This project is funded by the Advancing Informal STEM Learning (AISL) program, which seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments.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 will conduct a feasibility study of an informal youth STEM learning program. High school students from under served communities in New York City will use existing historical, cultural and environmental data to investigate selected UNESCO World Heritage sites. Participants will apply the skills and knowledge they have developed from their analysis of the UNESCO sites and apply them to their local communities. Participants will identify, map, and analyze their own community heritage sites, using relevant citizen science, environmental and cultural data. Throughout the program, the project will involve participants in maker-related activities. Participants will design devices to collect data, explore variables through model making, and communicate findings through models and artistic forms with the to spur both individual and community action for selected heritage sites.
The project will be implemented as a 9-month weekly after school program in Long Island City, New York. Most students from the school will be from low-income families and are youth of color. The research the question for the study is "How does access to STEM increase for historically underrepresented youth populations when culturally relevant curriculum connects citizen science and making practices?" During the first phase of the program, participants will engage with core STEM concepts and making/design processes through an engaging curriculum that explores damaged UNESCO World Heritage Sites. During the second phase, youth will identify, map, and plan enhancements for their own community heritage sites or environmental landmarks. A condensed version of the program will be piloted in the summer with youth from across the city. The Educational Development Corporation will conduct a process and summative evaluation of the project. Process evaluation, which will provide ongoing feedback to the project team, will include document review, observation of program implementation, and interviews with project partners. Summative evaluation will continue these methods, supplemented by pre- and post-participation participant surveys and focus-groups. Validated survey instruments, such as the Growth Mindset Scale, and the Common Instrument Suite (PEAR Institute) will be used. Resources from research and program practices will be disseminated through publications and conference presentations to the education research community, global learning and design fields, and practitioners from after school and other informal learning environments. Participants will share project results with their communities.
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.
Water is an essential, basic need. It is the sustenance for living organisms. For many Native American communities, like the Ojibwe tribes of Minnesota, water is a sacred valuable life source that permeates all aspects of their culture. In these communities, water stories are often used to communicate the value and impact of water on their lives and the lives of others. These stories signal geohydrologic, sociocultural, and sociopolitical societal shifts over time. This pilot study will explore the feasibility of using Native water stories and informal learning experiences to bring water science and issues of water sustainability to youth and public audiences. A significant outcome of the pilot will be a youth-museum-educator co-created public planetarium show and program based on the water stories collected and archived. This approach is particularly novel. It provides an entry into STEM through a dynamic, multimedia context that typically does not engage youth as co-creators of the experiences. Water Values will give voice and a public platform to youth and their communities to elevate ecological issues that are relevant and timely within their own communities. It will also promote scientific discourse through field experiences, interactions with scientists and STEM professions, and community leadership development. Further, this pilot will also test a reciprocal relationship model among its partners. Analogous feasibility research to the Water Values pilot does not exist in the current NSF portfolio. Therefore, the project will not only contribute to the emerging literature base on the intersectionality of STEM, storytelling and Native cultures, but it will also contribute to broader discourse about water health, access, management, and sustainability.
The pilot study will bring together the long standing gidakiimanaaniwigamig program, with its master teachers who are experts in culturally responsive education for Native American youth, and the Bell Museum, which has decades of experience in developing informal STEM learning programs for a broad community. Thirty-five middle school aged youth, five educators, and over 200 community members will engage in the work. During the summer residential program, youth will be exposed to STEM content and important water science concepts through field-based research and a culturally relevant, placed-based curriculum focused on water and communicating water stories. These experiences will be extended during the academic year through weekend science activities that will focus on the compilation of water stories from Native communities, especially from the Ojibwe tribes of Minnesota, and creatively integrating the stories into a fully operational youth-museum co-created public planetarium program. This capstone planetarium show and program will be piloted at the Bell Museum. With regards to the research, four overarching question will guide the study: (1) How does participation in creating water journey stories increase Native students' motivation to learn and engage with STEM, (2) How does participation in creating and presenting water journey stories build change in sociopolitical awareness among Native students? (3) How do Native community members engage with water stories for sociopolitical change and greater participation in STEM? and (4) How does collaboration between gidakiimanaaniwigamig, the Bell, and the UMN impact STEM interest and participation in students and a Native community for transformative experience? Data will be collected from the youth participants, instructors and leaders, and community members. These data will be collected from content surveys, student logs, self-reported intrinsic motivation instrument, observations, and artifacts. The results will be disseminated through various mechanisms within and beyond the target communities. Formative and summative evaluations will inform that work and will be led by an external evaluation firm, Erikkson Associates.
