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
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.
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 TrawickJohn HaynesTriscia HendricksonTerry Mills