Artificial intelligence (AI) is in many of our everyday activities—from unlocking phones to running Internet searches to parking cars. Yet, most instruction on how AI works is only in computer science courses. The unique role that AI plays in making decisions that affect human lives heightens the need for education approaches that promote public AI literacy. Little research has been done to understand how we can best teach AI in informal learning spaces. This project will engage middle school age youth in learning abouts AI through interaction with museum exhibits in science and technology centers. The exhibits employ embodied interactions and creative making activities that involve textiles, music making, and interactive media. The research will build on three exhibit prototypes that teach about concepts including bias in data in machine learning, AI decision-making processes, and how AI represents knowledge. Female-identifying and Title 1 youth will be recruited as participants during the exhibit design iterations and testing. 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
Researchers will explore two key research questions: 1) How can the design of interactive museum exhibits encourage interest development in and learning about AI among learners without a Computer Science background by using embodiment and creative making? and 2) How do embodied interaction and creative making mediate learning about AI in informal learning environments? The project will take a design-based research approach, iteratively building on existing exhibit prototypes and testing them in-situ with learners. Data sources and modes of analysis will include retrospective surveys to assess interest, content knowledge gain, creativity, learning talk analysis of audio recordings, and coding of embodied movements in video recordings. Learning talk analysis will identify instances of joint sensemaking during naturalistic interactions with our exhibit to reveal connections between sensemaking talk; learners' behaviors and embodied actions during real-time collaborative knowledge building; and outcomes in knowledge, interest, and creativity measures as elicited in retrospective surveys. The final set of exhibits will be rigorously evaluated with over 500 museum visitors. The key contributions of this work will include a set of rigorously tested exhibits, publicly available exhibit designs, a set of design guidelines for developing AI literacy museum exhibits, and an improved understanding of the relationship between AI-related learning and interest development, embodiment, and creativity.
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TEAM MEMBERS:
Brian MagerkoDuri LongJessica Roberts
This award is funded in whole or in part under the American Rescue Plan Act of 2021 (Public Law 117-2).
The Accessible Oceans study will design auditory displays that support learning and understanding of ocean data in informal learning environments like museums, science centers, and aquariums. Most data presentations in these spaces use visual display techniques such as graphs, charts, and computer-generated visualizations, resulting in inequitable access for learners with vision impairment or other print-related disabilities. While music, sound effects, and environmental sounds are sometimes used, these audio methods are inadequate for conveying quantitative information. The project will use sonification (turning data into sound) to convey meaningful aspects of ocean science data to increase access to ocean data and ocean literacy. The project will advance knowledge on the design of auditory displays for all learners, with and without disabilities, as well as advance the use of technology for STEM formal and informal education. The study will include 425 participants but will reach tens of thousands through the development of education materials, public reporting, and social media. The study will partner with the Smithsonian National Museum of Natural History, Woods Hole Oceanographic Institution Ocean Discovery Center, the Georgia Aquarium, the Eugene Science Center, the Atlanta Center for the Visually Impaired, and Perkins School for the Blind.
The project will leverage existing educational ocean datasets from the NSF-funded Ocean Observatories Initiative to produce and evaluate the feasibility of using integrated auditory displays to communicate tiered learning objectives of oceanographic principles. Integrated auditory displays will each be comprised of a data sonification and a context-setting audio introduction that will help to make sure all users start with the same basic information about the phenomenon. The displays will be developed through a user-centered design process that will engage ocean science experts, visually impaired students and adults (and their teachers), and design-oriented undergraduate and graduate students. The project will support advocacy skills for inclusive design and will provide valuable training opportunities for graduate and undergraduate students in human-centered design and accessibility. The project will have foundational utility in auditory display, STEM education, human-computer interaction, and other disciplines, contributing new strategies for representing quantitative information that can be applied across STEM disciplines that use similar visual data displays. The project will generate publicly accessible resources to advance studies of inclusive approaches on motivating learners with and without disabilities to learn more about and consider careers in STEM.
This Pilots and Feasibility Studies project is supported 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 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.
