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resource project Exhibitions
Public outdoor spaces present opportunities for social experiences and learning. This Broader Implementation project will expand and evaluate a model that transforms urban public spaces into accessible and engaging environments for learning social science in outdoor public spaces. The model combines social science inquiry exhibits, place making and human facilitation of learning experiences in outdoor public areas. Project exhibits use the facilitated social interactions as both the content of and medium for the experiences. This project will adapt the existing exhibits and add new exhibits and facilitation techniques for testing in three different urban environments. Project research will explore the efficacy of these adaptations and revised facilitation techniques for the different settings in collaboration with civic partners at each site. The project will share the model and research findings widely through the Exploratorium website and publications for researchers, developers, and educators.

The team’s prior research showed that facilitators improved multiple learning outcomes with the current exhibits. Visitors acquired new social observation skills, reflected on their own experiences, perceptions, and actions, and increased their awareness for how social behavior, cognition, and emotion can be studied scientifically. Building on the prior research, the project will install the exhibition and test its efficacy in three different urban environments and explore the adaptations that are required for different settings with different civic partners. The project will use design-based research to develop a new theoretical model of facilitation strategies for supporting science learning in outdoor public spaces. For evaluation, the project will use mixed methods, including observations, interviews, surveys, and document review. Evaluation will assess success in attracting and engaging visitors; conveying social science concepts; prompting self-reflection of judgments and actions; and fostering empathy among those with different social identities. The project will assess the extent to which participants, particularly those from marginalized communities, experience feelings of belonging and inclusion. The project will be presented in three sites which represent the significant diversity, income levels, and urban environments of San Francisco. Facilitation strategies are being co-developed with Urban Alchemy, an organization that works within distressed urban communities in San Francisco. Project site partners and collaborators include the San Francisco Public Library, the Port of San Francisco, and the San Francisco Department of Parks and Recreation. The project will also measure partnership outcomes, through surveys and interviews, to look at the extent and ways the project integrates a co-creation model and develops an authentic, mutually beneficial, sustainable partnership. The project will generate and disseminate generalizable knowledge about the affordances of combining informal science learning, placemaking, and facilitation in a variety of free, outdoor STEM learning spaces in collaboration with local community groups. The project will also advance public understanding of the social and behavioral sciences.

This research project is funded by the Advancing Informal STEM Learning (AISL) program, which seeks to (a) advance new approaches to and evidence-based understanding of the design and development of STEM learning in informal environments; (b) provide multiple pathways for broadening access to and engagement in STEM learning experiences; (c) advance innovative research on and sssessment of STEM learning in informal environments; and (d) engage the public of all ages in learning STEM in informal environments.
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resource project Exhibitions
This award is funded in whole or in part under the American Rescue Plan Act of 2021 (Public Law 117-2).

Zoos and aquariums have been offering programming, events, and visit accommodations to autistic individuals for several years. While these efforts can provide great experiences, they are focused more on accommodation and the outward-facing guest experience than inclusion. Lack of inclusion features in design, programming, and representation amongst zoo and aquarium representatives, ultimately limits full inclusion and adds to a sense in autistic individuals of not belonging and not being welcomed. To develop a fully inclusive experience for autistic individuals, this project will develop an evidence-based framework of inclusive practices for zoos and aquariums and build a community of practice around inclusion broadly. The project brings together researchers from Oregon State University, Vanderbilt Kennedy Center’s Treatment and Research Institute for Autism Spectrum Disorders, and the Association of Zoos and Aquariums. Researchers will create and investigate the extent and ways in which a research-informed framework and associated tools (i.e. case studies, discussion guides, self-guided audits, etc.) and strategies support science learning for autistic individuals, and help practitioners expand access and inclusion of autistic audiences beyond special events or the general visit experience by applying inclusive practices for programs, exhibit development, internships, volunteer opportunities, and employment. To maximize impact, the project will develop and expand a network of early adopters to build a community of practice around inclusive practices to develop fully inclusive zoo and aquarium experiences for all individuals.

