a response rate of 94%. The majority identified as program leaders, with smaller groups saying they
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resource research Public Programs
The goal for this research study was to determine the role of the SciGirls gender-equitable strategies on participating youths’ STEM identity changes in 16 participating SciGirls’ programs across the nation. The definition of STEM identity was based on Eccles (2007), Carlone and Johnson (2007) and Calabrese Barton and colleagues (2013). According to these researchers, individuals must have a positive STEM identity in order to persist in STEM careers. This positive STEM identity is affected by an individual’s expectations of success in STEM and the value they see in STEM and STEM careers
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TEAM MEMBERS: Roxanne Hughes Kari Roberts Jennifer schellinger
resource evaluation Public Programs
Children Investigating Science with Parents and Afterschool (CHISPA) was a collaboration between the Phillip and Patricia Frost Museum of Science, UnidosUS (formerly National Council of La Raza), and the ASPIRA Association that took place from 2014-18. CHISPA sought to address the disparity in science achievement among Latino and non-Latino children through local-level partnerships between science museums in metropolitan areas with growing Latino populations and UnidosUS and ASPIRA affiliate organizations serving the same communities through afterschool programs. Partners included the
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TEAM MEMBERS: Cecilia Garibay
resource project Public Programs
This three-year research and implementation project empowers middle school LatinX youth to employ their own assets and funds of knowledge to solve community problems through engineering. Only 7% of adults in the STEM job cluster are of Hispanic/Latino origin. There is a continuing need for filling engineering jobs in our current and future economy. This project will significantly broaden participation of LatinX youth in engineering activities at a critical point as they make career decisions. Design Squad Global LatinX expands on a tested model previously funded by NSF and shown to be successful. It will enable LatinX youth to view themselves as designers and engineers and to build from their strengths to expand their skills and participation in science and engineering. The project goals are to: 1) develop an innovative inclusive approach to informal engineering education for LatinX students that can broaden their engineering participation and that of other underrepresented groups, (2) to galvanize collaborations across diverse local, national, and international stakeholders to create a STEM learning ecosystem and (3) to advance knowledge about a STEM pedagogy that bridges personal-cultural identity and experience with engineering knowledge and skills. Project deliverables include a conceptual framework for a strength-based approach to engineering education for LatinX youth, a program model that is asset based, a collection of educational resources including a club guide for how to scaffold culturally responsive engineering challenge activities, an online training course for club leaders, and a mentoring strategy for university engineering students working with middle school youth. Project partners include the global education organization, iEARN, the Society of Women Engineers, and various University engineering programs.

The research study will employ an experimental study design to evaluate the impact on youth participating in the Design Squad LatinX programs. The key research questions are (1) Does participation increase students' positive perceptions of themselves and understanding of engineering and global perspectives? (2) To what extent do changes in understanding engineering vary by community (site) and by student characteristics (age, gender, ethnicity)? (3) Do educators and club leaders increase their positive perceptions of youths' funds of knowledge and their own understanding of engineering? and (4) Do university mentors increase their ability to lead informal engineering/STEM education with middle school youth? A sample from 72 local Design Squad LatinX clubs with an enrollment of 10-15 students will be drawn with half randomly assigned to the participant condition and half to the control condition. Methods used include pre and post surveys, implementation logs for checks on program implementation, site visits to carry out observations, focus groups with students and interviews with adult leaders. Data will be analyzed by estimating hierarchical linear models with observations. In addition, in-situ ethnographically-oriented observations as well as interviews at two sites will be used to develop qualitative case studies.

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: Mary Haggerty
resource project Public Programs
Mentoring is a widely accepted strategy for supporting positive socioemotional and cognitive development across a variety of sectors including education, workforce development, and the justice system. An estimated 2.5 million volunteer mentors support youth development in the United States each year. However, there is broad concern that practice has outpaced empirical testing, with significant gaps in the research literature on important modifiers of mentoring relationships and their impacts. This is especially true for mentoring youth ages 10-14 in STEM. Studying highly successful programs may be one way to better understand the role of mentoring and moderators of mentoring effectiveness. The Science Club, a community-based STEM mentoring program for middle-grade youth in the Chicago area, will provide multiple sites for a research study to examine three important issues for advancing theory and practice for STEM mentoring. These issues include (1) understanding STEM mentoring for youth in the middle grades, (2) identifying outcomes and motivations for scientist mentors to more fully participate in mentoring programs, and (3) examining a model of middle-school-focused STEM mentoring collaboration.

