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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
This project is designed to support collaboration between informal STEM learning (ISL) researchers, designers, and educators with sound researchers and acoustic ecologists to jointly explore the role of auditory experiences—soundscapes—on learning. In informal STEM learning spaces, where conversation advances STEM learning and is a vital part of the experience of exploring STEM phenomena with family and friends, attention to the impacts of soundscapes can have an important bearing on learning. Understanding how soundscapes may facilitate, spark, distract from, or even overwhelm thinking and conversation will provide ISL educators and designers evidence to inform their practice. The project is structured to reflect the complexity of ISL audiences and experiences; thus, partners include the North Park Village Nature Center located in in a diverse immigrant neighborhood in Chicago; Wild Indigo, a Great Lakes Audubon program primarily serving African American visitors in Midwest cities; an after-school/summer camp provider, STEAMing Ahead New Mexico, serving families in the rural southwest corner of New Mexico, and four sites in Ohio, MetroParks, Columbus Zoo and Aquarium, Franklin Park Conservatory and Botanical Gardens, and the Center of Science and Industry.

Investigators will conduct large-scale exploratory research to answer an understudied research question: How do environmental sounds impact STEM learning in informal learning spaces?  Researchers and practitioners will characterize and describe the soundscapes throughout the different outdoor and indoor exhibit/learning spaces. Researchers will observe 800 visitors, tracking attraction, attention, dwell time, and shared learning. In addition to observations, researchers will join another 150 visitors for think-aloud interviews, where researchers will walk alongside visitors and capture pertinent notes while visitors describe their experience in real time. Correlational and cluster analyses using machine learning algorithms will be used to identify patterns across different sounds, soundscapes, responses, and reflections of research participants. In particular, the analyses will identify characteristics of sounds that correlate with increased attention and shared learning. Throughout the project, a team of evaluators will monitor progress and support continuous improvement, including guidance for developing culturally responsive research metrics co-defined with project partners. Evaluators will also document the extent to which the project impacts capacity building, and influences planning and design considerations for project partners. This exploratory study is the initial in a larger research agenda, laying the groundwork for future experimental study designs that test causal claims about the relationships between specific soundscapes and visitor learning. Results of this study will be disseminated widely to informal learning researchers and practitioners through workshops, presentations, journal articles, facilitated conversations, and a short film that aligns with the focus and findings of the research.
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TEAM MEMBERS: Martha Merson Justin Meyer Daniel Shanahan
resource project Professional Development, Conferences, and Networks
Data science is ever-present in modern life. The need to learn with and about data science is becoming increasingly important in a world where the quantity of data is constantly growing, where one’s own data are often being harvested and marketed, where data science career opportunities are rapidly increasing, and where understanding statistics, data sources, and data representation is integral to understanding STEM and the world around us. Museums have the opportunity to play a critical role in introducing the public to data science concepts in ways that center personal relevance, social connections and collaborative learning. However, data science and statistics are difficult concepts to distill and provide meaningful engagement with during the brief learning experiences typical to science museums. This Pilot and Feasibility study brings together data scientists, data science educators, and museum exhibit designers to consider these questions:


What are the important data science concepts for the public to explore and understand in museum exhibits?
How can museum exhibits be designed to support visitors with diverse backgrounds and experiences to engage with these data science concepts?
What principles can shape these designs to promote broadening participation in data science specifically and STEM more broadly?