The project will investigate 4 research questions: (1) In what ways and to what extent are zoos and aquariums currently addressing access and inclusion for autistic individuals? (2) How do staff in zoos and aquariums perceive their and their institution’s willingness and ability to address access and inclusion for autistic individuals? (3) What is a framework of evidence-based practices across the zoo and aquarium experience that is inclusive for autistic individuals, and what associated tools and strategies are needed to make the framework useful for early adopters? And (4) to what extent and in what ways does a research informed framework with associated tools and strategies engage, support, and enhance an existing community of practitioners already dedicated to addressing autistic audiences and promote inclusive practices at zoos and aquariums for autistic people? The project is designed as two phases: (1) the research and development of a framework of inclusive practices and tools for supporting autistic individuals and (2) expanding a network of early adopters to build a community of practice around inclusive practices and an overall strategy of implementation. The framework will be informed through a state of the field study across the zoo/aquarium field that includes a landscape study and needs assessment as well as a review of literature that synthesizes existing research across disciplines for developing inclusive practices for autistic individuals in zoos and aquariums. The team will also conduct online surveys and focus groups to gather input from various stakeholders including zoo and aquarium employees and practitioners, autistic individuals, and their social groups (e.g., family members, peers, advocacy organizations). The second phase of the study will focus on sharing the framework and tools with practitioners across the zoo/aquarium field for feedback and reflection to develop an overall strategy for broader implementation and expanding the existing network of zoo and aquarium professionals to build a community of practice dedicated to the comprehensive inclusion of autistic individuals across the full zoo and aquarium experience. The results will be disseminated through conference presentations, scholarly publications, online discussion forums, and collaborative partners’ websites. The project represents one of the first of its kind on autistic audiences within the zoo and aquarium context and is the first to look at the full experience of autistic patrons to zoos and aquariums across programs/events, exhibits, volunteering, internship, and employment opportunities. A process evaluation conducted as part of the project will explore how the approach taken in this project may be more broadly applied in understanding and advancing inclusion for other audiences historically underserved or marginalized by zoos and aquariums.

This Research in Service to Practice project is supported by the Advancing Informal STEM Learning (AISL) program.
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TEAM MEMBERS: Kelly Riedinger Lauren Weaver Amy Rutherford
resource project Exhibitions
This award is funded in whole or in part under the American Rescue Plan Act of 2021 (Public Law 117-2).

The Accessible Oceans study will design auditory displays that support learning and understanding of ocean data in informal learning environments like museums, science centers, and aquariums. Most data presentations in these spaces use visual display techniques such as graphs, charts, and computer-generated visualizations, resulting in inequitable access for learners with vision impairment or other print-related disabilities. While music, sound effects, and environmental sounds are sometimes used, these audio methods are inadequate for conveying quantitative information. The project will use sonification (turning data into sound) to convey meaningful aspects of ocean science data to increase access to ocean data and ocean literacy. The project will advance knowledge on the design of auditory displays for all learners, with and without disabilities, as well as advance the use of technology for STEM formal and informal education. The study will include 425 participants but will reach tens of thousands through the development of education materials, public reporting, and social media. The study will partner with the Smithsonian National Museum of Natural History, Woods Hole Oceanographic Institution Ocean Discovery Center, the Georgia Aquarium, the Eugene Science Center, the Atlanta Center for the Visually Impaired, and Perkins School for the Blind.

The project will leverage existing educational ocean datasets from the NSF-funded Ocean Observatories Initiative to produce and evaluate the feasibility of using integrated auditory displays to communicate tiered learning objectives of oceanographic principles. Integrated auditory displays will each be comprised of a data sonification and a context-setting audio introduction that will help to make sure all users start with the same basic information about the phenomenon. The displays will be developed through a user-centered design process that will engage ocean science experts, visually impaired students and adults (and their teachers), and design-oriented undergraduate and graduate students. The project will support advocacy skills for inclusive design and will provide valuable training opportunities for graduate and undergraduate students in human-centered design and accessibility. The project will have foundational utility in auditory display, STEM education, human-computer interaction, and other disciplines, contributing new strategies for representing quantitative information that can be applied across STEM disciplines that use similar visual data displays. The project will generate publicly accessible resources to advance studies of inclusive approaches on motivating learners with and without disabilities to learn more about and consider careers in STEM.

