This project seeks to apply explainable artificial intelligence to the challenge of personalizing training for adult citizen scientists. The approach will be developed in the context of the Native Bee Watch (NBW) biodiversity monitoring project that began in 2016 at Colorado State University.
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TEAM MEMBERS:
Sarath SreedharanNikhil KrishnaswamyJill ZarestkyNathaniel Blanchard
This project aims to (1) advance understanding of sociotechnical ecosystems involving AI to support diasporic urban farming; (2) collaboratively develop AI-based technologies that better integrates and sustains technological gains with diasporic knowledge, and (3) systematically assess the impact of AI-based farming technologies on diasporic communities and industrial partners.
Structural inequities contribute to the disproportionate incarceration of Black and African American women, as well as women from the working class. This project will work toward redressing these inequities through developing and researching an ecosystem designed to support formerly incarcerated women's transition into careers that require technology-based skills or computational thinking.
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-HandyJacqueline GenovesiLoni Tabb
Few people realize that the largest part of our planet’s biosphere remains virtually unexplored and unknown. This enormous habitat, accounting for an area of 116 million square miles or the equivalent size of roughly 30 times the area of the United States, is the abyssal zone of the deep ocean. The abyssal sea floor, at about 6000 ft., contains more than four times as much habitat for animal life as all of the dry mountains, forests, deserts, plains and jungles combined. Microscopic larvae in the deep ocean, are essential for the renewal and replenishment of life and they repopulate areas damaged by human activities such as mining and trawling, and they make marine protected areas both feasible and important. The National Science Foundation has funded intensive studies of oceanography related to larval recruitment for decades. However, findings from this large NSF investment of personnel, technology and funding have never been widely presented to the public. This project proposes to remedy this by developing a 40 minute giant screen film to be shown in science centers across the country, supported by virtual reality and augmented reality learning tools. The film will cover select deep ocean science expeditions using the deep-sea vehicles Alvin and ROV Jason. Content will include elements of the research process, activities related to the design and operation of deep-sea vehicles as well as interviews with scientists and technologists. The companion activities, Deep-Ocean Pilot (a VR-360° viewing station) and Plankton Quest (an AR biology treasure hunt) will extend the audience experience of the deep ocean out of the giant screen theater and into the surrounding museum environment. The website and social media will extend awareness and resources into homes. The project will be appropriate for a broad general audience, with particular appeal for the target audience of women and girls (ages 7-20). The larval biologist team is led by the PI at the University of Oregon, in collaboration with scientists from North Carolina State University, Western Washington University and the University of Rhode Island. Several young women scientists will be featured in the film providing role models. The production company, Stephen Low Productions, Inc. will use the latest technology on the Alvin and other cinematic tools to capture the visual images in the abyss. Collaborating museums will participate in the development and implementation of the Virtual and Augmented Reality learning tools as well as showing the film in their theaters.
Broader impact project goals include 1) Advancing public awareness of the abyssal ocean, the role of microscopic larvae, and what scientists are learning from expeditions that use deep submergence technologies; 2) Introducing public audiences and young women specifically to the wide range of STEM-related occupations encompassed in the field of ocean exploration and research; and 3) Advancing STEM learning research and practice in the area of immersive media in conveying STEM concepts and enhancing audience identification with STEM. Oregon State University’s STEM Research Center will build new knowledge by conducting formative and summative evaluation of the film and its associated support products (e.g., Virtual and augmented reality activities, website resources), addressing the following evaluation questions: 1)What do audiences take away from their experience in terms of fascination/interest, awareness and understanding related to ocean science exploration? 2) To what degree does the film alone or in combination with supplemental experiences trigger career awareness in girls and young women, and youth of racial/ethnic backgrounds? 3) To what degree do immersive experiences (a sense of “being there”) contribute to learning from the film? 4) How enduring are outcomes with audiences past the onsite immediate experience? Formative evaluation will be designed as ongoing improvement informed by empirical evidence in which evaluators work with team members to answer decision-relevant questions in a timely and project-focused way. The summative evaluation will be structured as an effectiveness study using mixed methods and ascertaining whether key programmatic outcomes have been reached and the degree to which particular program elements will have contributed to the results.