Through a series of three studies, the team will investigate which elements of the mentoring relationships are associated with the demonstrated STEM identity gains in youth participants. The work will also contribute much-needed data on the impact of STEM mentoring relationships on the mentors themselves. Study 1 is designed as a retrospective study of program alumni, both youth and mentors, about the nature and extent of each their STEM identity shifts during their time in Science Club. A purposeful sample of 160+ youth and 100+ mentor alumni will participate. Study 2 is a prospective study of three consecutive cohorts of active Science Club participants, built on data and findings from Study 1. In Study 2, the team will design and implement a new Identity-Focused Mentoring Observation Instrument specifically aimed at exploring the nature and quality of mentoring relationships and their role in science identity development longitudinally. Three independent cohorts of 40 youth and 20 mentors each will participate. Study 3 is retrospective, examining how participating individuals and organizations perceive and are impacted by mentoring. The three studies employ a mixed methods approach utilizing surveys, observations, individual interviews, and document review.

This proposal will fill critical gaps in the mentoring literature regarding the formative middle school years through novel, empirical research. Building on the current literature and practice, outcomes of the work will inform practice and enhance knowledge-building in the field on both mentoring relationships and the collective impact of university-school-OST partnerships.

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: Michael Kennedy Rabiah Mayas Bernadette Sanchez
resource project Public Programs
Increased exposure to STEM content and career pathways during out-of-school time contexts can significantly extend STEM learning and aspirational interests among middle and high school youth. Using a collective impact approach, the STEM CareerLaunch pilot project tests the feasibility of redesigning a widely used, national youth and career focused program for and by the National Boys & Girls Clubs of America to extend STEM learning and promote awareness, interest, and readiness for STEM-related occupations among youth. STEM CareerLaunch integrates extant STEM programs, such as First Robotics, Girls Who Code and Jason Learning, with newly developed STEM content and opportunities to create and test a comprehensive STEM learning and career program for youth. The results of this pilot will inform a more expansive effort to bring STEM CareerLaunch to an already networked 4,000 Boys & Girls Clubs, reaching over four million youth from predominately underrepresented groups in STEM, and youth participating in other afterschool/summer program throughout the United States.

Approximately 100 youth and informal educators in Boys & Girls Clubs in Fitchburg and Leominster, Massachusetts will participate in this pilot feasibility study. A five-pronged approach will be instituted including: (1) high quality out of school time STEM programming, (2) connected STEM career education, (3) mentorship, (4) professional development for the informal educators, and (5) incentives such as internships and field experiences for youth participants. The developmental evaluation will focus on program implementation, participant outcomes, and scale-up. Data collection methods will include quantitative and qualitative approaches such as baseline student data, project tracking logs, retrospective surveys, focus groups, staff interviews, and observations. A summative evaluation will also be conducted.

This endeavor is led by a collaborative partnership between the National Boys & Girls Clubs of America, Worcester Polytechnic Institute STEM Center, the Fitchburg and Leominster Public School Districts, and others. It is primarily funded by the Advancing Informal STEM Learning (AISL) program, which seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments. It is also co-funded by the Innovative Technology Experiences for Students and Teachers (ITEST) program which is committed to better understanding and promoting practices that increase students' motivations and capacities to pursue careers in fields of science, technology, engineering, and or mathematics (STEM).

This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
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TEAM MEMBERS: Donata Martin
resource project Media and Technology
Despite the ubiquity of Artificial Intelligence (AI), public understanding of how it works and is used is limited This project will research, design, and develop innovative approaches focusing on Artificial Intelligence (AI) for under-represented youth ages 14-24. Program components include live social media chats with AI leaders, app development, journalistic investigations of ethical issues in machine learning, and review of AI-based consumer products. Youth Radio is a non-profit media and tech organizations that provides youth with skills in STEM, journalism, arts, and communications. They engage 250 youth annually through free after-school classes and work shifts. Participants are 90% youth of color and 80% low income. Project partners include the MIT Media Lab which developed App Inventor which allows novice users to build fully functional apps. Staff from Google will serve as a project advisor on the curriculum. The project has exceptional national reach through the dissemination of its media and apps through national outlets such as NPR and Teen Vogue as well as various platforms including online, on-air, as well as presentations, publications, and training tools. The project broadens participation by engaging these low income youth of color in developing skills critical to the workforce of the future. It will help prepare an upcoming generation of Artificial Intelligence creators, users, and consumers who understand the technology and embrace and encourage its potential.It will give them the necessary knowledge and opportunities for careers in an AI-driven future.