This feasibility study 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, advancing innovative research on and assessment of STEM learning in informal environments, and developing understandings of deeper learning by participants.
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.
DATE:
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TEAM MEMBERS:
Bhaskar UpadhyayDiana DalbottenJonee Brigham
Research that seeks to understand classroom interactions often relies on video recordings of classrooms so that researchers can document and analyze what teachers and students are doing in the learning environment. When studies are large scale, this analysis is challenging in part because it is time-consuming to review and code large quantities of video. For example, hundreds of hours of videotaped interaction between students working in an after-school program for advancing computational thinking and engineering learning for Latino/a students. This project is exploring the use of computer-assisted methods for video analysis to support manual coding by researchers. The project is adapting procedures used for computer-aided diagnosis systems for medical systems. The computer-assisted process creates summaries that can then be used by researchers to identify critical events and to describe patterns of activities in the classroom such as students talking to each other or writing during a small group project. Creating the summaries requires analyzing video for facial recognition, motion, color and object identification. The project will investigate what parts of student participation and teaching can be analyzed using computer-assisted video analysis. This project is supported by NSF's EHR Core Research (ECR) program, the STEM+C program and the AISL program. The ECR program emphasizes fundamental STEM education research that generates foundational knowledge in the field. The project is funded by the STEM+Computing program, which seeks to address emerging challenges in computational STEM areas through the applied integration of computational thinking and computing activities within disciplinary STEM teaching and learning in early childhood education through high school (preK-12). 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 video analysis systems will provide video summarizations for specific activities which will allow researchers to use these results to quantify student participation and document teaching practices that support student learning. This will support the analysis of large volumes of video data that are often time-consuming to analyze. The video analysis system will identify objects in the scene and then use measures of distances between objects and other tracking methods to code different activities (e.g., typing, talking, interaction between the student and a facilitator). The two groups of research questions are as follows. (1) How can human review of digital videos benefit from computer-assisted video analysis methods? Which aspects of video summarization (e.g., detected activities) can help reduce the time it takes to review the videos? Beyond audio analytics, what types of future research in video summarization can help reduce the time that it takes to review videos? (2) How can we quantify student participation using computer-assisted video analysis methods? What aspects of student participation can be accurately measures by computer-assisted video analysis methods? The video to be used for this study is drawn from a project focused on engineering and computational thinking learning for Latino/a students in an after-school setting. Hundreds of hours of video are available to be reviewed and analyzed to design and refine the system. The resulting coding will also help document patterns of engagement in the learning environment.
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.
DATE:
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TEAM MEMBERS:
Marios PattichisSylvia Celedon-PattichisCarlos LopezLeiva
This project aims to broaden participation in STEM education among underserved populations through innovative and inclusive approaches to technology education. The project is designed to enhance knowledge and comfort with technology and develop computational thinking among women who were formerly incarcerated and are now seeking to reenter the workforce or adjust to their lives outside the criminal justice system ("women in transition") in the Midwest. While women have become the fastest growing segment of the incarcerated population, prison education and reentry programs are not well prepared to respond to this influx. Women in transition are rarely exposed to STEM education and they are generally isolated from the digital world while in prison. Consequently, they face post-incarceration challenges in accessing and using rapidly changing digital technologies. Against this backdrop, this three-year technology education project will aim to help women in transition in Kansas and Missouri develop STEM skills relevant to job applications and post-incarceration adjustments. The project may serve as a template for building evidence-based workforce preparation efforts in informal settings, and the concurrent online peer networking and app development may also facilitate adaptation for and scaling to other regions and other similarly digitally disadvantaged populations. This project is funded by the 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, advancing innovative research on and assessment of STEM learning in informal environments, and developing understandings of deeper learning by participants.