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TEAM MEMBERS:
Craig YoungAlexander LowStephen LowGeorge von DassowTrish Mace
Data is increasingly important in all aspects of people’s lives, from the day-to-day, to careers and to civic engagement. Preparing youth to use data to answer questions and solve problems empowers them to participate in society as informed citizens and opens doors to 21st century career opportunities. Ensuring equitable representation in data literacy and data science careers is critical. For many girls underrepresented in STEM, developing a "data science identity" requires personally meaningful experiences working with data. This project aims to promote middle school-aged girls’ interest and aspirations in data science through an identity-aligned, social game-based learning approach. The goals are to create a more diverse and inclusive generation of data scientists who see data as a resource and who are equipped with the skills and dispositions necessary to work with data in order to solve practical problems. The research team will run 10 social clubs and 10 data science clubs mentored by women in data science recruited through the University of Miami’s Institute for Data Science and Computing. Participants will be 250 middle school-aged girls recruited in Miami, FL, and Yolo County, CA, through local and national girls’ organizations. Youth will participate in a data science club and will learn key data science concepts and skills, including data structures, storage, exploration, analysis, and visualization. These concepts will be learned from working with their own data collected in personally meaningful ways in addition to working with data collected by others in the same social game eco-system. The project will also develop facilitator materials to allow adult volunteers to create game-based informal data science learning experiences for youth in their areas. 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 and is co-funded by the Innovative Technology Experiences for Students and Teachers (ITEST), which seeks to engage underrepresented students in technology-rich learning environments, including skills in data literacy, and increase students’ knowledge and interest in information and communication technology (ICT) careers.
Researchers will focus on two primary research questions: 1) Across gameplay and club experiences, in what ways do participants engage with data to pursue personal or social goals? 2) How do gameplay and club experiences shape girls’ perceptions of data, data science, and their fit with data and data science? The project will use design-based research methods to iteratively design the game and social club experiences. To ensure that uses of data feel personally and socially meaningful to young girls, the virtual world’s goals, narratives, and activities will be co-designed with girls from groups underrepresented in data science. The project will research engagement with game data in two informal, game-based learning scenarios: organic, self-directed, social play club, and structured, adult-facilitated data science clubs. The research will use a combination of quantitative and qualitative methods including surveys, focus groups, interviews, and gameplay and club observations. Project evaluation will determine how gameplay and club experiences impact participants' attitudes toward and interest in data-rich futures. The project holds the potential for broadening participation and promoting interest in data science by blending game-based learning with the rich social and adult mentoring through club participation. The results will be disseminated through conference presentations, scholarly publications, and social media. The game and facilitator materials will be designed for dissemination and made freely available to the public.
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TEAM MEMBERS:
Lisa HardyGary GoldbergerJennifer Kahn
Milwaukee has established itself as a leader in water management and technology, hosting a widely recognized cluster of industrial, governmental, nonprofit, and academic activity focused on freshwater. At the same time, Milwaukee faces a wide range of challenges with freshwater, some unique to the region and others common to cities throughout the country. These challenges include vulnerability to flooding and combined sewer overflows after heavy rainfall, biological and pharmaceutical contamination in surface water, lead in drinking water infrastructure, and inequity in access to beaches and other recreational water amenities. Like other cities, Milwaukee grapples with the challenges global climate change imposes on urban water systems, including changing patterns of precipitation and drought.
These problems are further complicated by Milwaukee's acute racial and economic residential segregation. With a population of approximately 595,000, embedded within a metropolitan area of over 1.5 million, Milwaukee remains one of the country's most segregated cities. There is increasing urgency to engage the public--and especially those who are most vulnerable to environmental impacts--more deeply in the stewardship of urban water and in the task of creating sustainable urban futures. The primary goal of this four-year project is to foster community-engaged learning and environmental stewardship by developing a framework that integrates art with Science, Technology, Engineering, and Mathematics (STEM) experiences along with geography, water management, and social science. Synergies between STEM learning and the arts suggest that collaborations among artists, scientists, and communities can open ways to bring informal learning about the science of sustainability to communities.
