Data science is ever-present in modern life. The need to learn with and about data science is becoming increasingly important in a world where the quantity of data is constantly growing, where one’s own data are often being harvested and marketed, where data science career opportunities are rapidly increasing, and where understanding statistics, data sources, and data representation is integral to understanding STEM and the world around us. Museums have the opportunity to play a critical role in introducing the public to data science concepts in ways that center personal relevance, social connections and collaborative learning. However, data science and statistics are difficult concepts to distill and provide meaningful engagement with during the brief learning experiences typical to science museums. This Pilot and Feasibility study brings together data scientists, data science educators, and museum exhibit designers to consider these questions:
What are the important data science concepts for the public to explore and understand in museum exhibits?
How can museum exhibits be designed to support visitors with diverse backgrounds and experiences to engage with these data science concepts?
What principles can shape these designs to promote broadening participation in data science specifically and STEM more broadly?
This Pilot and Feasibility project combines multidisciplinary expert convening, feasibility testing, and early exploratory prototyping around the focal topic of data science exhibits. Project partners, TERC, the Museum of Science, Boston, and The Tech Interactive in San Jose will engage in an iterative process to develop a theoretical grounding and practical guidance for museum practitioners. The project will include two convenings, bringing together teams of experts from the fields of data science, data science education and museum exhibit design. Prior to the first convening, an initial literature summary and a survey of convening participants will be conducted, culminating in a preliminary list of big ideas about data science. Periodically, participants will have the opportunity to rank, annotate and expand this list, as a form of ongoing data collection. During the convenings, participants will explore the preliminary list, share related work from the three disciplines, engage with related data science activities in small groups, and work together to build consensus around promising data science topics and approaches for exhibits. Participant evaluation will allow for iterative improvement of the convenings and the capture of missed points or overlooked topics. After each convening, museum partners will create prototypes that respond to the convening conversations. Prototypes will be pilot tested (evaluated) with an intentionally recruited group of families that includes both frequent visitors and those who are less likely to visit the museum; diversity in terms of race, languages and dis/ability will be reflected in selection. Pilot data collection will consist of structured observations and interviews. Results from the first round of prototyping will be shared with convening participants as a way to modify the list of big ideas and to further interrogate the feasibility of communicating these ideas in an exhibit format. Results from the convenings and from both rounds of prototyping will be combined in a guiding document that will be shared on all three partner websites, and more broadly with the informal STEM learning field. The team will also host a workshop for practitioners interested in designing data science exhibits, and present at a conference focused on museum exhibits and their design.
Hands-on tinkering experiences can help promote more equitable STEM learning opportunities for children from diverse backgrounds (Bevan, 2017; Vossoughi & Bevan, 2014). Latine heritage families naturally engage in and talk about engineering practices during and after tinkering in a children’s museum (Acosta & Haden, in press). We asked how the everyday practice of oral stories and storytelling could be leveraged during an athome tinkering activity to support children’s informal engineering and spatial learning.
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.
This poster was presented at the 2021 NSF AISL Awardee Meeting.
Middle Ground Expanded (MGE), an interactive public placemaking project, showcases social-science concepts and transforms underutilized places into informal learning platforms. This broad implementation project is a collaboration between the Exploratorium, Urban Alchemy, San Francisco Recreation and Parks, and the San Francisco Public Library. Sixteen columns housing interactive, multilingual exhibits will help visitors explore how we think, feel, and interact with other people all within an immersive outdoor experience in the
Access to STEM information is unequal, with rural and poor communities often receiving the fewest public education science and science literacy opportunities. Rural areas also face unique STEM teaching and technology integration challenges. In fact, LatinX communities in rural areas are less likely to have access to educational resources and language supports available to LatinX communities in urban centers. This project will help address these inequities by engaging rural librarians, bilingual science communicators, polar scientists, and a technical team to create a series of five bilingual virtual reality (VR) experiences to enhance STEM understanding and appreciation. Project researchers will create a new channel for disseminating polar science, working first with rural Latinx communities in Wisconsin to create a new network between rural communities and university researchers. Involving rural librarians in the co-design of instruction process will produce new ways for rural libraries to engage their local communities and their growing Latinx populations with polar science learning experiences. Each of the five VR experiences will focus on a different area of research, using the captivating Arctic and Antarctic environments as a central theme to convey science. VR is a particularly powerful and apt approach, making it possible to visit places that most cannot experience first-hand while also learning about the wide range of significant research taking place in polar regions. After design, prototyping and testing are finished, the VR experiences will be freely available for use nationally in both rural and urban settings. Public engagement with science creates a multitude of mutual benefits that result from a better-informed society. These benefits include greater trust and more reasoned scrutiny of science along with increased interest in STEM careers, many of which have higher earning potential. The project team will partner with 51 rural libraries which are valued community outlets valuable outlets to improve science literacy and public engagement with science. The effects of this project will be seen with thousands of community members who take part in the testing of prototype VR experiences during development and scaled engagement through ongoing library programs utilizing the final VR experiences for years to come.