The project design is informed by the research team's past experiences offering technology education to women in transition and other underserved populations in the Midwest. The design includes three interrelated aspects: (1) technology education, (2) web/mobile app development, and (3) original empirical research. The research team will offer hybrid (online and offline) technology training programs to 300 women in transition in Kansas and Missouri. Learners will attend weekly face-to-face technology classes at different levels (introductory, intermediate, and advanced) at public libraries. A member-only online site and an accompanying mobile application for online tutorials and virtual meet-ups will enhance exposure to different types of technologies. Starting with interest-based technology topics including online resume building, information verification, and identity protection, the team will introduce women to deeper STEM topics including elementary coding skills and computational thinking. Empirical research will examine how different modalities of offering technology education are associated with learning outcomes for women participating in the program and the association of increasing knowledge and skills in digital technologies with self-efficacy, perceived social support, employment, and reduced recidivism.
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.
DATE:
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TEAM MEMBERS:
Hyunjin SeoHannah BrittonMegha RamaswamyBaek-Young ChoiSejun Song
Libraries can provide unique opportunities for rural youth and communities. Phase III of the STAR Library Network will be a collaboration with 12 rural school districts in largely Latinx communities to address the challenges faced by rural youth, particularly English Language Learners. The project will use a coordinated and tested strategy to establish three learning pathways in public libraries: science learning spaces with exhibits, library programs, and science kits. These resources will provide learners with art-rich STEM learning opportunities.
Partners
Project partners include the Space Science Institute, the American Library Association (ALA), the Institute for Learning Innovation, and Twin Cities Public Television. The project will rely significantly on expertise from the Latinx community.
Project Plan
Building on an established librarian training model, the project will introduce library staff to the STEAM content and guide them in developing their own STEAM Learning Pathways. The project will draw on existing professional infrastructure from the ALA and the Institute for Learning Innovation’s established community of practice. SciGirls digital media, hands-on activities, family resources, and a training network will expand the depth and reach of the project.
The Research
The research team will study the efficacy of each pathway, alone and in tandem, on participant’s interest development and persistence. The research will use a mixed-methods design-based approach that involves questionnaires, interviews, and case studies. The results should yield a model for nationwide application and contribute insights for the formal education sector.
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.
This project responds to the Faculty Early Career Development Program (CAREER) solicitation (NSF 17-537) and is sponsored by the Advancing Informal STEM Learning program at the National Science Foundation. CAREER: Talking Science: Early STEM Identity Formation Through Everyday Science Talk (Talking Science) addresses the critical issue of the development of children's identification with science, technology, engineering and mathematics (STEM) fields and the limited knowledge about the development of STEM identity through conversations, particularly among very young children from underserved and underrepresented populations. Talking Science is based on the premise that individuals who develop STEM interests and identify with STEM at a young age tend to participate in STEM fields more so than individuals who develop these later in life. This study investigates how STEM-related conversations outside of school with friends and family during formative years (i.e., 7 - 12 years old) shape youths’ STEM identity later in life and their engagement in STEM. The goals of Talking Science are (1) To develop an understanding of the features and context of conversations held between children and their caregivers/teachers that support STEM identity development in both majority and Hispanic/Latine populations; and (2) To translate the research outcomes into informal STEM learning practices that positively contribute to young people's perceptions of STEM fields in their future.
To achieve its goals, this work addresses the following research questions: (1) What is the content, context, and structure of STEM-related conversations with friends and family that youth ages 7 - 12 participate in?; (2) How do the features of conversation (i.e., content, context, structure) relate to the development of youth's STEM interests, sense of recognition as STEM people, and self-identification with STEM?; (3) How do the cultural values and science talk experiences of Hispanic/Latine youth shape conversation features related to youth's STEM interests, sense of recognition as STEM people, and self-identification with STEM?; and (4) Does professional development for practitioners that focuses on encouraging youth to engage in STEM-related conversations with friends and family positively contribute to youth's STEM interest, sense of recognition, and self-identification with STEM? To address these questions, the study adopts a qualitative research approach that applies phenomenological strategies in research design, data collection, and analysis to allow for exploration of the meaning of lived experiences in social and cultural contexts. Participants include elementary-age youths (ages 7 - 12) and caregivers from socially, culturally, linguistically, and economically diverse backgrounds. To inform the development of interview protocols in terms of the kinds of childhood talk that leave a long-term impact on students, including the kinds of talk experiences remembered by students who choose or persist towards a STEM career in college, the project also recruits college students pursuing STEM degrees as participants. Data gathering and interpretation strategies include surveys and interviews. The outcomes of this research will constitute a theoretical framework and models that guide the development of both professionals and programmatic activities at informal learning institutions, particularly around scaffolding participation in STEM through family science talk.