This Pilots and Feasibility Studies project is supported 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. 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.
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TEAM MEMBERS: Amy Bower Carrie Bruce Jon Bellona
resource project Media and Technology
This project investigates long-term human-robot interaction outside of controlled laboratory settings to better understand how the introduction of robots and the development of socially-aware behaviors work to transform the spaces of everyday life, including how spaces are planned and managed, used, and experienced. Focusing on tour-guiding robots in two museums, the research will produce nuanced insights into the challenges and opportunities that arise as social robots are integrated into new spaces to better inform future design, planning, and decision-making. It brings together researchers from human geography, robotics, and art to think beyond disciplinary boundaries about the possible futures of human-robot co-existence, sociality, and collaboration. Broader impacts of the project will include increased accessibility and engagement at two partner museums, interdisciplinary research opportunities for both undergraduate and graduate students, a short video series about the current state of robotic technology to be offered as a free educational resource, and public art exhibitions reflecting on human-robot interactions. This project will be of interest to scholars of Science and Technology Studies, Human Robotics Interaction (HRI), and human geography as well as museum administrators, educators and the general public.

This interdisciplinary project brings together Science and Technology Studies, Human Robotics Interaction (HRI), and human geography to explore the production of social space through emerging forms of HRI. The project broadly asks: How does the deployment of social robots influence the production of social space—including the functions, meanings, practices, and experiences of particular spaces? The project is based on long-term ethnographic observation of the development and deployment of tour-guiding robots in an art museum and an earth science museum. A social roboticist will develop a socially-aware navigation system to add nuance to the robots’ socio-spatial behavior. A digital artist will produce digital representations of the interactions that take place in the museum, using the robot’s own sensor data and other forms of motion capture. A human geographer will conduct interviews with museum visitors and staff as well as ethnographic observation of the tour-guiding robots and of the roboticists as they develop the navigation system. They will produce an ethnographic analysis of the robots’ roles in the organization of the museums, everyday practices of museum staff and visitors, and the differential experiences of the museum space. The intellectual merits of the project consist of contributions at the intersections of STS, robotics, and human geography examining the value of ethnographic research for HRI, the development of socially-aware navigation systems, the value of a socio-spatial analytic for understanding emerging forms of robotics, and the role of robots within evolving digital geographies.

This project is jointly funded by the Science and Technology Studies program in SBE and Advancing Informal STEM Learning (AISL) Program in EHR.
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TEAM MEMBERS: Casey Lynch David Feil-Seifer
resource project Media and Technology
This award is funded in whole or in part under the American Rescue Plan Act of 2021 (Public Law 117-2).

Math is everywhere in the world, but youth may see math as disconnected from their everyday experiences and wonder how math is relevant to their lives. There is evidence that informal math done by children is highly effective, involving efficiency, flexibility, and socializing. Yet, more is needed to understand how educators can support math engagement outside of school, and the role these out-of-school experiences can play relative to the classroom and lifelong STEM learning. This Innovations and Development Project seeks to conduct research on a location-based mobile app for informal mathematics learning. This research takes place at 9 informal learning sites and involves iteratively designing an app in which learners can view and contribute to an interactive map of math walk “stops” at these sites. Learners will be able to select locations and watch short videos or view pictures with text that describe how mathematical principles are present in their surroundings. For example, learners could use the app to discover how a painting by a local Latino artist uses ratio and scale, or how a ramp in downtown was designed with a specific slope to accommodate wheelchairs. Research studies will examine the affordances of augmented reality (AR) overlays where learners can hold up the camera of their mobile device, and see mathematical representations (e.g., lines, squares) layered over real-world objects in their camera feed. Research studies will also examine the impact of having learners create their own math walk stops at local informal learning sites, uploading pictures, descriptions, and linking audio they narrate, where they make observations about how math appears in their surroundings and pose interesting questions about STEM ideas and connections they wonder about.