Informal STEM learning environments, programs, and policies can be designed to support and promote neurodiversity through inclusive practices. This project will explore the benefits of informal STEM learning for K-12 neurodiverse learners through a systematic review and meta-analysis of extant literature and research grounded in the theory of social model of ability. This framework is an asset-based approach and aims to promote social, cognitive, and physical inclusion, leading to positive outcomes. Using various quantitative and qualitative methodologies, this project endeavors to collect and synthesize the evidence for supporting and enhancing accessibility and inclusiveness in informal STEM learning for K-12 neurodiverse learners. It will explore key features of informal STEM learning and effective, evidence-based strategies to effectively engage children and youth with neurological conditions such as autism spectrum disorder, attention deficit hyperactivity disorder (ADHD), dyslexia, and dyspraxia, in informal STEM learning environments. The findings of this complex synthesis will provide a timely contribution to deeper understanding of supports for neurodiversity while also highlighting areas that inform further research, shifts in practice, and policy.
The systematic review will occur over a two-year period. It will focus on identifying program elements that promote inclusion of children and youth with neurodevelopmental disabilities in informal STEM learning contexts. Specifically, the review will explore two overarching research questions and several sub-research questions:
RQ1. What program elements (teaching and learning variables) in informal STEM learning settings facilitate inclusion of K-12 neurodiverse STEM learners? Sub-RQ1a: What are the overlapping and discrete characteristics of the program elements that facilitate social, cognitive, and physical inclusion?
Sub-RQ1b: In what ways do the program elements that facilitate inclusion vary by informal STEM learning setting?
RQ2: What program elements (teaching and learning variables) in informal STEM learning settings are correlated with benefits for K-12 neurodiverse STEM learners? Sub-RQ2a: What are the overlapping and discrete characteristics of the program elements that correlate with increased STEM identity, self- efficacy, interest in STEM, or STEM learning?
Sub-RQ2b: In what ways do the program elements that correlate with positive results for students vary by informal STEM learning setting? The research synthesis will consider several different types of studies, including research and evaluation; experimental and quasi-experimental designs; quantitative, qualitative, and mixed methods; and implementation studies.
The research team will (a) review all analyses and organize findings to illustrate patterns, factors, and relationships, (b) identify key distinctions and nuances derived from the contexts represented in the literature, and (c) revisit and confirm the strength of evidence for making overall assertions of what works, why, and with whom. The findings will be disseminated in practice briefs, journal articles, the AISL resource center, as well as presentations and materials for researchers, practitioners, and informal STEM leaders. Ultimately, this work will result in a comprehensive synthesis of effective informal STEM learning practices for neurodiverse K-12 learners and identify opportunities for further research and development.
This literature review and meta-analysis 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.
Recent studies have advocated for a shift toward educational practices that involve learners in actively contributing to science, technology, engineering, and mathematics (STEM) as a shared and public endeavor, rather than limiting their involvement to the construction of previously established knowledge. Prioritizing learners’ agency in deciding what is worth knowing and how learning takes place may create more equitable and inclusive learning experiences by centering the knowledge, cultural practices, and social interactions that motivate learning for people across ages, genders, and backgrounds. In informal learning environments, families’ social interactions are critical avenues for STEM learning, and science centers and museums have developed strategies for prompting families’ sustained engagement and conversation at STEM exhibits. However, exhibits often guide visitors’ exploration toward predetermined insights, constraining the ways that families can interact with STEM content, and neglecting opportunities to tap into their prior knowledge. Practices in the maker movement that emphasize skill-building and creative expression, and participatory practices in museums that invite visitors to contribute to exhibits in consequential ways both have the potential to reframe STEM learning as an ongoing, social process that welcomes diverse perspectives. Yet little is known about how these practices can be scaled, and how families themselves respond to these efforts, particularly for the diverse family audiences that science centers and museums aim to serve. Further, although gender and ethnicity both affect learning in informal settings, studies often separate participants along a single dimension, obscuring important nuances in families’ experiences. By addressing these outstanding questions, this research responds to the goals of the Advancing Informal STEM Learning (AISL) program, which seeks to advance evidence-based understanding of the design and development of STEM learning opportunities for the public in informal environments. This includes providing multiple pathways for broadening engagement in STEM learning experiences and advancing innovative research on STEM learning in informal environments.
