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resource project Public Programs
Science is a process of inquiry that involves question asking, experimentation, and exploration. However, for youth, it is often presented as settled, a fixed collection of facts, principles, and theories that can seem sterile and unimaginative. This project is designed to combat that idea. This Research in Service to Practice project brings scientists, middle school youth and choreographers together to explore unsettled scientific phenomena from a complex systems perspective using choreography and agent-based modeling (ABM), to engage all participants in cutting edge scientific inquiry. Given the ubiquity of complex systems, being able to adopt a complex systems perspective is critical to understanding the world and our relationship to it. However, research has shown that this can be a challenge, specifically for youth. While most complex systems research has not focused on the role of the body, recent studies have shown the promise and potential of embodiment as its own form of reasoning about complex systems. Thus, this project will create exploratory science spaces foregrounding embodiment in the process of scientific discovery. The program has two phases: (1) a 20-hour training workshop where scientists and choreographers engage in interdisciplinary collaborative design work, and (2) a 60-hour summer program where the researcher-practitioner partnership involving scientists, choreographers and youth engages in agent- based & embodied choreographic scientific modeling. The summer program takes place in community-based centers in Gainesville, FL and Boston, MA broadening perceptions of what science research looks like and can be. Each site will host 20 youth, two local scientists, and a local choreographer. Participants will engage in embodied collaborative inquiry, brainstorming and modeling to create choreographic representations and culminate in a public event for the community. The project aims to understand the experiences of and shifts in youth and scientists as they engage in these activities and to understand how to design such a model for informal learning. The project will also help scientists apply a complex systems lens to their own work and settled perspectives. This project is funded by the Advancing Informal STEM Learning (AISL) program which seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments.

Using a design-based research (DBR) approach, the project will develop and expand embodied and agent-based learning theories, while also piloting, analyzing, and refining collaborative models for science learning in informal spaces. The research questions are: 1. How does engaging in the process of creating embodied and agent-based models of complex systems contribute to new ways of understanding science, de-settle ideas about the process of how science gets “made”, and impact understanding of the role of the body in making science? and 2. How can arrangements of bodies and modeling tools work together to support understanding of complex systems? The research and design are informed by three main theoretical principles: (a) science is “dance of agency”, a process of inquiry that through iterative dialogic interaction with tools, technology, and humans, produces understandings that more and more closely explain natural phenomena; (b) embodied-interactionist theories of learning allow us to understand representational sense-making by looking closely at the processes by which representations are made, not just at representational end- products; and (c) creative embodiment and agent based modeling are valuable tools for sense-making around complex science ideas and emergent phenomena. Two cycles of design, implementation, and analysis across two different informal learning sites will be conducted. Data will be collected at both sites, resulting in four implementation and data collection periods. Each round of implementation will be staggered so that reflections and lessons from an implementation can inform the next design iteration. This project will provide insights on the relationship between choreography and ABM as tools for scientific sense-making and expand ABM to consider the role of movement and bodies more broadly in physical space. It will also contribute to an understanding of how underrepresented youth’s perceptions and conceptions of science can be shaped through embodied science activities, and of the relationships these youth see between their own bodies and identities, science, and the creative arts. Finally, by involving individuals from underrepresented communities as researchers, designers, scientists, evaluators, and advisors, this project expands cross-cultural and training opportunities within the field of education and STEM research.
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TEAM MEMBERS: Dionne Champion Aditi Wagh Lauren Vogelstein
resource project Informal/Formal Connections
HBCUs are critical to producing a diverse and inclusive workforce as they graduate a disproportionate number of African American future STEM workers and STEM leaders. Although the National Science Foundation is fully committed to diversity and inclusion, there has been little research to determine why Historically Black Colleges and Universities are not fully participating in the NSF STEM educational research opportunities. The project will investigate the challenges, needs and support for Historically Black Colleges and Universities (HBCUs) to succeed in applying for educational research support from the National Science Foundation (NSF). Participants will be recruited from 96 HBCUs that are eligible to apply for such funding and will include the wide range of college and university administration and faculty that are involved in the preparation of research projects and related applications for research funding. The investigation will focus primarily on the Division of Research on Learning in Informal and Formal Settings (DRL) within NSF. The investigation will: 1) determine the submission rate and funding success rate of HBCUs within the DRL funding mechanisms; 2) determine why a greater proportion of HBCUs are not successful in their applications of research or do not apply; and 3) determine what factors, such as institutional support, research expertise, and professional development, could lead to a larger number of research proposals from HBCUs and greater success in obtaining funding. The project has the potential to have significant influence on the national educational and research agenda by providing empirical findings on the best approach to support and encourage HBCU participation in DRL educational research funding programs.

