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resource project Public Programs
While there is a growing commitment in ISL to broadening participation in STEM, genuine diversity cannot be attained if current efforts continue to revolve around a dominant paradigm. This research synthesis project will review, summarize, and interpret existing research and knowledge on non-Western STEM knowledge, worldviews, and ways of knowing.
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TEAM MEMBERS: Isabel Hawkins Hsin-Yi Chien Anne Holmes Verónica García-Luis Melissa Cuevas
resource project Public Programs
The program was co-created with practitioners and students who are people of color and/or immigrants, representing a range of gender identities and sexual orientations and neurodivergent individuals alongside facilitators that specialize in helping STEM professionals address social inequities. The IDEAL program supports practitioners in developing self-awareness, readiness, agency, and resources to modify their projects with practices that support belonging, equity, and accessibility.
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TEAM MEMBERS: Caren Cooper Russ Schumacher Monica Ramirez-Andreotta Valerie Johnson Chad Wilsey
resource project Public Programs
This REU Site award to TERC, located in Cambridge, MA, will support the training of eight students for ten weeks during the summers of 2023-2025. Students will perform research in the field of informal STEM education. Their projects will have a theme of advancing social justice and equity.
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TEAM MEMBERS: Stephen Alkins Maria Ong
resource project Public Programs
Stark inequities evident in the low representation of Black women in Science, Technology, Engineering, Mathematics, and Medicine (STEMM) careers persist despite considerable investment in the diversification of the education-to-workplace STEMM pipeline. College participation rates of Black women measure 4-5% of all degrees in biological and physical sciences, 2-3% of degrees in computer science and math, and roughly 1% in engineering. Ultimately, Black women make up only 2.5% of the workforce in STEMM-related fields, indicating that they chronically experience stalled professional advancement. Because there are so few longitudinal studies in either formal or informal settings, educators and researchers lack critical insights into why BA/BS credentialed Black women drop out of STEMM careers at high rates upon entering the workforce. This Research in Service to Practice project will conduct a longitudinal examination of key professional outcomes and life trajectories among adult Black women who enrolled Women in Natural Sciences (WINS), a 40-year-old out-of-school time (OST) high school STEM enrichment program. Prior research on WINS documents that alumnae outperform national averages on all metrics related to STEMM advancement up through college graduation. This study will test the hypothesis that such success continues for these cohorts as they pursue life goals and navigate the workforce. Findings from this study will promote the progress of science, pivotal to NSF’s mission as the project builds knowledge about supportive and frustrating factors for Black women in STEMM careers. Strategic impact lies in the novel participant-centered research methods that amplify Black women’s voices and increase both accuracy and equity in informal STEM learning research.

This research probes the experiences of Black women at a critical phase of their workforce participation when BS/BA credentialed WINS alumnae establish their careers (ages 26-46). The team will conduct a longitudinal comparative case study of outcomes and life trajectories among 20 years of WINS cohorts (1995-2015). Research questions include (1) What do the life-journey narratives of WINS alumnae in adulthood reveal about influential factors in the socio-cultural ecological systems of Black women in STEMM? (2) What are the long-term outcomes among WINS women regarding education, STEMM and other careers, socio-economic status, and STEMM self-efficacy and interest? How do these vary? (3) What salient program elements in WINS are highlighted in alumnae narratives as relevant to Black women’s experiences in adulthood? How do these associations vary? (4) How do selected outcomes (stated in RQ2) and life story narratives among non-enrolled applicants compare to program alumnae? and (5) How do salient components in the WINS program associate with socio-cultural factors in regard to Black women’s careers and other life goals? Participants include 100 Black WINS alumnae as an intervention group and a matched comparison group of 100 Black women who successfully applied to the WINS program but did not or could not enroll. Measurable life outcomes and life trajectory narratives with maps of experiences from both groups will be studied via a convergent mixed methods design inclusive of quantitative and qualitative analyses. Comparisons of outcomes and trajectories will be made between the study groups. Further, associations between alumnae’s long-term outcomes and how they correlate their WINS experiences with other socio-cultural factors in their lives will be identified. It is anticipated that findings will challenge extant knowledge and pinpoint the most effective characteristics of and appropriate measures for studying lasting impacts of OST STEMM programs for Black women and girls. The project is positioned to contribute substantially to national efforts to increase participation of Black women in STEMM.
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TEAM MEMBERS: Ayana Allen-Handy Jacqueline Genovesi Loni Tabb
resource project Public Programs
Science identity has been shown to be a necessary precondition to academic success and persistence in science trajectories. Further, science identities are formed, in large part, due to the kinds of access, real or perceived, that (racialized) learners have to science spaces. For Black and Latinx youth, in particular, mainstream ideas of science as a discipline and as a culture in the US recognize and support certain learners and marginalize others. Without developing identities as learners who can do science, or can become future scientists, these young people are not likely to pursue careers in any scientific field. There are demonstrable links between positive science identities and the material and social resources provided by particular places. Thus, whether young people can see themselves as scientists, or even feel that they have access to science practices, also depends on where they are learning it. The overarching goal of this project is to broaden participation of Black and Latinx youth in science by deepening our understanding of both science identities and how science learning spaces may be better designed to support the development of positive science identities of these learners. By deepening the field’s knowledge of how science learning spaces shape science identities, science educators can design more equitable learning spaces that leverage the spatial aspects of program location, culturally relevant curriculum, and participants’ lived experiences. A more expansive understanding of positive science identities allows educators to recognize these in Black and Latinx learners, and direct their continued science engagements accordingly, as positive identities lead to greater persistence in science. This project is a collaboration between researchers at New York University and those at a New York City informal science organization, BioBus. It is funded by the Advancing Informal STEM Learning (AISL) Program which seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments.