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.
The project will refine, research and disseminate making exhibits and events that the museum has developed and tested to support early engineering skill development. The project will use cardboard, a familiar and flexible material, to support the activities. The goal is to develop insights and resources for informal educators across the museum field and beyond into how to effectively structure and facilitate open-ended maker education experiences for visitors that expand the number and kinds of museums and families who can engage in these activities. Maker education is often linked to Science, Technology, Engineering and Mathematics (STEM) learning and uses hands-on and collaborative approaches to support activities and projects that foster creativity, interest, and skill development. To address patterns of inequitable access to and participation in both formal and informal learning opportunities, the project will be designed to engage families from under-represented communities and research how they participate in informal engineering activities and environments. The project will make a suite of resources available for museums and other ISE practitioners that will be developed through iterative testing at all of the different settings. These resources will be made widely available via an open access online portal.
The project will research how effectively the use of cardboard making exhibits and events engage families, particularly families from underrepresented groups, in STEM and early engineering. The project's theoretical framework combines elements of: (1) learning sciences theories of family learning in museums; (2) making as a learning process; (3) early engineering practices and dispositions, and (4) equity in museums and the maker movement. The research will be conducted within two multi-month implementations of a large-scale Cardboard Engineering gallery at the Science Museum of Minnesota and two-week scaled implementations of the gallery at each of three recruited partner museum sites. The project design interweaves evaluation and research aims. Paired observations and surveys will be used to research how effectively the project is working in different venues. This integration of research and evaluation will generate a large data set from which to generalize about cardboard making across contexts. Case studies will be used to identify barriers to engagement that can be remedied, but they will provide a rich data set for understanding family learning and engineering in making. Research findings and products will be posted on the Center for Informal Science Education website and submitted for publication in peer-reviewed journals such as Visitor Studies, ASTC Dimensions, the Journal of Pre-College Engineering Education Research and others.
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.
Addressing Societal Challenges through STEM (ASCs) received NSF AISL funding to conduct a Literature Review and Synthesis to answer the question: How are informal learning institutions advancing the use of STEM knowledge and scientific reasoning in the ways that individuals, families, and communities understand what they can do, and apply their learning to solving the societal challenges of our time? Using a definition of societal challenges based on research around the public understanding of social problems, this systematic literature review will identify, analyze, and synthesize three bodies of peer and field-reviewed literature (peer-reviewed journals, graduate theses, and evaluation reports of nationally-funded project).
Over the past decade, Informal STEM learning organizations have increasingly engaged in innovative ways to present STEM knowledge within the context of societal challenges such as climate change, energy sources, cyber-security, Nanotechnologies, coastal resilience, and other topics. These efforts significantly expand the traditional work of Informal STEM Learning (ISL) organizations, often leading to new types of interventions, partnerships, impacts, and assessment tools. Analyzing and interpreting the aggregate of this work will advance theoretical and practical knowledge about the potential of ISL’s in advancing the place of STEM in addressing societal challenges.
Demonstrating and articulating the characteristics of how ISL organizations are addressing societal challenges, encourages and informs the ways institutions can address the NSF strategic goal to “Advance the capability of the Nation to meet current and future challenges.” The project outputs aim to Enhance Knowledge-building, Build Capacity of the Field, and Maximize Strategic Impact by informing the strategies used by organizations and individuals. The results also aim to Broaden Participation by articulating the ways STEM knowledge is embedded and linked to personal experiences and choices.
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.
