In this paper, we investigate bias detection and mitigation techniques to address issues of
algorithmic fairness in multimodal models of museum visitor visual attention.
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TEAM MEMBERS:
Halim AcostaNathan HendersonJonathan RoweWookhee MinJames MinogueJames Lester
resourceevaluationMuseum and Science Center Exhibits
The linked repository contains select resources from the SICIIT NSF project (Supporting Science and Engineering Identity Change in Immersive Interactive Technologies). The project did not reach its main objective, mainly due to disruptions caused by COVID, but we hope that the materials will be a useful resource for follow-up research.
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TEAM MEMBERS:
Stefan RankAyana AllenGlen MuschioAroutis FosterKapil Dandekar
This poster was presented at the 2021 NSF AISL Awardee Meeting.
What do you think?
How do you connect with youth audiences?
What assumptions do you have about how identity relates to exhibit engagement?
How do factors that shape your identity impact your life? Has this shifted over time?
This poster was presented at the 2021 NSF AISL Awardee Meeting.
Dinosaurs of Antarctica is a giant screen film and outreach project that documents the work of NSF-funded researchers on expeditions to Shackleton Glacier during the 2017-2018 field season. This immersive film and companion television special will bring the past to life and engage the public, and particularly students in middle grades (6-9), with polar science through appealing, entertaining media experiences and informal learning programs. The film serves as a companion for the synonymous Antarctic Dinosaurs museum exhibition
Reframing engineering activities to emphasize the needs of others has the potential to strengthen engineering practices like problem scoping, while also providing more inclusive and socially relevant entry points into engineering problems. In a three-year design-based research project, we developed novel strategies for adding narratives to engineering activities to deepen girls’ engagement in engineering practices by evoking empathy for the users of their designs. In this article, we describe a set of hands-on engineering activities developed through iterative development and testing with 190
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 MarcusDiana AcostaPirko TouguDavid UttalCatherine Haden
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
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
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
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
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.