This participatory design research project will compare three different formats, in different settings, of afterschool science programming for middle schoolers: one located in a lab space on the campus of a nearby university, one located in the public middle school building of participating students, and one aboard a mobile science lab. For purposes of this study, the construct of “setting” refers to the dimensions of geographic location, built physical environment, and material resources. Setting is not static, but instead social and relational: it is dynamically (co)constructed and experienced in activity by individuals and in interaction by groups of individuals. Therefore, the three BioBus programming types allow for productive comparison not only because of their different geographic locations, built environments, and material resources (e.g., scientific tools), but also the existing relationships learners may have with these places, as well as the instructional designs and pedagogical practices that BioBus teaching scientists use in each. This project uses a design-based research approach to answer the following research questions: (1) How do the settings of science learning shape science identity development? What are different positive science identities that may emerge from these relationships? And (2) What are ways to leverage different spatial aspects of informal science programming and instruction to support positive science identities? The study uses ethnographic and micro-analytic methods to develop better understandings of the relationships between setting and science identity development, uncover a broad range of types of positive science identities taken up by our Black and Latinx students, and inform informal science education to design for and leverage spatial aspects of programming and instruction. Findings will contribute to a systematic knowledge base bringing together spatial aspects of informal science education and science identity and identity development, and provide new tools for informal science educators, including design principles for incorporating spatial factors into program and lesson planning.
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TEAM MEMBERS: Jasmine Ma Latasha Wright Roya Heydari
resource project Media and Technology
Despite decades of policies and programs meant to increase the representation of girls and women in science, technology, engineering, and mathematics (STEM), girls and women of color still represent a much smaller percent of the STEM workforce than they do in the US population. This lack of representation is preventing the US STEM workforce from reaching its true potential. Intersecting inequalities of gender, race, ethnicity, and class, along with stereotypes associated with who is successful in STEM (i.e., White men), lead to perceptions that they do not belong and may not succeed in STEM. Ultimately, these issues hinder girls’ STEM identity development (i.e., sense of belonging and future success), lead to a crisis of representation for women of color and have compounding impacts on the STEM workforce. Research suggests there are positive impacts of in-person STEM learning after-school and out-of-school time programs on girls’ sense of belonging. The increasing need for online learning initiated by the COVID-19 pandemic means it is vital to investigate girls’ STEM identity development within an online community. Thus, the project will refine and test approaches in online learning communities to make a valuable impact on the STEM identity development of girls of color by 1) training educators and role models on exemplary approaches for STEM identity development; 2) implementing a collaborative, girl-focused Brite Online Learning Community that brings together 400 girls ages 13-16 from a minimum of 10 sites across the United States; and 3) researching the impact of the three core approaches -- community building, authentic and competence-demonstrating hands-on activities, and interactive learning with women role models -- on participating girls’ STEM identities in online settings.