Research will address (1) how families perceive and act on their collective epistemic agency while exploring STEM exhibits (i.e., how they work together to negotiate and pursue their own learning goals); (2) whether and how families’ expressions of agency are influenced by gender and ethnicity; and (3) what exhibit design features support expressions of agency for the broadest possible audience. Research studies will use interviews and observational case studies at a range of exhibits with distinct affordances to examine families’ epistemic agency as a shared, social practice. Cultural historical activity theory and intersectional approaches will guide qualitative analyses of families’ activities as systems that are mediated by the physical environment and social setting. Education activities will involve an ongoing collaboration between researchers, exhibit designers, educators, and facilitators (high-school and college-level floor staff), using a Change Laboratory model. The group will use emerging findings from the research to create a reflection tool to guide the development of more inclusive learning experiences at STEM exhibits, and a set of design principles for supporting families’ expressions of agency. A longitudinal ethnographic study will document the development of inclusive exhibit design practices throughout the project as well as how the Change Lab participants develop their sociocultural perspectives on learning and exhibit design over time. Analyzing these shifts in practice within the Change Lab will provide a deeper understanding of what works and what is difficult or does not occur when working toward infrastructure change in museums. By considering how multiple aspects of families’ identities shape their learning experiences, this work will generate evidence-based recommendations to help science centers and museums develop more inclusive practices that foster a sense of ownership over the learning process for the broadest possible audience of families.
Very little is known about the experiences of people with learning disabilities in informal learning environments such as science centers and museums. This project will describe the ways in which engagement and intrinsic motivation for learning are and are not supported for visitors with learning disabilities, and build capacity for informal STEM education practitioners to apply this learning for the benefit of those with learning disabilities as well as any visitor who needs more support in the context of self-directed learning. Broadening participation science, technology, engineering and math (STEM) is a core goal of the National Science Foundation and its Advancing Informal STEM Learning (AISL) program. This project pursues this goal with a focus on young people with learning disabilities. As the largest group of individuals with disabilities in the United States, people with learning disabilities make up an estimated 20% of the U.S. population. Science professions offer many life- and work-related opportunities for individuals with learning disabilities, and the flexible experiences of informal learning spaces offer important opportunities to promote participation, engagement in and motivation for science. This work represents the next generation of accessible design to broaden participation in, and impacts of, informal STEM learning opportunities. This project will generate guidelines and resources to support inclusive design for this group of visitors. Resources will include a Toolkit of Visual Assets that can be shared digitally and in print with youth with learning disabilities, informal STEM practitioners, and the learning disability research and practice community.
The project will develop empirical knowledge to support informal STEM practitioners to better facilitate the inclusion of youth with learning disabilities. Using the lens of Self-Determination Theory as an explanatory framework, this research will be pursued in three phases. Self-Determination Theory describes the psychological needs that must be met, such as autonomy and feelings of efficacy, to create an environment that supports individuals' engagement in self-motivated behaviors. Phase 1 will be an exploratory study describing the engagement and motivation of adolescents (ages 10-17) with learning disabilities when experiencing varied STEM exhibits. This first phase will adapt validated scales, employ an existing observation protocol, and conduct stimulated recall interviews with youth. Phase 2 will explore, develop and investigate design strategies to improve the intrinsic motivation of youth with learning disabilities at educational STEM exhibits. This second phase will involve a set of experimental studies in which design strategies related to intrinsic motivation are manipulated to inform principles of inclusive design for visitors with learning disabilities. As in the previous phase, Phase 2 will adapt validated scales and employ an existing observation protocol. Phase 3 will focus on design charrettes in which researchers and practitioners work with high school students with learning disabilities in a co-design process. The charrettes will generate guidelines and case examples of exhibit components using Universal Design for Learning to balance varying design priorities and effectively, inclusively design exhibits for this population. This third phase will rely on qualitative coding of co-design charette artifacts, field notes and researcher reflections; member checking will play an important role in the coding process. Dissemination efforts for this project will target youth with learning disabilities, informal STEM education practitioners, and the broader field of learning disability researchers and practitioners. In addition to the exhibit design guidelines and Toolkit described above, the project will publish peer reviewed articles and develop manuscripts aimed at educational research and practice.
This Research in Service to Practice 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 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.
