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resource project Media and Technology
DuPage Children’s Museum will conduct an in-depth, iterative evaluation of the museum’s Questioneers traveling exhibit and create a permanent 2,000 square-foot, bi-lingual Questioneers exhibit along with related programming that promotes inclusivity and ignites children’s interest in mathematics, science, engineering, and architecture. The exhibit and programming also will help reduce the impact of socioeconomic disparities that are known to discourage underrepresented and underserved populations from pursuing their interest in STEM fields. The exhibit and its related programming will feature characters, activities, and challenges from bestselling children’s books. The museum will coordinate exhibit design and fabrication with community partners.
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TEAM MEMBERS: Kimberly Stull
resource project Exhibitions
To inspire more youth to seek careers in science, the North Carolina Museum of Natural Sciences is adding a new, permanent paleontology exhibition, “Dueling Dinosaurs,” and a public lab that will allow middle school students to explore a variety of fossils using hands-on tools and techniques. The exhibition, which will include the fossils of a Tyrannosaurus rex and Triceratops found intertwined and thought to have died in an apparent predator-prey battle, will demonstrate how fossils are key evidence used by scientists to understand life on a changing planet. Students will have the opportunity to participate in interactive exercises that replicate scientific processes and procedures, and as they learn, see possible career paths for themselves as scientists.
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TEAM MEMBERS: Wendy Lovelady
resource project Public Programs
The Louisiana Children’s Museum is developing a comprehensive set of resources entitled “Water Dialogues–Living with Water,” designed around its new exhibits and landscape resources, to strengthen the community’s understanding of the challenges associated with water management. They are creating a new field trip series and water-based science curriculum, “Water Pathways” as well as an outreach program, “Steward’s Ship,” to bring the program’s environmental messages to schools and camps. The museum will also conduct a professional development training series on science education for local educators implementing the state’s new science standards, in addition to a series of literacy workshops where children ages four to eight will write “how-to” books and “water journals.” To further spread the associated environmental and sustainability messages, they will organize an annual “Water Fest” program for the community.
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TEAM MEMBERS: Shannon Blady
resource project Exhibitions
The Field Museum of Natural History will present “Changing Face of Science,” an exhibition series targeting pre-teens and teenagers and featuring Field Museum scientists and science educators who are women or people of color. Over three years, the museum will mount six exhibitions that highlight the experiences and work of museum scientists from diverse backgrounds in a range of disciplines. Programming will include on-site field trips and virtual events during which students and educators will interact with featured researchers. By presenting the stories of individuals from groups traditionally underrepresented in scientific fields, the museum will provide role models who will show that science is accessible and inspire a diverse group of future scientists.
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TEAM MEMBERS: Jaap Hoogstraten
resource project Exhibitions
This award is funded with support from NSF's program for Advancing Informal STEM Education.

This project develops a partnership between language researchers and Planet Word, a new museum devoted to language in Washington D.C., to engage museum visitors in scientific research and outreach. Interested museum visitors from all ages and backgrounds are invited to participate in behavioral research studies on a range of language-related topics. This "living language laboratory" of interactive studies includes accompanying educational demonstrations. These activities will lead to the development of infrastructure and best practices that will allow future language researchers to engage with the public at Planet Word and other similar sites.

The project enhances scientific understanding by engaging visitors in activities that expose them to active science about language as a part of their visit to the museum. For example, the research examines topics from understanding what makes certain American Sign Language signs more learnable, to why it is easier to understand people we know rather than strangers, to whether we think differently when we are reading a text message compared to reading more formal writing. In doing so, the project raises the profile of linguistics among the general public and promotes scientifically informed attitudes about language. The project also provides key opportunities to disseminate research findings of interest to the public and to promote greater interest in STEM topics among museum visitors, as well as student trainees and museum staff. The project creates educational and research opportunities for students, who will be trained in a hands-on course, and will gain first-hand experience with research and outreach in a museum setting. Through the collaborative partnership of researchers from University of Maryland, Howard University, and Gallaudet University, the project broadens participation of underrepresented minority students in the language sciences, seeking to diversify the pipeline of scholars continuing in careers in the language sciences and related STEM fields.
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TEAM MEMBERS: Charlotte Vaughn Yi Ting Huang Deanna Gagne Patrick Plummer
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 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
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
Museums and similar informal learning settings offer opportunities for children and families to learn together in an engaging way. Current exhibits rely mainly on parents, teachers, signage, and staff in science museums to provide support and guidance. Since it is not always feasible to have knowledgeable staff on hand and not all parents have the same knowledge and background, children receive varied support and people often miss the point of the learning experience or activity. This project will develop and research a new genre of Smart Science Exhibits that use artificial intelligence (AI) in an adaptive system to support children in learning science by doing science. The aim of the project is to incorporate AI adaptivity and personalization to maximize inquiry-based STEM learning and engagement in informal learning settings. This research builds on the project team's first Smart Science Exhibit (EarthShake), which uses AI vision to give interactive feedback to visitors based on their actions and guides them through scientific inquiry. In the project's preliminary work, the first smart exhibit demonstrated higher engagement and more learning gains than resulted from a traditional museum exhibit addressing the same scientific content. Smart exhibits can extend and enhance the limited support that staff and parents can provide. This project will develop and investigate adaptive approaches to mixing exploration and AI guidance, which will personalize feedback during constructive exploration. The project will build on learning science techniques and technology, proven in intelligent tutoring systems in formal settings, and apply this to different informal learning contexts. The goal is to provide just-in-time learning support, which will extend the time visitors spend with exhibits, thereby deepening inquiry-based science learning. The project is partnering with science museums and afterschool programs, which will enable thousands of children and families from a wide variety of backgrounds to use the project's smart exhibits each year. Smart Science Exhibits is funded by the Advancing Informal STEM Learning (AISL) program which supports innovative research, approaches, and resources as part of its overall strategy to enhance learning in informal environments.