This project draws on research on informal math learning, problem-posing, and culturally-sustaining pedagogies to conduct cycles of participatory design-based research on technology-supported math walks. The research questions are: How does posing mathematical scenarios in community-imbedded math walks impact learners’ attitudes about mathematics? How can experiencing AR overlays on real world objects highlight mathematical principles and allow learners to see math in the world around them? How can learners and informal educators be engaged as disseminators of content they create and as reviewers of mathematical content created by others? To answer these questions, five studies will be conducted where learners create math walk stops: without technology (Study 1), with a prototype version of the app (Study 2), and with or without AR overlays (Study 3). Studies will also compare children's experiences receiving math walk stops vs. creating their own stops (Study 4) and explore learners reviewing math walk stops made by their peers (Study 5). Using a community ethnography approach with qualitative and quantitative process data of how youth engage with the app and with each other, the project will determine how the development of math interest can be facilitated, how learner-driven problem generation can be scaffolded, and under what circumstances app-based math walks are most effective. The results will contribute to research on the development of interest, problem-posing, informal mathematics learning, and digital supports for STEM learning such as AR. This project will promote innovation and have strategic impact through a digital infrastructure that could be scaled up to support STEM walks anywhere in the world, while also building a local STEM learning ecosystem among informal learning sites focused on informal mathematics. This project is a partnership between Southern Methodist University, a nonprofit, talkSTEM that facilitates the creation of community math walks, and 9 informal learning providers. The project will directly serve approximately 500 grades 4-8 learners and 30-60 informal educators. The project will build capacity at 9 informal learning sites, which serve hundreds of thousands of students per year in their programming.

This Innovations in Development project is supported by the Advancing Informal STEM Learning (AISL) program, which seeks to (a) advance new approaches to and evidence-based understanding of the design and development of STEM learning in informal environments; (b) provide multiple pathways for broadening access to and engagement in STEM learning experiences; (c) advance innovative research on and assessment of STEM learning in informal environments; and (d) engage the public of all ages in learning STEM in informal environments.
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TEAM MEMBERS: Candace Walkington Anthony Petrosino Cathy Ringstaff koshi dhingra Elizabeth Stringer
resource project Public Programs
Informal STEM education spaces like museums can intentionally serve surrounding communities and support sustainable and accessible engagement. Building from this base, the project takes a stance that the intersection of the museum, home/family life and the youth’s internal practices and disciplinary sense of self are rooted in history and culture. Thus, this CAREER work builds on the following principles: Black families and youth have rightful presence in STEM and in STEM learning environments; Black families are valuable learning partners; and Black youths need counterspaces to explore STEM as one mechanism for creating future disciplinary agency. In partnership with the Henry Ford Museum and the Detroit-Area Pre-College Engineering Program, the project seeks to (a) expand the field's understanding of how Black youth engineer and innovate; (b) investigate the influence of a culturally relevant curriculum on their engineering practices and identity, knowledge, and confidence; and (c) describe the ways Black families and museums support youth in engineering learning experiences. The work will center on the 20-hour “Innovate” curriculum which was designed by the museum to bridge design, innovation, and creation practices with the artifacts of innovators throughout time. The project comprises six weekend “Innovate” sessions and an at-home innovation experience plus participation in an annual Invention Convention. By focusing on these aims, this research responds to the goals of the Advancing Informal STEM Learning (AISL) program, which seeks to advance evidence-based understanding of the design and development of STEM learning opportunities for the public in informal environments. This includes providing multiple pathways for broadening engagement in STEM learning experiences and advancing innovative research on STEM learning in informal environments.