Future educational robots are emerging as social companions supporting learning. By socially interacting with such a robot, learners can potentially reason and talk about the things they are learning and receive help in seeing the relevance of STEM in their daily lives. However, little is known about how to design educational robots to work with youth at home over a long period of time. This project will develop an informal science learning program, called STEMMates, in collaboration with a local community center, for youth with little interest in science. The program will partner learners with an in-home learning companion robot, designed to read books with youth and provide science activities for them at the community center, where youth will engage in exciting and personally relevant science learning. As the learner reads books, the robot will make comments about what is happening in the book to help connect the reading to the science activities at the community center. The overarching goals of STEMMates are to: (a) positively support youth's individual interest in science and future science learning, (b) connect in-home learning experiences with out-of-school community-based learning, (c) bridge the gap between formal and informal engagement and learning in science, and (d) encourage the participation of youth who are underrepresented and who have low interest in STEM learning. This project is funded by the Advancing Informal STEM Learning program, which seeks to advance new approaches to and evidence-based understanding of the design and development of STEM learning opportunities for the public in informal environments.
Researchers will work with youth and staff at the community center, alongside experts in informal science learning, to design the program and then test how learners respond to reading with the robot and participating in the science activities and whether this program has a lasting impact on their science interest. Social interactions with a robot may help distribute cognitive load during learning activities to help youth reason about STEM and also supplement learning by improving feelings of value and belongingness in order to facilitate lasting interest development. Following a mixed-methods research approach using qualitative and quantitative data-collection techniques, the research team will investigate the following research questions: (1) What social and interest-development supports and activities can be utilized as socially situated interest scaffolds in an informal and in-home, augmented reading and science activity program to promote individual interest and learning in science for low interest learners? How can a social robot best facilitate this program? (2) How do learners perceive and interact with the robot in authentic, in-home, long-term situations, and how does this interaction change over time? (3) Does working with a robot designed with socially situated interest scaffolds increase individual interest in science when compared to a pre-intervention baseline, and do these effects impact future (long-term) interest and engagement in formal science learning? To answer these research questions, researchers will implement the science learning program during an 11-week summer deployment and utilize an AB single-case research design. Interview-based qualitative data and self-report surveys to examine the learner?s perception of the robot and their evolving interest in science and quantitative data on science learning using pre-/post-measure comparisons will be collected. Log data of time-on-task, reading rate, book selection and reading goal attainment will also be collected by the robot. The outcomes of this project will lay the groundwork for future investigations of the design of social robots for a diversity of learner populations and their use in different informal learning settings.
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.
It is estimated that there could be 40 billion earth-sized planets orbiting in the habitable zones of stars in the Milky Way. Major advances in long range telescopes have allowed astronomers to identify thousands of exoplanets in recent decades, and the discovery of new exoplanets is a now a common occurrence. Public excitement for the discoveries grown alongside these discoveries, thus opening new possibilities for inspiring a new generation of scientists and engineers that may dream of one day visiting these planets. This project investigates the use of interactive, intelligent educational technologies to generate interest in STEM by allowing learners to explore and even create their own exoplanets. Research will occur across several informal learning contexts, including summer camps, after school programs, planetarium shows, and at home. The approach is based on the idea of "What if?"questions about Earth (e.g., "What if the Moon did not exist?"), designed to trigger interest in STEM and frame exploratory and elaborative discussions around hypothetical science questions that are subsequently linked to the search for habitable exoplanets. Learners are able to interact with and explore scientifically accurate simulations of alternative versions of Earth, while making observations and posing explanations for what they see. Technology-based informal learning experiences designed to act as triggers for and sustainment of interest in STEM have the potential to plug the leaky STEM pipeline, and thus have profound implications for the future of science and technology in the United States.