Many informal learning settings are considering mixed-reality (MR) technologies to increase engagement and understanding of science. Using Smart Science Exhibits, the project will investigate how design choices in mixed-reality systems impact users' engagement and learning of STEM concepts. (Mixed reality is the blending of the physical world and the digital world, enabling interaction between human and artificial intelligence.) Project research will extend current research, which is largely descriptive, by investigating empirical results on learner outcomes. Key research questions are: What types of adaptivity and personalization can improve Smart Science Exhibits and MR systems generally? What balance of exploration and AI guidance is best to maximize enjoyment, engagement and learning? Do findings about the effective features of Smart Science Exhibits generalize to different content areas and informal learning settings? The project will employ user-centered design research, formative evaluation, and controlled experimentation to discover how mixed-reality systems should be designed to best meet visitor and staff needs in informal learning settings including multiple museums and afterschool providers. Data on learner behaviors in mixed-reality experiences in a variety of informal settings will inform the design of Smart Science Exhibits. The project will investigate whether adaptive approaches generalize across content and context to achieve better STEM learning, engagement, collaboration, and productive dialogue. The project will incorporate the team's prior technical research, which developed both vision techniques to track children's physical interactions and interactive pedagogical techniques to provide scaffolds for and reactive feedback on children's inquiry and construction behaviors. New technical research will develop AI techniques for adaptive task selection and personalized feedback that draws on a visitor's history of interaction. Project research and design resources will be widely shared with the science museum educators and designers through presentations at annual conferences and with researchers, developers and others through peer-reviewed journal publications and professional publications.

This Innovations in Development 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: Nesra Yannier Scott Hudson Ken Koedinger
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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resource project Exhibitions
The science museum field is only starting to look at ways of providing visitors with opportunities for the authentic observation of complex, real-time biological phenomenon. The project will develop and research a microscope-based exhibit with pedagogical scaffolding (i.e., helpful prompts) that responds to visitors' changing views as they explore live samples and biological processes. As part of its overall strategy to enhance learning in informal environments, the Advancing Informal STEM Learning (AISL) program funds innovative research, approaches, and resources for use in a variety of settings. Scientific observation is a systematic, complex practice, critical in the biological sciences where investigation is heavily reliant on visual data. Using techniques and equipment similar to what scientists themselves use, the exhibit will enable visitors to see and explore the complex, dynamic visual evidence that scientists themselves see. The exhibit will use new and more affordable high-resolution imaging technology and image analysis software to make microscopic images of living organisms visible. Armed with "smart" (i.e., computer-assisted) pedagogical scaffolding that supports inquiry, the project will develop exhibits that help informal learners bridge the gap between everyday observation and authentic scientific observation. The platform will incorporate strategies grounded in prior work on learning through observation that will be applicable to a range of biological content and live specimens. The project platform will be designed for use to a variety of informal science learning environments, including nature centers and mobile laboratories as well as interactive science centers. The project platform itself, including the microscope, related imaging, and learning technologies will be relatively inexpensive, bring it within reach of small science museum and schools. The exhibit will directly engage thousands of learners who visit the Exploratorium and will reach underserved audiences through partnerships with BioBus, a mobile unit that serves the New York City area, and the Noyo Center of Marine Science, a science museum that serves rural areas in Northern California.

The project will move beyond simulation and modeling of complex visual phenomena and provide learners with experiences using real visual evidence that can deeply engage them with the content and practice of biological science. By grounding the work in prior theoretical and empirical findings, project research will refine and broaden understanding of scaffolding strategies and their effect on informal science learning at exhibits. Project research will investigate how the project supports learners (1) asking productive questions (i.e., those answerable through observations) that are meaningful to them, (2) interpreting what they see, and (3) connecting their observations to biological concepts to build a more coherent understanding of the content and practice of biological disciplines. A series of comparative studies across and within venues, specimens, and content will assess engagement and scaffolding strategies, with a particular focus on appropriately integrating computational imaging techniques in a way that is responsive to the interests and needs of different venues' audiences. Project research will contribute important knowledge on ways to support informal learners who are engaged in authentic observation of biological phenomenon. Project research findings and technology resources will be widely shared with informal STEM researchers and practitioners concerned with engaging the public in current research in biology, as well as those interested in supporting observation in other disciplines (e.g., meteorology, ocean science, environmental science) that rely on an evidence base of live, dynamic, complex imagery.

This Innovations in Development 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: Kristina Yu Daniel Fletcher Joyce Ma