The mixed methods study is guided by guided by Carlone & Johnson’s model of STEM identity involving four constructs: competence, performance, recognition, and sense of belonging. Data collection sources for the quantitative portion of the project include pre- and post-surveys, while qualitative data sources will be collected from six case study sites and will include observations, focus group interviews with girls, artifacts created by girls and educators, educator interviews, and open-ended survey responses. This approach will enable the research team to determine how and the extent to which the Brite Online Learning Community influences STEM identity constructs, interpreting which practices lead to meaningful outcomes that can be linked to the development of STEM identity for participating girls in an online environment. The products of this work will include research-based, tested Brite Practices and a toolkit for fostering girls’ interest, identification, and long-term participation in STEM. The resulting products will increase the reach of informal STEM education programming to girls of color across the nation as online spaces can reach more girls, potentially increasing the representation of women of color in the STEM workforce.
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TEAM MEMBERS: Roxanne Hughes Karen Peterson Abimbola Olukeye Qian Zhang
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 Public Programs
Mathematizing, Visualizing, and Power (MVP): Appalachian Youth Becoming Data Artists for Community Learning is a three-year Advancing Informal STEM Learning, Innovations and Development, project that focuses on community-centered data exploration catalyzed by youth. The project develops statistical artistry among young people in East Tennessee Appalachian communities and enables these youth to share their data visualizations with their communities to foster collective reflection and understanding. The creative work generated by the MVP project will be compelling in two ways, both as statistical art and as powerful statements giving voice to the experience of communities. Critical aspects of the MVP model include (1) youth learning sessions that position youth as owners of data and producers of knowledge and (2) Community Learning Events that support community learning as youth learning occurs. The MVP project has a primary focus on broadening the STEM participation of underrepresented communities of Appalachia. The project’s mission is to increase the learning and life outcomes of young people and communities of Appalachia by creating a meaningful foundation of data science and collective data exploration. The University of Tennessee partners with Pellissippi State Community College, Drexel University, and the Boys & Girls Club of the Tennessee Valley to bring together a convergent team of community members, practitioners, and professionals, with the expertise to carry out the project. The project will impact approximately 120 youth and 3800 of their East Tennessee community members. The research generated will inform how to engage community members in learning about community issues through the exploration of datasets relevant to participants.

The field of STEM education is in urgent need of knowledge about effective models to inspire community-based data exploration with young people as leaders in these efforts. The MVP project includes engaging youth with meaningful problems, building a discourse community with possibilities for action, re-positioning youth as knowledge producers within their own communities, leveraging linguistic and cultural resources of the youth participants and their communities, and implementing critical events that support substantial interaction between youth, community members, and the data visualizations. MVP builds on the idea that the design of data visualizations requires an understanding of both data science and artistic design. Research will inform the model of community engagement, examine data artists’ identities, and document community learning. The MVP model will be designed, developed, tested, and refined through three cycles of design-based research. The overarching research question guiding these cycles is: What affordances (and delimitations) related to identity and learning does the model provide for MVP Youth and community members? Data sources for the project include: fieldnotes, portfolios created by MVP Youth, youth pre/post interviews, observations of the learning sessions, a project documentary, surveys for youth and community members, interviews with community members, and audience feedback. The National Institute for STEM Evaluation and Research (NISER) will provide formative and summative evaluation about project activities. Formative feedback will be integrated into the ongoing research cycles. The research conducted will inform (1) the community learning model; (2) the integrated pedagogy and curriculum of the MVP Youth learning sessions that emphasize data science through design arts; and, (3) research on community learning and youth identity. Findings will be shared through conferences, academic and practitioner-focused journals, a video documentary, a Summit on Engaging Youth and Communities in Data, and a project website.
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TEAM MEMBERS: Lynn Hodge Elizabeth Dyer Joy Bertling Carlye Clark
resource project Professional Development, Conferences, and Networks
Developing solutions to large-scale collective problems -- such as resilience to environmental challenges -- requires scientifically literate communities. However, the predominant conception of scientific literacy has focused on individuals, and there is not consensus as to what community level scientific literacy is or how to measure it. Thus, a 2016 National Academies of Sciences, Engineering, and Medicine report, “Science Literacy: Concepts, Contexts, and Consequences,” stated that community level scientific literacy is undertheorized and understudied. More specifically, the committee recommended that research is needed to understand both the i) contexts (e.g., a community’s physical and social setting) and ii) features of community organization (e.g., relationships within the community) that support community level science literacy and influence successful group action. This CAREER award responds to this nationally identified need by iteratively refining a model to conceptualize and measure community level scientific literacy. The model and metrics developed in this project may be applied to a wide range of topics (e.g., vaccination, pandemic response, genetically-modified foods, pollution control, and land-use decisions) to improve a community’s capacity to make scientifically-sound collective decisions. This CAREER award is funded by the Advancing Informal STEM Learning (AISL) and the EHR CORE Research (ECR) programs. It supports the AISL program goals to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments. It supports the ECR program goal to advance relevant research knowledge pertaining to STEM learning and learning environments.