There is a dearth of prominent STEM role models for underrepresented populations. For example, according to a 2017 survey, only 3.1% of physicists in the United States are Black, only 2.1% are Hispanic, and only 0.5% are Native American. The project will help bridge these gaps by developing exhibits that include simulations of historical scientific experiments enacted by little-known scientists of color, virtual reality encounters that immerse participants in the scientists' discovery process, and other content that allows visitors to interact with the exhibits and explore the exhibits' themes. The project will develop transportable, interactive exhibits focusing on light: how we perceive light, sources of light from light bulbs to stars, uses of real and artificial light in human endeavors, and past and current STEM innovators whose work helps us understand, create, and harness light now. The exhibits will be developed in three stages, each exploring a characteristic of light (Color, Energy, or Time). Each theme will be explored via multiple deliveries: short documentary and animated films, virtual reality experiences, interactive "photobooths," and technology-based inquiry activities. The exhibit components will be copied at seven additional sites, which will host the exhibits for their audiences, and the project's digital assets will enable other STEM learning organizations to duplicate the exhibits. The exhibits will be designed to address common gaps in understanding, among adults as well as younger learners, about light. What light really is and does, in scientific terms, is one type of hidden story these exhibits will convey to general audiences. Two other types of science stories the exhibits will tell: how contemporary research related to light, particularly in astrophysics, is unveiling the hidden stories of our universe; and hidden stories of STEM innovators, past and present, women and men, from diverse backgrounds. These stories will provide needed role models for the adolescent learners, helping them learn complex STEM content while showing them how scientific research is conducted and the diverse community of people who can contribute to STEM innovations and discoveries.
The project deliverables will be designed to present complex physics content through coherent, immersive, and embodied learning experiences that have been demonstrated to promote engagement and deeper learning. The project will research whether participants, through interacting with these exhibits, can begin to integrate discrete ideas and make connections with complex scientific content that would be difficult without technology support. For example, students and other novices often lack the expertise necessary to make distinctions between what is needed and what is extra within scientific problems. The proposed study follows a Design-Based Research (DBR) approach characterized by iterative cycles of data collection, analysis, and reflection to inform the design of educational innovations and advance educational theory. Project research includes conceiving, building, and testing iterative phases, which will enable the project to capture the complexity of learning and engagement in informal learning settings. Research participants will complete a range of research activities, including focus group interviews, observation, and pre-post assessment of science content knowledge and dispositions.
By showcasing such role models and informing about related STEM content, this project will widen perspectives of audiences in informal learning settings, particularly adolescents from groups underrepresented in STEM fields. Research findings and methodologies will be shared widely in the informal STEM learning community, building the field's knowledge of effective ways to broaden participation in informal science learning, and thus increase broaden participation in and preparation for the STEM-based workforce.
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.
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TEAM MEMBERS:
Todd BoyetteJill HammJanice AndersonCrystal Harden
This Innovations in Development 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 Designing Our Tomorrow project will develop a framework for creating exhibit-based engineering design challenges and expand an existing model of facilitation for use in engineering exhibits. The project seeks to broaden participation in engineering and build capacity within the informal science education (ISE) field while raising public awareness of the importance of sustainable engineering design practices. The project focuses on girls aged 9-14 and their families and is co-developed with culturally responsive strategies to ensure the inclusion and influence of families from Latino communities. The project will conduct research resulting in theory-based measures of engineering proficiencies within an exhibit context and an exhibit facilitation model for the topic area of engineering. Based on the research, the project will develop an engineering design challenge framework for developing design challenges within an exhibit context. As the context for research, the project will develop a bilingual English/Spanish 2,000-square foot traveling exhibition designed to engage youth and families in engineering design challenges that advance their engineering proficiencies from beginner to more informed, supported by professional development modules and a host-site training workshop introducing strategies for facilitating family engineering experiences within a traveling exhibition. The project is a collaboration of Oregon Museum of Science and Industry with the Biomimicry Institute, Adelante Mujeres, and the Fleet Science Center.
Designing Our Tomorrow builds on a theory-based engineering teaching framework and several previous NSF-funded informal education projects to engage families in compelling design challenges presented through the lens of sustainable design exemplified by biomimicry. Through culturally-responsive co-development and research strategies to include members of Latino communities and provide challenges that highlight the altruistic, creative, personally relevant, and collaborative aspects of engineering, the Designing Our Tomorrow exhibition showcases engineering as an appealing career option for women and helps families support each other's engineering proficiencies. To better understand and promote engineering learning in an ISE setting, the project will conduct two research studies to inform and iteratively develop effective strategies. In the first study, measurement development will build on prior research and practice to design credible and reliable measures of engineering proficiency, awareness, and collaboration, as well as protocols for use in exhibit development and the study of facilitation at engineering exhibits, and future research. The second study will explore the effects of facilitation on the experience outcomes.
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.