WaterMarks provides an artist generated conceptual framework developed by Mary Miss / City as Living Laboratory (CALL) to help people better understand their relationship to the water systems and infrastructure that support their lives. Project activities include artist/scientist/community member-led Walks, which are designed to engage intergenerational participants both from the neighborhoods and from across the city, in considering the conditions, characteristics, histories, and ecosystems of neighborhoods. Walks are expanded upon in Workshops with residents, local scientists/experts, and other stakeholders, and include exploring current water-related environmental challenges and proposing solutions. The Workshops draw on diverse perspectives, including lived experience, scientific knowledge, and policy expertise. Art projects created by local artists amplify community engagement with the topics, including programming for teens and young adults. Free Wi-Fi will be integrated into various Marker sites around the city providing access to online, self-guided learning opportunities exploring the water systems and issues facing surrounding neighborhoods. Current programming focuses primarily on Milwaukee's predominantly African American near North Side and the predominantly Latinx/Hispanic near South Side. Many neighborhoods in these sections are vulnerable to such problems as frequent flooding, lead contamination in drinking water, inequities in safety and maintenance of green space, and less access to Lake Michigan, the city's primary natural resource and recreational amenity.
The WaterMarks project advances informal STEM learning in at least two ways. First, while the WaterMarks project is designed to fit Milwaukee, the project includes the development of an Adaptable Model Guide. The Guide is designed so that other cities can modify and employ its inclusive structure, programming, and process of collaboration among artists, scientists, partner organizations, and residents to promote citywide civic engagement in urban sustainability through the combination of informal STEM learning and public art. The Guide will be developed by a Community-University Working Group (CULab) hosted by UW-Milwaukee's Center for Community-Based Learning, Leadership, and Research and made up of diverse community and campus-wide stakeholders. In addition to overseeing the Guide’s creation, CULab will conceptualize onboarding and mentorship strategies for new participants as well as a framework for the program’s expansion and sustainability.
Second, through evaluation and research, the project will build a theoretical model for the relationships among science learning, engagement with the arts, and the distinctive contexts of different neighborhoods within an urban social-ecological system. The evaluation team, COSI’s Center for Research and Evaluation, and led by Co-PI Donnelly Hayde, aims to conduct formative, summative, and process evaluation of the Watermarks project, with the additional goal of producing evaluative research findings that can contribute to the broader field of informal learning. Evaluation foci include: How does the implementation of WaterMarks support positive outcomes for the project’s communities and the development of an adaptable model for city-scale informal science learning about urban environments? 2. To what extent do the type and degree of outcome-related change experienced by participating community residents vary across and/or between project sites? What factors, if any, appear to be linked to these changes? 3. To what extent and in what ways do the activities of the WaterMarks projects appear to have in situ effects related to the experience of place at project sites?
The project’s research team led by PI Ryan Holifield and Co-PI Woonsup Choi, will investigate how visual artistic activities introduced by the programming team as part of the Walks (and potentially other engagement activities) interact with personal, sociocultural, and physical contexts to produce distinctive experiences and outcomes of informal science learning about urban water systems. The aim of the research will be to synthesize the results from the different WaterMarks sites into an analysis generalizable beyond specific neighborhoods and applicable to other cities. The project's research questions include: 1. How does participation in Walks focused on visual artistic activities affect outcomes and experiences of informal STEM learning about urban water systems? 2. How do outcomes and experiences of informal STEM learning vary across different urban water topics, participants from different demographic groups, and contrasting sociocultural and biophysical contexts?
This Innovations in Development project is led by the University of Wisconsin-Milwaukee (UWM), in collaboration with City as Living Laboratory (CALL) and the COSI Center for Research and Evaluation.
Creating science education that can contribute to cultivating just, culturally thriving, and sustainable worlds is an important issue of our time. Indigenous peoples have persistently been under-represented in science reproducing inequalities in a myriad of ways from educational attainment, participation in and contributing to innovations in foundational knowledge, to effective policy making that upholds and respects Indigenous sovereignty. The development of models of science education that attend to intersections of knowledge and development, socio-scientific decision-making and civic leadership, and the complexities and contradictions of these realities, is imperative. This five-year Innovations in Development project broadens participation and strengthens infrastructure and capacity for Indigenous learners to meet, adapt to, and lead change in relation to the socio-ecological challenges of the 21st century. The project engages multi-sited community-based design studies to develop and research the impacts of Indigenous informal field-based science education with three Indigenous leadership communities from the Pacific Northwest and the Great Lakes. This project will have broader impacts through model development, building infrastructure to transform the capacity of informal field-based science education, and will produce cutting edge foundational knowledge about pressing 21st century issues with a particular focus on Indigenous communities. The project increases Indigenous participation in research through 1) engagement of Indigenous community members as research assistants, 2) training of Indigenous graduate fellows, and post-doctoral fellows, and 3) supporting the careers of more junior Indigenous scholars.
