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resource project Exhibitions
History Colorado (HC) conducted an NSF AISL Innovations in Development project known as Ute STEM.
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TEAM MEMBERS: Elizabeth Cook Sheila Goff Shannon Voirol JJ Rutherford
resource project Exhibitions
The Rochester Museum and Science Center and partners will plan, design, fabricate, and evaluate its new Water Worlds exhibition using a hybrid exhibition model that integrates hands-on science and interactive technology with authentic collections objects in immersive environments. Reimagining the gallery in this way will allow the museum’s professional staff to work with outside experts in the sciences—including environmental science, sustainability, water resources, and climate—to create a unified watershed-themed narrative for the gallery. Hands-on, inquiry-focused exhibits will inspire visitors to explore the Lake Ontario watershed and analyze critical local issues including water pollution, flooding, invasive species, and the impact of a changing climate on local waterways, as well as innovative solutions to these challenges.
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TEAM MEMBERS: Kathryn Murano Santos
resource project Exhibitions
Many urgent environmental challenges, from soil degradation and water pollution to global climate change, have deep roots in how complex systems impact human well-being, and how humans relate to nature and to each other. Learning In and From the Environment through Multiple Ways of Knowing (LIFEways) is based on the premise that Indigenous stewardship has sustained communities on these lands since time immemorial. This project is collaboratively led by the Indigenous Education Institute and Oregon State University’s STEM Research Center, in partnership with Native Pathways and the Reimagine Research Group, Swinomish Indian Tribal Community, Oregon Museum of Science and Industry, World Forestry Center, and a national park network in the Pacific Northwest. The aim of this partnership is to deepen the informal learning field’s understanding of how Indigenous ways of knowing are currently or can be included in outdoor learning environments such as parks, nature preserves, and tribal lands. The project will share practices that center Indigenous worldviews to build awareness of their value and enhance STEM learning in outdoor settings. These approaches engage Native community members in continuing their traditional knowledge and practices, and help non-Native audiences learn from the dynamic interrelationships of the environment in authentic, respectful ways.

Conventional outdoor education is mostly grounded in Western concepts of “conservation” and “preservation” that position humans as acting separately from nature. This Research in Service to Practice project will identify “wise practices” that honor Indigenous ways of knowing, and investigate current capacities, barriers and opportunities for amplifying Indigenous voices in outdoor education. A team of Native and non-Native researchers and practitioners will draw upon Indigenous and Western research paradigms. Methods include Talk Story dialogues, a landscape study using national surveys, case studies, and a Circle of Relations to interpret and disseminate research findings. LIFEways will also document partnership processes to continue to build on the Collaboration with Integrity framework between tribal and non-tribal organizations (Maryboy and Begay, 2012). Findings from the LIFEways project will be shared broadly through a series of webinars, local and national meetings, conferences, and publications.
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TEAM MEMBERS: Martin Storksdieck Larry Campbell Nancy Maryboy David Begay Shelly Valdez Jill Stein Jamie Donatuto Ashley Teren Ka’iu Kimura Chris Cable Victoria Coats Andrew Haight Tim Hecox Elexis Fredy Greg Archuleta Geanna Capitan Vernon Chimegalrea Joe E Heimlich Herb Lee David Lewis Carol McBryant Sadie Olsen Laura Peticolas Stephanie Ratcliffe Darryl Reano Craig Strang Kyle Swimmer Polly Walker Tim Watkins Shawn Wilson Pam Woodis
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 evaluation Exhibitions
The Northwest Passage Project explored the changing Arctic through an innovative expedition aboard the Swedish Icebreaker Oden to conduct groundbreaking ocean science research, while it actively engaged 22 undergraduate and graduate students from the project’s five Minority Serving Institution (MSI) partners and 2 early career Inuit researchers in the research at sea. Over 35 hours of training in Arctic research techniques, polar science, and science communication was provided to these participants, who were engaged in the Northwest Passage expedition and worked with the onboard science team
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TEAM MEMBERS: Gail Scowcroft Jeff Hayward
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 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 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
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
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