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resource research Exhibitions
This project engages families in engineering design challenges through a sustainability and biomimicry lens. Families advance their engineering proficiencies while learning from nature to create a livable future. This poster was presented at the 2021 NSF AISL Awardee Meeting.
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TEAM MEMBERS: Marcie Benne Veronika Nunez
resource project Exhibitions
To build understanding of the essential needs involved in human exploration on Mars, the museum will create the Build a Mars Habitat – Survive and Thrive exhibit which allows museum visitors, especially school field trips and families with children in grades 4-8, to design and construct their own imaginary habitat for successful living on Mars using interchangeable building pieces. This would be designed to appeal particularly to girls, be accessible to audiences using a universal design approach, and be understood by Spanish-language visitors. Partnerships include the National Informal STEM Education Network (NISENet), NASA Ames Research Center, and NASA Marshall Space Flight Center. The project team will also develop professional development materials for both facilitated and unfacilitated experiences to accompany the exhibit. This immersive experience augments the existing “Sun, Earth, Universe” exhibit that was recently distributed to 52 science and children’s museums across the U.S. by NISENet, collectively reporting attendance of over 10 million visitors per year. The exhibition serves as a platform for scientists and museum staff and volunteers to engage visitors with additional facilitated educational programming and hands-on experiences. Anticipated STEM learning outcomes include audience’s increased interest and positive attitudes towards learning about space exploration, increase in informal education professionals’ capacity to engage public audiences in space exploration, and strengthened partnerships among NASA and museums.
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TEAM MEMBERS: Ethan Kruszka Catherine McCarthy
resource evaluation Exhibitions
The Front-End Evaluation for the Mars Habitat exhibit component was conducted to inform the project team about overall public reactions to the concept of the exhibit, as well as to gather feedback about content, activity and the potential structure and building aspects of the component. This data was also used to help guide the development of an exhibit prototype and the subsequent testing of related ideas, materials and builds. This document includes the full data set and results of the front-end data collection. The questions that were used for this evaluation included three main focus
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resource research Public Programs
This practitioner guide summarizes lessons learned from a three-year design-based research project focused on using elements of narrative (such as characters, settings, and problem frames) to evoke empathy and support girls' engagement in engineering design practices. The guide includes a summary of the driving concepts and key research findings from this work, as well as design principles for creating narrative-based engineering activities. Six activity case studies illustrate the design principles in action, and facilitation tips and observation tools offer practical guidance in developing
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TEAM MEMBERS: Dorothy Bennett Susan Letourneau Katherine McMillan Culp
resource project Public Programs
Informal STEM education spaces like museums can intentionally serve surrounding communities and support sustainable and accessible engagement. Building from this base, the project takes a stance that the intersection of the museum, home/family life and the youth’s internal practices and disciplinary sense of self are rooted in history and culture. Thus, this CAREER work builds on the following principles: Black families and youth have rightful presence in STEM and in STEM learning environments; Black families are valuable learning partners; and Black youths need counterspaces to explore STEM as one mechanism for creating future disciplinary agency. In partnership with the Henry Ford Museum and the Detroit-Area Pre-College Engineering Program, the project seeks to (a) expand the field's understanding of how Black youth engineer and innovate; (b) investigate the influence of a culturally relevant curriculum on their engineering practices and identity, knowledge, and confidence; and (c) describe the ways Black families and museums support youth in engineering learning experiences. The work will center on the 20-hour “Innovate” curriculum which was designed by the museum to bridge design, innovation, and creation practices with the artifacts of innovators throughout time. The project comprises six weekend “Innovate” sessions and an at-home innovation experience plus participation in an annual Invention Convention. By focusing on these aims, 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.

The main research questions of this multiphase CAREER award are: (1) What practices do Black youths and families engage in as they address engineering, design, and innovation challenges? (2) In what ways does a culturally relevant museum-based innovation program influence the design and innovation practices and assessment performance of Black youths and families as they engage in engineering, design, and innovation across learning settings? (3) How does teaching innovation, design, and engineering through historical re-telling and reconstruction influence a youth’s perception of their own identities, abilities, and practices? and (4) How do Black families engage with informal STEM learning settings and what resources best support their engineering, design, and innovation exploration? Youth in sixth grade are the focus of the research. The work is guided by ecological systems, sociocultural learning, culturally relevant pedagogy, and community cultural wealth theories. During phase one, the focus will be to refine the curriculum and logistics of the study implementation. The investigator will enhance the curriculum to include narratives of Black innovators and engineers. Fifteen families will be recruited to participate in the program enhancement pilot and initial research cycle for phase two. In phase three another cohort of families will be recruited to participate. Survey research, narrative inquiry and digital ethnography will comprise the approaches to explore the research questions. The evaluation has a two-pronged focus: to assess (1) how well the enhanced Innovate curriculum and museum/home learning experience supports Black families’ participation and (2) how well the separate phases of the study connect and operate together to meet the research aims. The study’s findings can help families and informal practitioners leverage evidence-based approaches to support Black youth in making connections between history and out-of-school contexts to model and develop their innovative engineering practices. Additionally, this work has implications for Black undergraduate students who will develop skills through their mentorship and researcher roles, studying cultural practices and learning experiences. The research study and findings can inform the design of future museum/home learning programs and research opportunities for Black learners in informal learning spaces.