This research seeks to identify key design features of an Indigenous field (land/water) based model of science education and to understand how learners’ and educators’ reasoning, deliberation, decision-making, and leadership about complex socio-ecological systems and community change evolve in such learning environments. The project also examines key aspects of co-design and partnership with Tribal communities and how these methods of co-production of new science enable new capacities for systems transformation. This multi-layered project is organized through 3 panels of studies including: Panel 1) community-based design experiments to develop and refine a model of Indigenous informal science education; Panel 2) co-design and implementation of professional learning programs for Indigenous informal science education; and Panel 3) foundational studies in cognition and learning with respect to socio-ecological systems thinking and the impact on learning and instructional practices. Of particular importance in this research is the rigorous development and articulation of effective pedagogical practices and orientations. More broadly, findings will have clear implications for theories of cognitive development, deliberation and environmental decision making and especially those pertaining to how knowledge is shaped by culture and experience.
This project is funded by the Advancing Informal STEM Learning (AISL) program.
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TEAM MEMBERS:
Filiberto Barajas-LopezAnna LeesMegan BangAnna LeesFiliberto Barajas-Lopez
As part of its overall strategy to enhance learning in informal environments, the Advancing Informal STEM Learning (AISL) program seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments. This includes providing multiple pathways for broadening access to and engagement in STEM learning experiences, advancing innovative research on and assessment of STEM learning in informal environments, and developing understandings of deeper learning by participants. The project aims to understand ways to empower Latinx families (adult caregivers) to feel confident in their ability to support their middle school-aged girls in science and engineering activities. The project involves seven weeks of family programming around rockets or urban farming, as well as separate conversation groups for adult family members and girls. The project is relevant for several reasons: females and Latinx individuals are both underrepresented in science, technology, engineering, and math (STEM) coursework and careers; girls tend to lose interest in STEM by middle school age; and adult family members may have an impact on their children's attitudes and interests. The project partners with school districts and nonprofit organizations in Arizona and California.
This multidisciplinary project's priority is broadening participation, with a focus on increasing Latina girls' science and engineering interests through Family Project-Based Learning Activities, Conversation Groups, and a cultivated Community of Learners. It is based on the frameworks of Social Cognitive Career Theory and Community Cultural Wealth. The project aims to empower families (adult caregivers) to feel confident in their ability to support their daughters in science and engineering activities, which is often low especially among Latinx parents. The project will develop and evaluate two out-of-school enrichment methods for aiding families in encouraging and supporting their daughters in science: Family Problem-Based Learning Activities, which focus on rockets and urban farming, and Conversation Groups, which provide information and discussion for separate groups of parents and girls. A series of pilot studies will be conducted with 80 families to iteratively evaluate and improve the materials and procedure prior to the main study with 180 families, featuring a factorial design with a control group.
The materials developed and research findings may inform similar projects, especially those for students from culturally and linguistically diverse backgrounds and projects seeking to enhance the role of families in learning. The hypothesis guiding the project is that the greatest gains will be produced with the synergistic combination of enrichment methods. Another component that can potentially have broad impact is working to create environments where Community Cultural Wealth is recognized and enhanced through interactions of different families, creating Communities of Learners. This can inform projects that recognize the importance of community and/or that seek to use culture as an asset. The proposed study will engage three geographically distributed universities and several community partners. It will also provide university students and community leaders opportunities for work on instructional design, implementation, and research. The team will disseminate their findings and methods through multiple avenues to reach researchers, parents, leaders, curators, and educators in informal and K-12 settings.
This Research in Service to Practice 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:
Katherine Short-MeyersonPeter RilleroPeter MeyersonMargarita Jimenez-SilvaChristopher Edwards
As new technologies continue to dominate the world, access to and participation in science, technology, engineering, mathematics (STEM), and computing has become a critical focus of education research, practice, and policy. This issue is exceptionally relevant for American Indians, who remain underrepresented as only 0.2% of the STEM workforce, even though they make up 2% of the U.S. population. In response to this need, this Faculty Early Career Development Program (CAREER) project takes a community-driven design approach, a collaborative design process in which Indigenous partners maintain sovereignty as designers, to collaboratively create three place-based storytelling experiences, stories told in historical and cultural places through location-based media. The place-based storytelling experiences will be digital installations at three culturally, politically, and historically significant sites in the local community where the public can engage with Indigenous science. The work is being done in partnership with the Northwestern Band of the Shoshone Nation (NWBSN).