The project seeks to advance the science of designing technologies for promoting interest in STEM and informal astronomy education in several ways. First, the project will develop simulations for exploratory learning about astronomy and planetary science. These simulations will present hypothetical worlds based on what-if questions and feasible models of known exoplanets, thus giving learners a chance to better understand the challenges of finding a habitable world and learning about what is needed to survive there. Second, a new PBS NOVA Lab will be developed that will focus on Exoplanet education. This web-based activity has the potential to reach millions of learners and will help them understand how planets are formed and the requirements for supporting life. Learners who use the lab will have an opportunity to invent their own exoplanets and export them for first-person exploration. Third, researchers on the project will design and implement Artificial Intelligence-based pedagogical agents to support learning and promote interest. These agents will inhabit the simulations with the learner, acting as a coach and guide, and be designed to be culturally responsive and personalized based on learner preferences. Fourth, interactive exoplanet-focused planetarium shows, that will involve live interaction with simulations, will take place at the Fiske Planetarium (Boulder, CO). Finally, the project will develop a server-based infrastructure for tracking and supporting long term development of interest in STEM. This back-end will track fine-grained behaviors, including movement, actions, and communications in the simulations. Such data will reveal patterns about how interest develops, how learners engage in free-choice learning activities, and how they interact with agents and peers in computer simulations. A design-based research methodology will be employed to assess the power of these different experiences to trigger interest and promote learning of astronomy. A range of different pathways for interest in STEM will therefore be considered and assessed. Research will measure the power of these experiences to trigger interest in STEM and promote re-engagement over time. Innovation lies in the use of engaging and intelligent technologies with thought-provoking pedagogy as a method for extended engagement of diverse young learners in STEM. Project research and educational resources will be widely disseminated to researchers, designers developers and the general public via peer-reviewed research journals, conference presentations, informal STEM education networks of science museums, children's museums, Fab Labs, and planetariums, and public media such as public television's NOVA science program website.
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.
DATE:
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TEAM MEMBERS:
H Chad LaneNeil CominsJorge Perez-GallegoDavid Condon
A team of experts from five institutions (University of Minnesota, Adler Planetarium, University of Wyoming, Colorado State University, and UC San Diego) links field-based and online analysis capabilities to support citizen science, focusing on three research areas (cell biology, ecology, and astronomy). The project builds on Zooniverse and CitSci.org, leverages the NSF Science Gateways Community Institute, and enhances the quality of citizen science and the experience of its participants.
This project creates an integrated Citizen Science Cyberinfrastructure (CSCI) framework that expands the capacity of research communities across several disciplines to use citizen science as a suitable and sustainable research methodology. CSCI produces three improvements to the infrastructure for citizen science already provided by Zooniverse and CitSci.org:
Combining Modes - connecting the process of data collection and analysis;
Smart Assignment - improving the assignment of tasks during analysis; and
New Data Models - exploring the Data-as-Subject model. By treating time series data as data, this model removes the need to create images for classification and facilitates more complex workflows. These improvements are motivated and investigated through three distinct scientific cases:
Biomedicine (3D Morphology of Cell Nucleus). Currently, Zooniverse 'Etch-a-Cell' volunteers provide annotations of cellular components in images from high-resolution microscopy, where a single cell provides a stack containing thousands of sliced images. The Smart Task Assignment capability incorporates this information, so volunteers are not shown each image in a stack where machines or other volunteers have already evaluated some subset of data.
Ecology (Identifying Individual Animals). When monitoring wide-ranging wildlife populations, identification of individual animals is needed for robust estimates of population sizes and trends. This use case combines field collection and data analysis with deep learning to improve results.
Astronomy (Characterizing Lightcurves). Astronomical time series data reveal a variety of behaviors, such as stellar flares or planetary transits. The existing Zooniverse data model requires classification of individual images before aggregation of results and transformation back to refer to the original data. By using the Data-as-Subject model and the Smart Task Assignment capability, volunteers will be able to scan through the entire time series in a machine-aided manner to determine specific light curve characteristics.
The team explores the use of recurrent neural networks (RNNs) to determine automated learning architectures best suited to the projects. Of particular interest is how the degree to which neighboring subjects are coupled affects performance. The integration of existing tools, which is based on application programming interfaces (APIs), also facilitates further tool integration. The effort creates a citizen science framework that directly advances knowledge for three science use cases in biomedicine, ecology, and astronomy, and combines field-collected data with data analysis. This has the ability to solve key problems in the individual applications, as well as benefiting the research of the dozens of projects on the Zooniverse platform. It provides benefits to researchers using citizen scientists, and to the nearly 1.6 million citizen scientists themselves.