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.
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TEAM MEMBERS: DeLean Tolbert Smith
resource project Exhibitions
The AI behind Virtual Humans Exhibit aims to communicate to the public about the capabilities and impact of artificial intelligence (AI) through AI technologies used in Virtual Humans including facial recognition and natural language processing. AI has and will continue to profoundly impact society in the United States and around the globe. It is important to prepare the nation’s youth and the future workforce with fundamental knowledge of AI. Informal settings, such as museums, offer open and flexible opportunities in helping youth and the general public learn about AI. Virtual Humans provide an ideal vehicle to illustrate many fields of AI, as AI is arguably the science of building intelligence that thinks and acts like humans. Led by a multidisciplinary team of researchers with expertise in AI, learning design, and assessment from the Institute for Creative Technologies at University of Southern California and the Lawrence Hall of Science at University of California, Berkeley, this project will develop a Virtual Human exhibit to engage visitors through structured conversations with a Virtual Human, while showcasing how AI drives the Virtual Human’s behavior behind the scenes. The exhibit will include collaborative learning experiences for visitors such as parent-child, siblings and peers to explore what AI is and is not, what AI is and is not capable of, and what impact it will have on their lives.

The project will investigate three research questions: (1) How can a museum exhibit be designed to engage visitor dyads in collaborative learning about AI? (2) How can complex AI concepts underlying the Virtual Human be communicated in a way that is understandable by the general public? And (3) How does and to what extent the Virtual Human exhibit increase knowledge and reduce misconceptions about AI?

The project leverages existing conversational Virtual Human technology developed through decades of collaborative research in AI, including machine vision, natural language processing, automated reasoning, character animation, and machine learning. Set in the informal setting of a museum, the exhibit will be designed following evidence-based research in Computer Supported Collaborative Learning. The project team will use a mixed methods design, drawing on design-based research methodologies and experimental studies. The research team will conduct analysis of visitor observations and interviews for iterative formative improvement. Randomized experimental studies will be conducted in both lab and naturalistic environments to gauge visitor knowledge about AI. Quasi-experimental analyses will be performed to study the relationship between engagement with exhibit features and AI knowledge. The project will produce an interactive exhibit with a Virtual Human installed at the Lawrence Hall of Science and other participating museums, and instruments to measure AI learning. The project will also produce a website where visitors can experience parts of the exhibit online and continue more in-depth learning about AI and the Virtual Human technology. The project holds the potential for producing theoretical and practical advances in helping the general public develop an understanding of AI capability and ethics, advancing knowledge in the process through which young learners develop knowledge about AI, and formulating design principles for creating collaborative learning experiences in informal settings. The results will be disseminated through conference presentations, scholarly publications, and social media. The Virtual Human exhibit will be designed for dissemination and made available for installations at informal science education communities.
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TEAM MEMBERS: Ning Wang eric greenwald Ari Krakowski
resource project Exhibitions
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.
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TEAM MEMBERS: Susan Letourneau
resource research Public Programs
Using a design-based research approach, we studied ways to advance opportunities for children and families to engage in engineering design practices in an informal educational setting. 213 families with 5–11-year-old children were observed as they visited a tinkering exhibit at a children’s museum during one of three iterations of a program posing an engineering design challenge. Children’s narrative reflections about their experience were recorded immediately after tinkering. Across iterations of the program, changes to the exhibit design and facilitation provided by museum staff corresponded
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TEAM MEMBERS: Maria Marcus Diana Acosta Pirko Tougu David Uttal Catherine Haden
resource research Exhibitions
Awareness of a STEM discipline is a complex construct to operationalize; a learner’s awareness of a discipline is sometimes viewed through the lens of personal identity, use of relevant discourse, or knowledge of career pathways. This research proposes defining engineering awareness through a learner’s associations with engineering practices - fundamental processes involved in engineering such as identifying criteria and constraints, testing designs, diagnosing issues and assessing goal completion. In this study, a learner’s engineering awareness was determined by examining 1) their ability to
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resource research Exhibitions
This document provides a brief story about how the Designing our Tomorrow team explored some of their questions about exhibit features by using the C-PIECE Framework: Framework of Collaborative Practices at Interactive Engineering Challenge Exhibits. This exploratory line of inquiry looked at relationships between exhibit features and visitor groups’ Informed engineering design practices. This brief includes an Introduction, Methods and Findings, Summary, and Implications. This exploratory line of inquiry was conducted to inform the development of the Designing our Tomorrow exhibit and
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resource research Exhibitions
This paper provides detailed descriptions of the goals, theoretical perspectives, context, and methods used in A study of collaborative practices at interactive engineering challenge exhibits (the C-PIECE Study), the first of two studies in the Designing Our Tomorrow (DOT) research program. The C-PIECE Study supported foundational and exploratory lines of inquiry related to engineering practices used by families engaging with design challenge exhibits. This paper describes the study background and methods as an anchor to four other products that detail these four specific lines of inquiry and
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resource research Exhibitions
The purpose of this research was to explore associations between engineering practices included in the C-PIECE framework. In this work, we took particular interest in practices under the Defining a Problem proficiency. Practices under Defining a Problem have great potential to influence the entire exhibit interaction and early observations indicated that visitor groups did not engage frequently in these practices at the informed level, therefore they were seen as an opportunity ripe for study. Through observations, interviews, and video analysis, the DOT research team investigated the
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