The principal investigator and the NWBSN will investigate: (a) what are effective strategies and processes to conduct community-driven design with Indigenous partners?; (b) how does designing place-based storytelling experiences develop tribal members' design, technical, and computational skills?; (c) how does designing these experiences impact tribal members' scientific, technological, and cultural identities? The goals are to establish a process of community-driven design, build infrastructure to support this process, and understand how this methodological approach can result in culturally-appropriate ways to engage with science through technology. The principal investigator will work with the tribe to complete three intergenerational design cycles (a design cycle is made up of multiple design iterations). Each design cycle will result in one place-based storytelling experience. The goal is to include roughly 15 youth (ages 6-18), 10 Elders, and 10 other community members (i.e. members ages 18-50, likely parents) in each design cycle (35 tribal members total). Some designers are likely to participate in multiple design cycles. The tribe currently has 48 youth ages 6-18 and the project aims to engage at least 30 across all three design cycles. Over four years of designing three different experiences, the NWBSN aims to recruit at least 100 tribal members (just under 20% of the tribe) to make contributions (as designers, storytellers, or to provide cultural artifacts or design feedback).
This CAREER award 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 includes providing multiple pathways for broadening access to and engagement in STEM learning experiences.
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.
American Indian and Alaska Native communities continue to disproportionately face significant environmental challenges and concerns as a predominately place-based people whose health, culture, community, and livelihood are often directly linked to the state of their local environment. With increasing threats to Native lands and traditions, there is an urgent need to promote ecological sustainability awareness and opportunities among all stakeholders within and beyond the impacted areas. This is especially true among the dozens of tribes and over 50,000 members of the Coast Salish Nations in the Pacific Northwest United States. The youth within these communities are particularly vulnerable. This Innovations in Development project endeavors to address this serious concern by implementing a multidimensional, multigenerational model aimed at intersecting traditional ecological knowledge with contemporary knowledge to promote: (a) environmental sustainability awareness, (b) increased STEM knowledge and skills across various scientific domains, and (c) STEM fields and workforce opportunities within Coast Salish communities. Building on results from a prior pilot study, the project will be grounded on eight guiding principles. These principles will be reflected in all aspects of the project including an innovative, culturally responsive toolkit, curriculum, museum exhibit and programming, workshops, and a newly established community of practice. If successful, this project could provide new insights on effective mechanisms for not only promoting STEM knowledge and skills within informal contexts among Coast Salish communities but also awareness and social change around issues of environmental sustainability in the Pacific Northwest.
Over a five-year period, the project will build upon an extant curriculum and findings codified in a pilot study. Each aspect of the pilot work will be refined to ensure that the model established in this Innovations and Development project is coherent, comprehensive, and replicable. Workshops and internships will prepare up to 200 Coast Salish Nation informal community educators to implement the model within their communities. Over 2,500 Coast Salish Nation and Swinomish youth, adults, educators, and elders are expected to be directly impacted by the workshops, internships, curriculum and online toolkit. Another 300 learners of diverse ages are expected to benefit from portable teaching collections developed by the project. Through a partnership with the Washington State Burke Natural History Museum, an exhibit and museum programming based on the model will be developed and accessible in the Museum, potentially reaching another 35,000 people each year. The project evaluation will assess the extent to which the following expected outcomes are achieved: (a) increased awareness and understanding of Indigenous environmental sustainability challenges; (b) increased skills in developing and implementing education programs through an Indigenous lens; (c) increased interest in and awareness of the environmental sciences and other STEM disciplines and fields; and (d) sustainable relationships among the Coast Salish Nations. A process evaluation will be conducted to formatively monitor and assess the work. A cross cultural team, including a recognized Coast Salish Indigenous evaluator, will lead the summative evaluation. The project team is experienced and led by representatives from the Swinomish Indian Tribal Community, Oregon State University, Garden Raised Bounty, the Center for Lifelong STEM Learning, the Urban Indian Research Institute, Feed Seven Generations, and the Burke Museum of Natural History and Culture.
This project is funded by the National Science Foundation's (NSF's) Advancing Informal STEM Learning (AISL) program, which supports innovative research, approaches, and resources for use in a variety of learning settings.