The main research questions of this multiphase CAREER award are: (1) What practices do Black youths and families engage in as they address engineering, design, and innovation challenges? (2) In what ways does a culturally relevant museum-based innovation program influence the design and innovation practices and assessment performance of Black youths and families as they engage in engineering, design, and innovation across learning settings? (3) How does teaching innovation, design, and engineering through historical re-telling and reconstruction influence a youth’s perception of their own identities, abilities, and practices? and (4) How do Black families engage with informal STEM learning settings and what resources best support their engineering, design, and innovation exploration? Youth in sixth grade are the focus of the research. The work is guided by ecological systems, sociocultural learning, culturally relevant pedagogy, and community cultural wealth theories. During phase one, the focus will be to refine the curriculum and logistics of the study implementation. The investigator will enhance the curriculum to include narratives of Black innovators and engineers. Fifteen families will be recruited to participate in the program enhancement pilot and initial research cycle for phase two. In phase three another cohort of families will be recruited to participate. Survey research, narrative inquiry and digital ethnography will comprise the approaches to explore the research questions. The evaluation has a two-pronged focus: to assess (1) how well the enhanced Innovate curriculum and museum/home learning experience supports Black families’ participation and (2) how well the separate phases of the study connect and operate together to meet the research aims. The study’s findings can help families and informal practitioners leverage evidence-based approaches to support Black youth in making connections between history and out-of-school contexts to model and develop their innovative engineering practices. Additionally, this work has implications for Black undergraduate students who will develop skills through their mentorship and researcher roles, studying cultural practices and learning experiences. The research study and findings can inform the design of future museum/home learning programs and research opportunities for Black learners in informal learning spaces.

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: DeLean Tolbert Smith
resource project Exhibitions
Access to STEM information is unequal, with rural and poor communities often receiving the fewest public education science and science literacy opportunities. Rural areas also face unique STEM teaching and technology integration challenges. In fact, LatinX communities in rural areas are less likely to have access to educational resources and language supports available to LatinX communities in urban centers. This project will help address these inequities by engaging rural librarians, bilingual science communicators, polar scientists, and a technical team to create a series of five bilingual virtual reality (VR) experiences to enhance STEM understanding and appreciation. Project researchers will create a new channel for disseminating polar science, working first with rural Latinx communities in Wisconsin to create a new network between rural communities and university researchers. Involving rural librarians in the co-design of instruction process will produce new ways for rural libraries to engage their local communities and their growing Latinx populations with polar science learning experiences. Each of the five VR experiences will focus on a different area of research, using the captivating Arctic and Antarctic environments as a central theme to convey science. VR is a particularly powerful and apt approach, making it possible to visit places that most cannot experience first-hand while also learning about the wide range of significant research taking place in polar regions. After design, prototyping and testing are finished, the VR experiences will be freely available for use nationally in both rural and urban settings. Public engagement with science creates a multitude of mutual benefits that result from a better-informed society. These benefits include greater trust and more reasoned scrutiny of science along with increased interest in STEM careers, many of which have higher earning potential. The project team will partner with 51 rural libraries which are valued community outlets valuable outlets to improve science literacy and public engagement with science. The effects of this project will be seen with thousands of community members who take part in the testing of prototype VR experiences during development and scaled engagement through ongoing library programs utilizing the final VR experiences for years to come.

This project will create new informal STEM learning assessment techniques through combining prior efforts in the areas of educational data mining for stealth assessment and viewpoint similarity metrics through monitoring gaze direction. Results of the project contribute to the field of educational data mining (EDM), focusing on adopting its methods for VR learning experiences. EDM is a process of using fine grained interaction data from a digital system to support educationally relevant conclusions and has been applied extensively to intelligent tutors and more recently, educational videogames. This project will continue building on existing approaches by expanding to include the unique affordances of VR learning media, specifically gaze. The project will focus on predicting user quitting as well as assessing key learning goals within each experience and triangulate these predictive models with user observations and post-experience surveys. The eventual application of this foundational research would address the problem in assessing a learner using measures external to the experience itself (i.e., surveys) and instead provide new methods that instrument learners using only data generated by their actions within the learning context. These techniques will provide a new means for evaluating informal learning in immersive technology settings without need for explicit tagging. The findings from this project will enable a greater understanding of the relationship between a user’s experience and their learning outcomes, which may prove integral in the creation of educational interventions using VR technology.