This project is grounded in sociocultural learning theory and practice and is interdisciplinary by design. The theoretical framework holds that Computational Thinking plus Critical Pedagogy leads to Critical Computational Literacy. Also, Digital Age Civics plus Participatory Culture leads to Civic Imagination helping youth build a better world through technology. The driving research questions include: What do underrepresented youth understand about AI and its role in society? What are the ethical dilemmas posed by AI from their vantage point? What are the features of an engaging ethics-centered pedagogy with AI? What impact do the AI products developed by the youth have on the target audience? The research design will use ethnographic techniques and design research to study and analyze youth learning. Data sources will include baseline surveys, audio recordings and transcriptions from learning sessions with the participants, research analytic memos, focus group interviews, student-generating artifacts of learning and finished products, etc. The design-based approach will enable systematic, evidence-based iteration on the initiative's activities, pedagogical approach and products. An independent summative evaluation will provide complementary data and perspective to triangulate with the research findings.

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: Elisabeth Soep Ellin O'Leary Harold Abelson
resource project Public Programs
The role of afterschool programs in the science, technology, engineering, and mathematics (STEM) learning ecosystem has grown over the past two decades, which has led to increasing efforts to support and improve program quality. These efforts include developing STEM programs and curricula, creating standards for facilitating informal STEM learning experiences, building networks of support, and developing tools for assessment and evaluation. However, such efforts may have limited impact in terms of ongoing quality improvement. STEM curricula vary in disciplinary focus, quality and may not apply to local contexts and needs. Many afterschool programs resort to using simple STEM kits or online activities rather than rigorous curricula with support for educators. The project will study how the California Department of Education's (CDE) efforts to change organizational culture to support continuous quality improvement (CQI) have affected the offerings and quality of afterschool STEM in the state's more than 4,500 publicly funded afterschool sites. The EPISTEMIC project will contribute new research findings on how CQI can increase access to higher quality STEM learning opportunities for underserved youth. Even more important, the project will provide new insights on how organizational culture affects participation in and implementation of afterschool CQI.

The team will use an organizational theory framework and a mixed methods approach to conduct three research activities: (1) Describe the organizational context through interviews, participant observations, and artifact analysis to map and describe the overall support system as a context for understanding organizational culture change; (2) Describe change over time in organizational culture, CQI processes, and STEM program offerings and quality through surveys/interviews of afterschool youth, staff, directors, and grantee representatives; and (3) Generate explanations about the relationships between organizational culture, CQI, and STEM quality in different contexts through in depth case studies. Bringing organizational culture, CQI, and STEM offerings and quality into shared focus is the most important intellectual contribution of this work. Organizational theory's sensemaking concept will guide analyses to describe, exemplify, and generate theoretical explanations for patterns in organizational culture, CQI, and STEM program changes, with attention to relevant contextual factors.

Continuous quality improvement provides tools for afterschool STEM staff to identify needs and ways to improve. The EPISTEMIC study will contribute recommendations on the systemic, organizational, and cultural aspects of improvement strategies relevant to policymakers, funders, support providers, and afterschool organizations in California, as well as other state or nongovernmental support systems around the country. The study will also produce CQI guidelines for reflecting on and incorporating changes to organizational culture as part of CQI for afterschool staff and site directors. These will be helpful for practitioners around the country. The study's focus on three organizational contexts -- school district, national afterschool, and local afterschool -- will extend the relevance of the findings and recommendations, which will be disseminated through forums, workshops, and articles in practice and policy-oriented publications. The study will also benefit the research community by providing a framework and methods for studying organizational culture and CQI. The findings on the relationships between organizational culture, CQI, and STEM offerings and outcomes will provide a foundation for further research on how these relate to STEM learning outcomes for youth. EPISTEMIC is funded by the Advancing Informal STEM Learning (AISL) program, which 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.

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: Patrik Lundh Andrea Beesley Timothy Podkul Carrie Allen
resource project Public Programs
This project is funded by the Advancing Informal STEM Learning (AISL) program, which 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 project will conduct a feasibility study of an informal youth STEM learning program. High school students from under served communities in New York City will use existing historical, cultural and environmental data to investigate selected UNESCO World Heritage sites. Participants will apply the skills and knowledge they have developed from their analysis of the UNESCO sites and apply them to their local communities. Participants will identify, map, and analyze their own community heritage sites, using relevant citizen science, environmental and cultural data. Throughout the program, the project will involve participants in maker-related activities. Participants will design devices to collect data, explore variables through model making, and communicate findings through models and artistic forms with the to spur both individual and community action for selected heritage sites.

