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resource project Professional Development, Conferences, and Networks
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.
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TEAM MEMBERS: Andee Rubin
resource project Public Programs
In informal science contexts, the word tinkering describes a learning process that combines art, science, and technology through hands-on inquiry. With the growth in popularity of the making and tinkering movements nationwide, these practices are increasingly making their way into early childhood environments where they have great promise to positively impact the early STEM learning experiences of young children. This 2-day conference hosted at the Exploratorium in San Francisco will bring together stakeholders exploring applications of tinkering in informal early childhood environments. The conference will provide opportunities to explore the role, value, and challenges associated with implementing meaningful tinkering interventions in learning environments serving young children. The project seeks to 1) Convene stakeholders from the tinkering and early childhood programs; and 2) further the exploration and evolution of practitioner and researcher knowledge about tinkering in early childhood contexts. The long-term goal is to support more young children being introduced to STEM learning through tinkering's adaptable approaches to STEM-learning that align with the developmental needs of this young population.

This project will collaboratively analyze and document the state of the field of STEM-rich tinkering in informal early childhood contexts. Additionally, the project will deepen relationships across the early childhood tinkering ecosystem. Additional outcomes include an effort to provide tangible resources to the field highlighting current promising practices and future opportunities for development. The conference will also provide an understanding of how tinkering interventions may contribute to the development of STEM interest, identity and learning amongst early childhood audiences. Finally, the conference will bring together research and practitioners to explore how tinkering in early childhood settings can be used effectively to meet the needs of diverse learners including learners from underserved and underrepresented communities. The project will recruit a total of 75 participants with backgrounds in the field of tinkering and STEM learning, early childhood research, and professional development practices representing a diverse set of institutions and organizations. Research questions for the conference will focus on: 1) What types of supports and professional development do early childhood educators need to facilitate early STEM learning through tinkering? 2) What types of built environment and hands-on materials best support young children's ability to learn STEM content and practices through tinkering? 3) What types of strategies best support caregiver involvement in young children's learning? 4) What is the role of early childhood tinkering in young children?s STEM learning, interest, and identity development? 5) How can culturally and linguistically sustaining pedagogies be used to ensure equity across a diversity of young learners and their families? To answer these research questions the project will use qualitative methods before, during and post-conference. Research methods will include a landscape analysis identifying needs of participants, surveys, observations and informal interviews with participants.

This Conference award 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.

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: Mike Petrich Lianna Kali
resource project Professional Development, Conferences, and Networks
The Self-Reliance Foundation will develop a conference that has the overarching goal of laying the groundwork for the development of strategic partnerships for involving Latino audiences in informal science learning, led by informal science institutions nationwide. Numbering over 42 million, Latinos are now the largest ethnic/racial minority group in America; in recent years, 1 of every 2 new Americans has been Latino. Educational opportunities, formal and informal, are not keeping pace. Latino students score lower on math and science achievement tests than national averages, enroll at disproportionately lower levels, and are underrepresented in undergraduate and graduate science and engineering programs. Latino families are under-represented among those who visit science centers and other like institutions. Latino students are under-enrolled in after-school programs. There is no Spanish-language NPR or PBS; there is little science available on Spanish-language media, including radio, television, and newspapers. The conference will bring together informal science institutions and science research organizations together with Hispanic organizations, media, and educational projects to review current ISE resources, identify needs and gaps, learn about best practices in designing culturally effective programs and resources, and develop new strategies and resources to enrich the informal science learning environment for Latinos.
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