This project will create new informal STEM learning assessment techniques through combining prior efforts in the areas of educational data mining for stealth assessment and viewpoint similarity metrics through monitoring gaze direction. Results of the project contribute to the field of educational data mining (EDM), focusing on adopting its methods for VR learning experiences. EDM is a process of using fine grained interaction data from a digital system to support educationally relevant conclusions and has been applied extensively to intelligent tutors and more recently, educational videogames. This project will continue building on existing approaches by expanding to include the unique affordances of VR learning media, specifically gaze. The project will focus on predicting user quitting as well as assessing key learning goals within each experience and triangulate these predictive models with user observations and post-experience surveys. The eventual application of this foundational research would address the problem in assessing a learner using measures external to the experience itself (i.e., surveys) and instead provide new methods that instrument learners using only data generated by their actions within the learning context. These techniques will provide a new means for evaluating informal learning in immersive technology settings without need for explicit tagging. The findings from this project will enable a greater understanding of the relationship between a user’s experience and their learning outcomes, which may prove integral in the creation of educational interventions using VR technology.
This Innovations in Development project is funded by the Advancing Informal STEM Learning (AISL) program, which seeks to (a) advance new approaches to and evidence-based understanding of the design and development of STEM learning in informal environments; (b) provide multiple pathways for broadening access to and engagement in STEM learning experiences; (c) advance innovative research on and assessment of STEM learning in informal environments; and (d) engage the public of all ages in learning STEM in informal environments. This project is also supported by the Office of Polar Programs.
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 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
This front-end evaluation study is part of Designing Our Tomorrow: Mobilizing the Next Generation of Engineers, a five-year project (2018–2023) led by the Oregon Museum of Science and Industry (OMSI) with the support of the National Science Foundation (NSF, DRL-1811617) and project partners: Adelante Mujeres, the Biomimicry Institute, and the Fleet Science Center. The Designing Our Tomorrow (DOT) project seeks to promote and strengthen family engagement and engineering learning via compelling exhibit-based design challenges, presented through the lens of sustainable design exemplified by
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 calls to increase children's exposure and engagement in STEM at an early age. With the rise of the maker-movement, the informal and formal education sectors have witnessed a dramatic expansion of maker and tinkering spaces, programs, and curricula. This has happened in part because of the potential benefits of tinkering experiences to promote access and equity in engineering education. To realize these benefits, it is necessary to continue to make and iterate design and facilitation approaches that can deepen early engagement in disciplinary practices of engineering and other STEM-relevant skills. This project will investigate how stories can be integrated into informal STEM learning experiences for young children and their families. Stories can be especially effective because they bridge the knowledge and experiences young children and their caregivers bring to tinkering as well as the conversations and hands-on activities that can extend that knowledge. In addition, a unique contribution of the project is to test the hypothesis that stories can also facilitate spatial reasoning, by encouraging children to think about the spatial properties of their emerging structures.
This project uses design-based research methods to advance knowledge and the evidence base for practices that engender story-based tinkering. Using conjecture mapping, the team will specify their initial ideas and how it will be evident that design/practices impact caregivers-child behaviors and learning outcomes. The team will consider the demographic characteristics, linguistic practices, and funds of knowledge of the participants to understand the design practices (resources, activities) being implemented and how they potentially facilitate learning. The outcome of each study/DBR cycle serves as inputs for questions and hypotheses in the next. A culturally diverse group of 300+ children ages 5 to 8 years old and their parents at Chicago Children's Museum's Tinkering Lab will participate in the study to examine the following key questions: (1) What design and facilitation approaches engage young children and their caregivers in creating their own engineering-rich tinkering stories? (2) How can museum exhibit design (e.g., models, interactive displays) and tinkering stories together engender spatial thinking, to further enrich early STEM learning opportunities? and (3) Do the tinkering stories children and their families tell support lasting STEM learning? As part of the overall iterative, design-based approach, the team will also field test the story-based tinkering approaches identified in the first cycles of DBR to be most promising.
This project will result in activities, exhibit components, and training resources that invite visitors' stories into open-ended problem-solving activities. It will advance understanding of mechanisms for encouraging engineering learning and spatial thinking through direct experience interacting with objects, and playful, scaffolded (guided) problem-solving activities.
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 video captures the energy and potetial of the Designing our Tomorrow project. It is intended to complement presentations and posters about Designing our Tomorrow.
The Designing Our Tomorrow project aims to develop a framework for creating exhibit-based engineering design challenges and expand an existing model of facilitation for use in engineering exhibits. Designing our Tomorrow 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