This Innovations in Development project is funded by the Advancing Informal STEM Learning (AISL) program, which seeks to (a) advance new approaches to and evidence-based understanding of the design and development of STEM learning in informal environments; (b) provide multiple pathways for broadening access to and engagement in STEM learning experiences; (c) advance innovative research on and assessment of STEM learning in informal environments; and (d) engage the public of all ages in learning STEM in informal environments. This project is also supported by the Office of Polar Programs.
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TEAM MEMBERS: Kevin Ponto David Gagnon
resource project Exhibitions
Informal STEM learning environments, programs, and policies can be designed to support and promote neurodiversity through inclusive practices. This project will explore the benefits of informal STEM learning for K-12 neurodiverse learners through a systematic review and meta-analysis of extant literature and research grounded in the theory of social model of ability. This framework is an asset-based approach and aims to promote social, cognitive, and physical inclusion, leading to positive outcomes. Using various quantitative and qualitative methodologies, this project endeavors to collect and synthesize the evidence for supporting and enhancing accessibility and inclusiveness in informal STEM learning for K-12 neurodiverse learners. It will explore key features of informal STEM learning and effective, evidence-based strategies to effectively engage children and youth with neurological conditions such as autism spectrum disorder, attention deficit hyperactivity disorder (ADHD), dyslexia, and dyspraxia, in informal STEM learning environments. The findings of this complex synthesis will provide a timely contribution to deeper understanding of supports for neurodiversity while also highlighting areas that inform further research, shifts in practice, and policy.

The systematic review will occur over a two-year period. It will focus on identifying program elements that promote inclusion of children and youth with neurodevelopmental disabilities in informal STEM learning contexts. Specifically, the review will explore two overarching research questions and several sub-research questions:


RQ1. What program elements (teaching and learning variables) in informal STEM learning settings facilitate inclusion of K-12 neurodiverse STEM learners? Sub-RQ1a: What are the overlapping and discrete characteristics of the program elements that facilitate social, cognitive, and physical inclusion?

Sub-RQ1b: In what ways do the program elements that facilitate inclusion vary by informal STEM learning setting?


RQ2: What program elements (teaching and learning variables) in informal STEM learning settings are correlated with benefits for K-12 neurodiverse STEM learners? Sub-RQ2a: What are the overlapping and discrete characteristics of the program elements that correlate with increased STEM identity, self- efficacy, interest in STEM, or STEM learning?

Sub-RQ2b: In what ways do the program elements that correlate with positive results for students vary by informal STEM learning setting? The research synthesis will consider several different types of studies, including research and evaluation; experimental and quasi-experimental designs; quantitative, qualitative, and mixed methods; and implementation studies.




The research team will (a) review all analyses and organize findings to illustrate patterns, factors, and relationships, (b) identify key distinctions and nuances derived from the contexts represented in the literature, and (c) revisit and confirm the strength of evidence for making overall assertions of what works, why, and with whom. The findings will be disseminated in practice briefs, journal articles, the AISL resource center, as well as presentations and materials for researchers, practitioners, and informal STEM leaders. Ultimately, this work will result in a comprehensive synthesis of effective informal STEM learning practices for neurodiverse K-12 learners and identify opportunities for further research and development.