This award by the Office of Advanced Cyberinfrastructure is jointly supported by the Division of Research on Learning in Formal and Informal Settings, within the NSF Directorate for Education and Human Resources.
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.
Consideration of the needs of individuals with a wide range of disabilities is not always considered in the early design stages of an informal STEM learning (ISL) activity or program. The primary access approach for people with disabilities becomes the provision of accommodations once the ISL product or environment is created. In contrast, the Universal Design approach considers users with a wide range of characteristics throughout the design process and works to create products and environments that are accessible, usable, and inclusive. This project, called AccessISL, led by the University of Washington's DO-IT (Disabilities, Opportunities, Internetworking and Technology) Center and Museology Program, includes an academic museology program and local ISL sites, representing museums, zoos, aquariums, makerspaces, science centers, and other sites of informal STEM learning. Insights will be gained through the engagement of people with disabilities, museology graduate students and faculty, and ISL practitioners. The AccessISL project model, composed of a set of approaches and interventions, builds on existing research and theory in the fields of education science, change management, effective ISL practices, and inclusive design processes. The project will collect evidence of policies and practices (or lack thereof) that improve the inclusiveness of ISL with respect to a wide range of disabilities and considers approaches for the design and development of new strategies; explores what stakeholders need to make change happen; uncovers challenges to the adoption of inclusive practices in public ISL settings and explores ways to overcome them; and proposes relevant content that might be included in museology curriculum. This project is funded by the Advancing Informal STEM Learning (AISL) program, which seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments. 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.
This project addresses the following two objectives:
For ISL personnel and museology faculty: to increase knowledge, skills, and actions to make ISL programs, facilities, courses, and resources more welcoming and accessible to participants with disabilities and embed relevant practices within their work.
For postsecondary STEM students with disabilities and museology students: to increase knowledge and skills in advocating for ISL offerings that are welcoming and accessible to everyone, including those with a wide variety of disabilities, and to encourage individuals with disabilities to pursue careers in ISL.
The project employs a student-centered approach and a set of practices that embrace the social model of disability, social justice education, disability as a diversity issue, intersectionality, and Universal Design. A leadership team of interns--each member a STEM student with a disability or a museology graduate student--along with project staff will engage with the University of Washington's Museology Program to identify and implement strategies for making ISL activities and courses more welcoming and accessible to individuals with disabilities. An online community of practice will be developed from project partners and others nationwide. A one-day capacity building institute will be held to include presentations, student/personnel panels for sharing project and related experiences, and group discussions to explore issues and further identify systemic changes to make ISL programs more welcoming and accessible to individuals with disabilities. As prototypes of the AccessISL Model are developed, evaluation activities will primarily be formative (looking for strengths and weaknesses) and remedial (identifying/implementing changes that could be made to improve the model). The model will continue to be fine-tuned through formative evaluation. Evaluation of the model components will focus on the experience of a range of stakeholders in the project. Specifically, quantitative data collected will include levels and quality of engagement, accessibility recommendations and products developed, and delivery of ISL services. Qualitative data will be collected through observations, surveys, focus groups, interviews, and case studies.
AccessISL project products will include proceedings of an end-of-project capacity building institute, promising practices, case studies, a video, and other online resources to help ISL practitioners and museology faculty that will result in making future ISL opportunities more inclusive of people with disabilities. AccessISL will advance knowledge and ensure long-term impact using multiple strategies:
broadening the STEM participation of people with disabilities as well as women, racial/ethnic minorities, and other underrepresented groups through the application of universal design
strengthening associations and creating synergy and durable relationships among stakeholders,
encouraging teaching about disability, accessibility, and universal design in museology courses,
empowering students with disabilities and current and future ISL practitioners to advocate for accessible ISL and develops an infrastructure to promote accessible ISL programs nationwide, and
contributing to the body of promising practices with products that will (a) enhance understanding of issues related to the inclusion of people with disabilities in ISL programs and (b) promote inclusive practices.
Outcomes will benefit society by making STEM opportunities available to more people and enhancing STEM fields with the talents and perspectives of people with disabilities.
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.