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.
The Science Museum of Minnesota (SMM) will collaborate with four community organizations serving Black, Indigenous, and People of Color (BIPOC) audiences to research and develop a novel outdoor makerspace that engages families in STEM learning. A makerspace is a place where people work together on creative, interest driven projects. In working with BIPOC families, the project addresses three forms of historical (and present day) exclusion of community participants, including participation in the design of informal learning experiences, participation in such activities, and overall engagement in STEM. The project aims to develop activities that foster STEM learning using natural materials in an outdoor makerspace, informed through robust collaboration with local communities. This project will result in an outdoor makerspace at SMM that will include 3-4 settings (approximately 2500 square feet total) that house and support multiple making activities in an outdoor context. The proposed work will contribute to advancing knowledge through exploring how BIPOC families define learning in makerspaces and how younger children can be fully engaged in family learning. The project will share the inclusive design and community collaboration practices developed through this work with other museums, maker educators, and other community organizations that can develop or expand their own outdoor makerspaces in ways that will respect and reflect BIPOC families’ perspectives.
BIPOC families will join museum staff as contributors in the development and iteration of an outdoor makerspace and collaborators in the development of generalized design principles and dissemination of the research. Visitor-captured video of engagement in the outdoor makerspace, surveys, and memos from design meetings with community partners serve as the foundation for the process of aligning design and development of outdoor informal science education spaces with community needs and values. All research activities will be guided by a culturally responsive research framework and use strategies to ensure the multicultural validity such as video meaning-making with family research participants and member-checking instruments, data analyses, and findings with Design Partners. Project research will address three questions: (1) What are the characteristics of family learning in an outdoor nature-situated makerspace, including how BIPOC families identify and describe STEM learning and how outdoor spaces can be built to support BIPOC families’ perspectives? (2) How can the space be built to support multi-age families to engaged in making, including a focus on what design elements support preschool learner’s engagement and sustained participation by other family members? and (3) How do the design principles for making with widely available materials translate from indoor to outdoor spaces and materials? Research findings, design principles and community engagement guides will be widely disseminated to researchers, designers, program developers, informal science institutions and community organizations.
The Northwest Passage Project explored the changing Arctic through an innovative expedition aboard the Swedish Icebreaker Oden to conduct groundbreaking ocean science research, while it actively engaged 22 undergraduate and graduate students from the project’s five Minority Serving Institution (MSI) partners and 2 early career Inuit researchers in the research at sea. Over 35 hours of training in Arctic research techniques, polar science, and science communication was provided to these participants, who were engaged in the Northwest Passage expedition and worked with the onboard science team
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
RK&A conducted prototype testing for the Game Changers exhibition with a general public adult audience (18 years and older). The Game Changers exhibition is being developed by the Lemelson Center for the Study of Invention and Innovation at the National Museum of American History.
With assistance from Access Smithsonian, RK&A conducted prototype testing for the Game Changers exhibition with nine adults who identify as having low vision or limited mobility. The Game Changers exhibition is being developed by the Lemelson Center for the Study of Invention and Innovation at the National Museum of American History.
RK&A conducted prototype testing for the Game Changers exhibition with three audiences: adults, female youth 10-17 years old, and male youth 13-14 years old. The Game Changers exhibition is being developed by the Lemelson Center for the Study of Invention and Innovation at the National Museum of American History.
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.
Informal educational activities, such as tinkering, can be beneficial for children’s engineering learning (Bevan, 2017; Sobel & Jipson, 2016). Storytelling can help children organize and make meaning of their experiences (Brown et al., 2014; Bruner, 1996), thereby supporting learning. Digital storytelling, in which narratives and reflections are combined with photos and videos in order to be shared with an audience, has become a familiar, enjoyable activity for many children (Robin, 2008). We examine whether digital storytelling activities during tinkering and reflection will be related to
Informal educational activities, such as tinkering, can be beneficial for children’s engineering learning (Bevan, 2017; Sobel & Jipson, 2016). Storytelling can help children organize and make meaning of their experiences (Brown et al., 2014; Bruner, 1996), thereby supporting learning. We examine whether digital storytelling activities during tinkering and reflection will be related to more engineering talk.We also explore whether children with previous digital storytelling experience will produce higher quality narratives than children without.
Snow: Tiny Crystals, Global Impact is a 2,500 ft traveling exhibition about: how snow shapes and sustains life on Earth, the impacts of climate change on snow, and the importance of our collective engagement to take action. The exhibition will be installed at OMSI during winter 2021-2022 for summative evaluation and learning research.
This poster was presented at the 2021 NSF AISL Awardee Meeting.
This project aims to formally define what a sense of belonging means in the science & natural history museum context as a way to measure inclusivity efforts. We think that most of the experiences that make up a museum visit have a relatively neutral effect on visitor sense of belonging. However, visitors may experience moments that make them feel distinctly positive or negative, and these moments that matter may influence a visitor’s STEM engagement, interest, and/or identity.
This poster was presented at the 2021 NSF AISL Awardee Meeting.