The project will be implemented as a 9-month weekly after school program in Long Island City, New York. Most students from the school will be from low-income families and are youth of color. The research the question for the study is "How does access to STEM increase for historically underrepresented youth populations when culturally relevant curriculum connects citizen science and making practices?" During the first phase of the program, participants will engage with core STEM concepts and making/design processes through an engaging curriculum that explores damaged UNESCO World Heritage Sites. During the second phase, youth will identify, map, and plan enhancements for their own community heritage sites or environmental landmarks. A condensed version of the program will be piloted in the summer with youth from across the city. The Educational Development Corporation will conduct a process and summative evaluation of the project. Process evaluation, which will provide ongoing feedback to the project team, will include document review, observation of program implementation, and interviews with project partners. Summative evaluation will continue these methods, supplemented by pre- and post-participation participant surveys and focus-groups. Validated survey instruments, such as the Growth Mindset Scale, and the Common Instrument Suite (PEAR Institute) will be used. Resources from research and program practices will be disseminated through publications and conference presentations to the education research community, global learning and design fields, and practitioners from after school and other informal learning environments. Participants will share project results with their communities.

This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
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TEAM MEMBERS: Elizabeth Bishop Tracy Hogan
resource project Public Programs
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 Pattichis Sylvia Celedon-Pattichis Carlos LopezLeiva
resource project Media and Technology
It is estimated that there could be 40 billion earth-sized planets orbiting in the habitable zones of stars in the Milky Way. Major advances in long range telescopes have allowed astronomers to identify thousands of exoplanets in recent decades, and the discovery of new exoplanets is a now a common occurrence. Public excitement for the discoveries grown alongside these discoveries, thus opening new possibilities for inspiring a new generation of scientists and engineers that may dream of one day visiting these planets. This project investigates the use of interactive, intelligent educational technologies to generate interest in STEM by allowing learners to explore and even create their own exoplanets. Research will occur across several informal learning contexts, including summer camps, after school programs, planetarium shows, and at home. The approach is based on the idea of "What if?"questions about Earth (e.g., "What if the Moon did not exist?"), designed to trigger interest in STEM and frame exploratory and elaborative discussions around hypothetical science questions that are subsequently linked to the search for habitable exoplanets. Learners are able to interact with and explore scientifically accurate simulations of alternative versions of Earth, while making observations and posing explanations for what they see. Technology-based informal learning experiences designed to act as triggers for and sustainment of interest in STEM have the potential to plug the leaky STEM pipeline, and thus have profound implications for the future of science and technology in the United States.

The project seeks to advance the science of designing technologies for promoting interest in STEM and informal astronomy education in several ways. First, the project will develop simulations for exploratory learning about astronomy and planetary science. These simulations will present hypothetical worlds based on what-if questions and feasible models of known exoplanets, thus giving learners a chance to better understand the challenges of finding a habitable world and learning about what is needed to survive there. Second, a new PBS NOVA Lab will be developed that will focus on Exoplanet education. This web-based activity has the potential to reach millions of learners and will help them understand how planets are formed and the requirements for supporting life. Learners who use the lab will have an opportunity to invent their own exoplanets and export them for first-person exploration. Third, researchers on the project will design and implement Artificial Intelligence-based pedagogical agents to support learning and promote interest. These agents will inhabit the simulations with the learner, acting as a coach and guide, and be designed to be culturally responsive and personalized based on learner preferences. Fourth, interactive exoplanet-focused planetarium shows, that will involve live interaction with simulations, will take place at the Fiske Planetarium (Boulder, CO). Finally, the project will develop a server-based infrastructure for tracking and supporting long term development of interest in STEM. This back-end will track fine-grained behaviors, including movement, actions, and communications in the simulations. Such data will reveal patterns about how interest develops, how learners engage in free-choice learning activities, and how they interact with agents and peers in computer simulations. A design-based research methodology will be employed to assess the power of these different experiences to trigger interest and promote learning of astronomy. A range of different pathways for interest in STEM will therefore be considered and assessed. Research will measure the power of these experiences to trigger interest in STEM and promote re-engagement over time. Innovation lies in the use of engaging and intelligent technologies with thought-provoking pedagogy as a method for extended engagement of diverse young learners in STEM. Project research and educational resources will be widely disseminated to researchers, designers developers and the general public via peer-reviewed research journals, conference presentations, informal STEM education networks of science museums, children's museums, Fab Labs, and planetariums, and public media such as public television's NOVA science program website.

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: H Chad Lane Neil Comins Jorge Perez-Gallego David Condon