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
The Field Museum of Natural History will present “Changing Face of Science,” an exhibition series targeting pre-teens and teenagers and featuring Field Museum scientists and science educators who are women or people of color. Over three years, the museum will mount six exhibitions that highlight the experiences and work of museum scientists from diverse backgrounds in a range of disciplines. Programming will include on-site field trips and virtual events during which students and educators will interact with featured researchers. By presenting the stories of individuals from groups traditionally underrepresented in scientific fields, the museum will provide role models who will show that science is accessible and inspire a diverse group of future scientists.
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.
National priorities recommend the U.S. fortify a culture of innovation by encouraging broader participation in invention and STEM. The Game Changers is an Innovations in Development exhibition project with embedded research that advances knowledge about how museum exhibits can activate STEM-related inventive identities among the public. The project is a collaboration between the Smithsonian's Lemelson Center for the Study of Invention and Innovation at the National Museum of American History (NMAH-LC), educational researchers, an exhibition design firm, and community based organizations. While the Game Changers exhibition theme of inventiveness in sports provides an initial spark for broad audience interest and engagement, its ultimate intent is to foster and enhance inventive identity among diverse audiences, particularly girls and young women ages 10-17, African American youth ages 10-17, and people of all ages with disabilities. Visitors will be met by a brief introductory display to launch their journey from passive learner to active inventor. A diverse array of athletes and inventors provide relevant motivational exemplars and ask visitors "How will YOU Change the Game?" Examples of invention challenges include, applying the principles of physics and materials science to aid in designing a safer helmet and exploring computational fluid dynamics to design a faster swimsuit. Throughout the exhibition experience, visitors will draw on an array of STEM skills and knowledge essential to sports, including physiology, kinesiology, and biomechanical engineering, physics, biomimicry, robotics, computer science, data analysis, and virtual and augmented reality. Throughout the project, the team will work with priority audiences, starting with front-end research and evaluation; progressing iteratively through stages of formative research, design, and evaluation; and conducting summative evaluation to ensure that the STEM-based content and design strategies are impacting inventive identity and meeting audiences' interests and needs. In coordination with the exhibition development and evaluation teams, educational researchers will iteratively explore and develop a model for innovative identity development in informal learning environments.
Educational psychologists from Old Dominion University and Temple University will collaborate closely with the NMAH-LC team, exhibition design-fabrication firm Roto, and evaluators from Randi Korn & Associates to adapt a theoretical model of identity from a formal education setting to an informal learning context. In the model, identity is conceptualized as a complex dynamic system, with interdependent internal and external elements (ontological/epistemological beliefs; self-perceptions; purpose and goals; perceived action possibilities) and reciprocal influences in a process of continuous emergence. Using design based research and a previously developed coding manual, the team will iteratively apply, test, and further advance the inventive identity development model, a set of inventive identity indicators for future research and development, and a list of exhibition design techniques for activating inventive, STEM-based identity development in informal learning environments. The research team will prioritize diverse audiences for iterative cycles and focus groups, including participants from the Girl Scouts of the Nation's Capital, Smithsonian Accessibility Program, Smithsonian's Anacostia Community Museum, and YMCA of Washington, DC. The exhibition's research, evaluation, and design outcomes will be disseminated widely across the AISL field and through project collaborators.
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 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.
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.