The proposed research will conceptualize, operationalize, and measure community level scientific literacy. This project will use a comparative multiple case study research design. Three coastal communities, faced with the need to make scientifically-informed land-use decisions, will be studied sequentially. A convergent mixed methods design will be employed, in which qualitative and quantitative data collection and analyses are performed concurrently. To describe the i) context of each community case, this project will use qualitative research methods, including document analysis, observation, focus groups, and interviews. To measure the ii) features of community organization for each community case, social network analysis will be used. The results from this research will be disseminated throughout and at the culmination of the project through professional publications and conference presentations as well as with community stakeholders and the general public. The integrated education activities include a professional learning certificate for informal science education professionals and STEM graduate students. This certificate emphasizes high-quality community-engaged scholarship, placing students with partners such as museums, farmer’s markets, and libraries, to offer informal learning programs in their communities. This professional learning program will be tested as a model to provide training for STEM graduate students who would like to communicate their research to the public through outreach and extension activities.
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TEAM MEMBERS: K.C. Busch
resource project Exhibitions
This award is funded in whole or in part under the American Rescue Plan Act of 2021 (Public Law 117-2).

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

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

This Research in Service to Practice project is supported by the Advancing Informal STEM Learning (AISL) program.
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TEAM MEMBERS: Kelly Riedinger Lauren Weaver Amy Rutherford
resource project Public Programs
Although approximately one-quarter of U.S. students reside in rural communities, rural youth are fifty percent less likely to receive and engage in out-of-school STEM experiences than their urban counterparts. In addition, there has been significantly more investment in understanding and improving informal experiences in urban settings than in rural settings. As a result, there is less known about the characteristics of learning ecosystems and programs that support STEM learning for youth in informal contexts within rural communities. This Research in Service to Practice project aims to address this challenge by exploring the feasibility of a culturally relevant and sustaining STEM program designed specifically for rural youth and their families. Parents and caregivers play a critical role in fostering youths’ interests and persistence in STEM through their own engagement and by connecting them to STEM opportunities and STEM-related fields and career pathways. Through a partnership between the High Desert Museum in Oregon, the Institute for Learning Innovation, Maine Mathematics and Science Alliance, JKS Consulting, and three informal science education institutions, a year-long series of STEM-based workshops and experiences for youth and their families will be co-designed by members of the rural community, informal STEM educators, and STEM professionals and implemented within the rural communities of the participating informal science education institutions—Caddo Mounds State Historic Site Weeping Mary (TX), High Desert Museum (OR), Oregon Coast Aquarium, and The Wild Center (NY). Each series will reflect the cultural knowledge, connections, and resources specific to each rural community. In addition, the informal STEM educators and STEM professionals will receive training on facilitating the culturally sustaining workshops and experiences. Researchers at the Institution for Learning Innovation and the Maine Mathematics and Science Alliance together with the evaluator at JKS Consulting will employ a collaborative design-based research approach to identify and study the STEM learning practices and supports that occur within the program to promote youths’ interests and persistence in STEM. The findings will offer evidence-based insights to the field on how to better engage, reflect, and provide opportunities for diverse rural communities. Ultimately, this research has the potential to advance the current understanding thereby, strengthening rural STEM learning ecosystems and broadening STEM participation among youth in rural communities.

Over a four-year project duration, a collaborative design-based research approach will be employed to address the following research questions: (1) How does culturally sustaining informal STEM programming for families in rural communities contribute to increases in youth STEM persistence? (1a) How might this vary in relation to family and community factors? (2) How does culturally sustaining informal family STEM programming increase community connectivity between STEM-related resources and institutions across informal and formal learning contexts in rural communities leading to a more robust and inclusive STEM learning ecosystem? (2a) To what extent do participating families, informal STEM educators, STEM professionals, and community partners each play a role in increasing this connectivity? The research sample will include 300 families with youth ages 8-11, informal science educators, and STEM professionals across all four sites. Surveys, interviews and observations will be the primary data sources. Analysis of Variance and simple descriptive statistical analysis will be used to analyze the quantitative data. The qualitative data will be analyzed using thematic coding through NVivo. In addition, to complement the research data, JKS Consulting will conduct the formative and summative evaluations of the project to hone effective practices for training informal science learning practitioners in developing and implementing place-based, inquiry-based family learning in rural communities and effective and sustainable practices for engaging rural families in place-based STEM. Findings from the research will be made available and widely distributed in publications, conference presentations, and a multi-part Research to Practice Toolkit designed for parents and caregivers, informal science educators, STEM professionals, and the informal education field at large.

This Research in Service to Practice project is funded by the Advancing Informal STEM Learning (AISL) program.
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TEAM MEMBERS: Christina Cid Scott Byrd Deborah Siegel
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