This exploratory research project will investigate what changes and/or supports would contribute to significantly increasing the number of applications and successful grant awards for STEM educational research project proposed by HBCUs. The project has the following research questions: (1) What factors discourage participation of HBCUs in the DRL funding mechanisms and what are the best practices to encourage participation? (2) What approaches have been successful for HBCUs to obtain DRL funding? (3) What dynamic capabilities are necessary for HBCU researchers to successfully submit STEM proposals to NSF? (4) What changes would be helpful to reduce or eliminate any barriers for HBCU applications for DRL educational research funding and what supports, such as professional development, would contribute to greater success in obtaining funding? Participants will be recruited from the 96 eligible HBCUs and will include both individuals from within the administration (e.g., Office Sponsored Programs, Deans, VP, etc.) as well as from within the faculty. The research will collect variety of quantitative and qualitative data designed to support a comprehensive analysis of factors addressing the research questions. The project will develop research findings and recommendations that are relevant to faculty, administrators, and policymakers for improving HBCU participation in research funding opportunities. Results of project research will be widely disseminated to HBCUs and other Minority Serving Institutions (MSIs) through a project website, peer reviewed journals, newsletters, and conference presentations.

This project is funded by the Innovative Technology Experiences for Students and Teachers (ITEST), the Advancing Informal STEM Learning (AISL), and the Discovery Research PreK-12 (DRK-12) programs. These programs which supports projects that build understandings of practices, program elements, contexts and processes contributing to increasing students' and general public knowledge and interest in science, technology, engineering, and mathematics (STEM).
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TEAM MEMBERS: Cynthia Trawick John Haynes Triscia Hendrickson Terry Mills
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 research Public Programs
This presentation "Revealing Impacts: How does one long-term, statewide field trip program influence a community's learning ecosystem?" was shared as showcase at the 2021 Connected Learning Summit (https://app.clowdr.org/conference/clsummit2021/) held virtually from July 7-30, 2021. In the showcase session, we shared details of an NSF funded collaborative project between the Gulf of Maine Research Institute, Oregon State University and TERC to understand how a longstanding, statewide field trip program, LabVenture, influences a community’s learning ecosystem. The project uses the construct
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TEAM MEMBERS: Kelly Riedinger Kim Preston Amanda Dickes
resource project Informal/Formal Connections
The Council for Opportunity in Education, in collaboration with TERC, seeks to advance the understanding of social and cultural factors that increase retention of women of color in computing; and implement and evaluate a mentoring and networking intervention for undergraduate women of color based on the project's research findings. Computing is unique because it ranks as one of the STEM fields that are least populated by women of color, and because while representation of women of color is increasing in nearly every other STEM field, it is currently decreasing in computing - even as national job prospects in technology fields increase. The project staff will conduct an extensive study of programs that have successfully served women of color in the computing fields and will conduct formal interviews with 15 professional women of color who have thrived in computing to learn about their educational strategies. Based on those findings, the project staff will develop and assess a small-scale intervention that will be modeled on the practices of mentoring and networking which have been established as effective among women of color who are students of STEM disciplines. By partnering with Broadening Participation in Computing Alliances and local and national organizations dedicated to diversifying computing, project staff will identify both women of color undergraduates to participate in the intervention and professionals who can serve as mentors to the undergraduates in the intervention phase of the project. Assisting the researchers will be a distinguished Advisory Board that provides expertise in broadening the representation of women of color in STEM education. The external evaluator will provide formative and summative assessments of the project's case study data and narratives data using methods of study analysis and narrative inquiry and will lead the formative and summative evaluation of the intervention using a mixed methods approach. The intervention evaluation will focus on three variables: 1) students' attitudes toward computer science, 2) their persistence in computer science and 3) their participant attitudes toward, and experiences in, the intervention.