This literature review and meta-analysis 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.
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TEAM MEMBERS: Ronda Jenson Kelly Roberts
resource project Exhibitions
The AI behind Virtual Humans Exhibit aims to communicate to the public about the capabilities and impact of artificial intelligence (AI) through AI technologies used in Virtual Humans including facial recognition and natural language processing. AI has and will continue to profoundly impact society in the United States and around the globe. It is important to prepare the nation’s youth and the future workforce with fundamental knowledge of AI. Informal settings, such as museums, offer open and flexible opportunities in helping youth and the general public learn about AI. Virtual Humans provide an ideal vehicle to illustrate many fields of AI, as AI is arguably the science of building intelligence that thinks and acts like humans. Led by a multidisciplinary team of researchers with expertise in AI, learning design, and assessment from the Institute for Creative Technologies at University of Southern California and the Lawrence Hall of Science at University of California, Berkeley, this project will develop a Virtual Human exhibit to engage visitors through structured conversations with a Virtual Human, while showcasing how AI drives the Virtual Human’s behavior behind the scenes. The exhibit will include collaborative learning experiences for visitors such as parent-child, siblings and peers to explore what AI is and is not, what AI is and is not capable of, and what impact it will have on their lives.

The project will investigate three research questions: (1) How can a museum exhibit be designed to engage visitor dyads in collaborative learning about AI? (2) How can complex AI concepts underlying the Virtual Human be communicated in a way that is understandable by the general public? And (3) How does and to what extent the Virtual Human exhibit increase knowledge and reduce misconceptions about AI?

The project leverages existing conversational Virtual Human technology developed through decades of collaborative research in AI, including machine vision, natural language processing, automated reasoning, character animation, and machine learning. Set in the informal setting of a museum, the exhibit will be designed following evidence-based research in Computer Supported Collaborative Learning. The project team will use a mixed methods design, drawing on design-based research methodologies and experimental studies. The research team will conduct analysis of visitor observations and interviews for iterative formative improvement. Randomized experimental studies will be conducted in both lab and naturalistic environments to gauge visitor knowledge about AI. Quasi-experimental analyses will be performed to study the relationship between engagement with exhibit features and AI knowledge. The project will produce an interactive exhibit with a Virtual Human installed at the Lawrence Hall of Science and other participating museums, and instruments to measure AI learning. The project will also produce a website where visitors can experience parts of the exhibit online and continue more in-depth learning about AI and the Virtual Human technology. The project holds the potential for producing theoretical and practical advances in helping the general public develop an understanding of AI capability and ethics, advancing knowledge in the process through which young learners develop knowledge about AI, and formulating design principles for creating collaborative learning experiences in informal settings. The results will be disseminated through conference presentations, scholarly publications, and social media. The Virtual Human exhibit will be designed for dissemination and made available for installations at informal science education communities.
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TEAM MEMBERS: Ning Wang eric greenwald Ari Krakowski
resource project Exhibitions
Recent studies have advocated for a shift toward educational practices that involve learners in actively contributing to science, technology, engineering, and mathematics (STEM) as a shared and public endeavor, rather than limiting their involvement to the construction of previously established knowledge. Prioritizing learners’ agency in deciding what is worth knowing and how learning takes place may create more equitable and inclusive learning experiences by centering the knowledge, cultural practices, and social interactions that motivate learning for people across ages, genders, and backgrounds. In informal learning environments, families’ social interactions are critical avenues for STEM learning, and science centers and museums have developed strategies for prompting families’ sustained engagement and conversation at STEM exhibits. However, exhibits often guide visitors’ exploration toward predetermined insights, constraining the ways that families can interact with STEM content, and neglecting opportunities to tap into their prior knowledge. Practices in the maker movement that emphasize skill-building and creative expression, and participatory practices in museums that invite visitors to contribute to exhibits in consequential ways both have the potential to reframe STEM learning as an ongoing, social process that welcomes diverse perspectives. Yet little is known about how these practices can be scaled, and how families themselves respond to these efforts, particularly for the diverse family audiences that science centers and museums aim to serve. Further, although gender and ethnicity both affect learning in informal settings, studies often separate participants along a single dimension, obscuring important nuances in families’ experiences. By addressing these outstanding questions, this research responds to the goals of the Advancing Informal STEM Learning (AISL) program, which seeks to advance evidence-based understanding of the design and development of STEM learning opportunities for the public in informal environments. This includes providing multiple pathways for broadening engagement in STEM learning experiences and advancing innovative research on STEM learning in informal environments.