This Pilot and Feasibility project combines multidisciplinary expert convening, feasibility testing, and early exploratory prototyping around the focal topic of data science exhibits. Project partners, TERC, the Museum of Science, Boston, and The Tech Interactive in San Jose will engage in an iterative process to develop a theoretical grounding and practical guidance for museum practitioners. The project will include two convenings, bringing together teams of experts from the fields of data science, data science education and museum exhibit design. Prior to the first convening, an initial literature summary and a survey of convening participants will be conducted, culminating in a preliminary list of big ideas about data science. Periodically, participants will have the opportunity to rank, annotate and expand this list, as a form of ongoing data collection. During the convenings, participants will explore the preliminary list, share related work from the three disciplines, engage with related data science activities in small groups, and work together to build consensus around promising data science topics and approaches for exhibits. Participant evaluation will allow for iterative improvement of the convenings and the capture of missed points or overlooked topics. After each convening, museum partners will create prototypes that respond to the convening conversations. Prototypes will be pilot tested (evaluated) with an intentionally recruited group of families that includes both frequent visitors and those who are less likely to visit the museum; diversity in terms of race, languages and dis/ability will be reflected in selection. Pilot data collection will consist of structured observations and interviews. Results from the first round of prototyping will be shared with convening participants as a way to modify the list of big ideas and to further interrogate the feasibility of communicating these ideas in an exhibit format. Results from the convenings and from both rounds of prototyping will be combined in a guiding document that will be shared on all three partner websites, and more broadly with the informal STEM learning field. The team will also host a workshop for practitioners interested in designing data science exhibits, and present at a conference focused on museum exhibits and their design.
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TEAM MEMBERS: Andee Rubin
resource project Exhibitions
The Science Museum of Minnesota (SMM) will collaborate with four community organizations serving Black, Indigenous, and People of Color (BIPOC) audiences to research and develop a novel outdoor makerspace that engages families in STEM learning. A makerspace is a place where people work together on creative, interest driven projects. In working with BIPOC families, the project addresses three forms of historical (and present day) exclusion of community participants, including participation in the design of informal learning experiences, participation in such activities, and overall engagement in STEM. The project aims to develop activities that foster STEM learning using natural materials in an outdoor makerspace, informed through robust collaboration with local communities. This project will result in an outdoor makerspace at SMM that will include 3-4 settings (approximately 2500 square feet total) that house and support multiple making activities in an outdoor context. The proposed work will contribute to advancing knowledge through exploring how BIPOC families define learning in makerspaces and how younger children can be fully engaged in family learning. The project will share the inclusive design and community collaboration practices developed through this work with other museums, maker educators, and other community organizations that can develop or expand their own outdoor makerspaces in ways that will respect and reflect BIPOC families’ perspectives.

BIPOC families will join museum staff as contributors in the development and iteration of an outdoor makerspace and collaborators in the development of generalized design principles and dissemination of the research. Visitor-captured video of engagement in the outdoor makerspace, surveys, and memos from design meetings with community partners serve as the foundation for the process of aligning design and development of outdoor informal science education spaces with community needs and values. All research activities will be guided by a culturally responsive research framework and use strategies to ensure the multicultural validity such as video meaning-making with family research participants and member-checking instruments, data analyses, and findings with Design Partners. Project research will address three questions: (1) What are the characteristics of family learning in an outdoor nature-situated makerspace, including how BIPOC families identify and describe STEM learning and how outdoor spaces can be built to support BIPOC families’ perspectives? (2) How can the space be built to support multi-age families to engaged in making, including a focus on what design elements support preschool learner’s engagement and sustained participation by other family members? and (3) How do the design principles for making with widely available materials translate from indoor to outdoor spaces and materials? Research findings, design principles and community engagement guides will be widely disseminated to researchers, designers, program developers, informal science institutions and community organizations.
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resource project Exhibitions
Artificial intelligence (AI) is in many of our everyday activities—from unlocking phones to running Internet searches to parking cars. Yet, most instruction on how AI works is only in computer science courses. The unique role that AI plays in making decisions that affect human lives heightens the need for education approaches that promote public AI literacy. Little research has been done to understand how we can best teach AI in informal learning spaces. This project will engage middle school age youth in learning abouts AI through interaction with museum exhibits in science and technology centers. The exhibits employ embodied interactions and creative making activities that involve textiles, music making, and interactive media. The research will build on three exhibit prototypes that teach about concepts including bias in data in machine learning, AI decision-making processes, and how AI represents knowledge. Female-identifying and Title 1 youth will be recruited as participants during the exhibit design iterations and testing. The 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

Researchers will explore two key research questions: 1) How can the design of interactive museum exhibits encourage interest development in and learning about AI among learners without a Computer Science background by using embodiment and creative making? and 2) How do embodied interaction and creative making mediate learning about AI in informal learning environments? The project will take a design-based research approach, iteratively building on existing exhibit prototypes and testing them in-situ with learners. Data sources and modes of analysis will include retrospective surveys to assess interest, content knowledge gain, creativity, learning talk analysis of audio recordings, and coding of embodied movements in video recordings. Learning talk analysis will identify instances of joint sensemaking during naturalistic interactions with our exhibit to reveal connections between sensemaking talk; learners' behaviors and embodied actions during real-time collaborative knowledge building; and outcomes in knowledge, interest, and creativity measures as elicited in retrospective surveys. The final set of exhibits will be rigorously evaluated with over 500 museum visitors. The key contributions of this work will include a set of rigorously tested exhibits, publicly available exhibit designs, a set of design guidelines for developing AI literacy museum exhibits, and an improved understanding of the relationship between AI-related learning and interest development, embodiment, and creativity.
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TEAM MEMBERS: Brian Magerko Duri Long Jessica Roberts
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