This project extends the PIs' previous NSF-funded work on factors that impact the success of women of color in STEM. The project will contribute an improved understanding of the complex challenges that women of color encounter in computing. It will also illuminate individual and programmatic strategies that enable them to participate more fully and in greater numbers. The ultimate broader impact of the project should be a proven, scalable model for reversing the downward trend in the rates at which women of color earn bachelor's degrees in computer science.
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TEAM MEMBERS: Apriel Hodari Maria Ong
resource project Informal/Formal Connections
This research extends the investigator's prior NSF supported work to develop theoretical and empirical understanding of the double bind faced by women of color in STEM fields. That is, their race and gender present dual dilemmas as they move through STEM educational and career paths. The proposed study will identify gaps in our understanding, and identify some of the methodological problems associated with answering outstanding questions about the double bind. The major research question is: What strategies work to enable women of color to achieve higher levels of advancement in STEM academia and professions? The goal is to bring a clearer understanding of the issues which confront women of color as they pursue study of science and engineering, and what factors influence whether they leave or remain in STEM.

The work will employ a highly structured narrative analysis process to identify and quantify factors that have been successful in broadening the participation of minority women in STEM. The research design involves two separate tracks of work: 1) to conduct narrative analysis of primary documents associated with women of color in science; and 2) to conduct site visits and interviews to understand features of programs associated with successful support of women of color in undergraduate and graduate education. The first part is designed to inform the second, with the narrative analysis helping to identify features to look for in site visits and to use in development of interview protocols.

This research will focus on individual and programmatic factors that sustain women of color as they confront barriers to their career goals. It examines institutional strategies and support structures that help women of color ultimately to succeed, and social and pedagogic elements that influence their educational experiences. Although women of color have made some progress over the last three decades towards more equitable participation in STEM fields, the major efforts made to address this issue have not produced the desired outcomes; minority women continue to be underrepresented relative to white women and non-minority men. The factors that account for continued lower participation rates are not yet fully understood.

Beyond the Double Bind is designed to transform the intellectual basis for building future programs that will better enable women of color to be successful in STEM. While focused on women of color, the results will ultimately inform strategies and programs to expand the presence of all women and minorities in STEM.
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TEAM MEMBERS: Maria Ong Apriel Hodari
resource research Media and Technology
Kid-focused STEM podcasts have grown in popularity over the years, but the ISE field lacks knowledge of the impact and value of this medium as a means for engaging children and families in science learning and discovery. This research summary shares the results of an exploratory study of the popular children's science podcast, Brains On!, in an effort to being to fill this knowledge gap. ​The research was guided by three overarching research questions: Who is the audience for Brains On! and what are their motivations for listening to children’s science podcasts? How are Brains On
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TEAM MEMBERS: Amy Grack Nelson Choua Her Scott Van Cleave Juan Dominguez-Flores
resource research Media and Technology
The Brains On! exploratory research study was guided by three overarching research questions: Who is the audience for Brains On! and what are their motivations for listening to children’s science podcasts? How are Brains On! listeners using the podcast and engaging with its content? What kinds of impacts does Brains On! have on its audiences? These questions were answered through a three-phase mixed-methods research design. Each phase informed the next, providing additional insights into answering the research questions. Phase 1 was a review of a sample of secondary data in the
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resource research Media and Technology
On October 1, 2015, Oregon Public Broadcasting (OPB) was awarded a 3‑year grant of 2.7 million dollars from the National Science Foundation (NSF) to fund the project Hacking Your Mind (award number 1515520). A major public and social media project, Hacking Your Mind (HYM) planned to engage Americans with the new discoveries being made in the social, behavioral, and economic sciences and the remarkable insights these discoveries offer into how individuals make numerous daily decisions and judgments, as well as the broader impact of this highly personal phenomenon on nearly every aspect of
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TEAM MEMBERS: Chandra Lewis Jean Hiebert Larson Caroline Qureshi
resource research Public Programs
‘Escape rooms’ are a recent cultural phenomena, whereby a group of ‘players’, often friends or colleagues, are ‘locked’ in a room and must solve a series of clues, puzzles, or mysteries in order to ‘escape’. Escape rooms are increasingly appearing in a range of settings, including science centres and museums, libraries and university programmes, but what role can an escape room play in science communication? In this commentary, we explore the emerging literature on escape rooms as well as thoughts from a small number of escape room creators in the U.S. and U.K.
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TEAM MEMBERS: Clare Wilkinson Hannah Little