Research will address (1) how families perceive and act on their collective epistemic agency while exploring STEM exhibits (i.e., how they work together to negotiate and pursue their own learning goals); (2) whether and how families’ expressions of agency are influenced by gender and ethnicity; and (3) what exhibit design features support expressions of agency for the broadest possible audience. Research studies will use interviews and observational case studies at a range of exhibits with distinct affordances to examine families’ epistemic agency as a shared, social practice. Cultural historical activity theory and intersectional approaches will guide qualitative analyses of families’ activities as systems that are mediated by the physical environment and social setting. Education activities will involve an ongoing collaboration between researchers, exhibit designers, educators, and facilitators (high-school and college-level floor staff), using a Change Laboratory model. The group will use emerging findings from the research to create a reflection tool to guide the development of more inclusive learning experiences at STEM exhibits, and a set of design principles for supporting families’ expressions of agency. A longitudinal ethnographic study will document the development of inclusive exhibit design practices throughout the project as well as how the Change Lab participants develop their sociocultural perspectives on learning and exhibit design over time. Analyzing these shifts in practice within the Change Lab will provide a deeper understanding of what works and what is difficult or does not occur when working toward infrastructure change in museums. By considering how multiple aspects of families’ identities shape their learning experiences, this work will generate evidence-based recommendations to help science centers and museums develop more inclusive practices that foster a sense of ownership over the learning process for the broadest possible audience of families.
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TEAM MEMBERS: Susan Letourneau
resource project Exhibitions
NASA@ My Library is made possible through the support of the National Aeronautics and Space Administration (NASA) Science Mission Directorate as part of its Science Activation program. The project is led by the National Center for Interactive Learning (NCIL) at the Space Science Institute (SSI) in partnership with the American Library Association (ALA) Public Programs Office, Lunar and Planetary Institute (LPI), and Education Development Center (EDC). From 2016-2020, 78 public libraries (75 partner libraries and 3 pilot libraries), 18 State Library Agencies, 6 Portal to the Public Network sites, and 30 NASA-funded scientists participated in the project. More than 225,000 library patrons were reached through their efforts.

In 2021-2022, public libraries, universities, and state library agencies will participate in the project to increase and enhance STEAM learning opportunities in their communities, with an emphasis on reaching audiences underrepresented in STEM education and professions. 
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TEAM MEMBERS: Keliann LaConte Paul Dusenbery Anne Holland James Harold Melanie Welch Lainie Castle Christine Shupla Jessica Santascoy Ginger Fitzhugh
resource project Exhibitions
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. An ongoing challenge to the design of effective STEM learning exhibits for diverse young children is the absence of reliable and evidence-based resources that designers can apply to the design of STEM exhibits that draw upon play as a child's primary pedagogy, while simultaneously engaging children with STEM content and processes that support development of STEM skills such as observation. To address these challenges, the project team will use a collaborative process in which learning researchers and informal STEM practitioners iteratively develop, design, and test the STEM for Play Framework that could then be applied to the design of STEM-focused exhibits that support play and STEM skill use among early learners.

This Research in Service to Practice project will address these questions: 1) What is a framework for play in early STEM learning that is inclusive of children's cultural influences?; 2) To what extent do interactions between early learners (ages 3-8) and caregivers or peers at exhibits influence the structure and effectiveness of play for supporting STEM skill development?; 3) How do practitioners link play to STEM skill development, and to what extent does a framework for play in early STEM learning assist in identifying types of play that supports early STEM skill development?; and 4) What do practitioners identify as best practices in exhibit design that support the development of STEM skills for early childhood audiences, and conversely, to what extent do practitioners perceive specific aspects of the design as influential to play? The project team will address these questions across four phases of study that will include (a) development of a critical research synthesis to inform the initial STEM for Play framework; (b) the use of surveys, focus groups, and interviews to solicit feedback from practitioners; (c) testing and revising the framework by conducting structured observations of STEM exhibits at multiple museums. The project team will use multiple analytic approaches including qualitative thematic analyses as well as inferential statistics. Results will be disseminated to children?s museums, science centers, and research 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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