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.
Hero Elementary is a transmedia educational initiative aimed at improving the school readiness and academic achievement in science and literacy of children grades K-2. With an emphasis on Latinx communities, English Language Learners, youth with disabilities, and children from low-income households, Hero Elementary celebrates kids and encourages them to make a difference in their own backyards and beyond by actively doing science and using their Superpowers of Science. The project embeds the expectations of K–2nd NGSS and CCSS-ELA standards into a series of activities, including interactive games, educational apps, non-fiction e-books, hands-on activities, and a digital science notebook. The activities are organized into playlists for educators and students to use in afterschool programs. Each playlist centers on a meaningful conceptual theme in K-2 science learning.
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TEAM MEMBERS:
Joan FreeseMomoko HayakawaBryce Becker
Hero Elementary is a transmedia educational initiative aimed at improving the school readiness and academic achievement in science and literacy of children grades K-2. With an emphasis on Latinx communities, English Language Learners, youth with disabilities, and children from low-income households, Hero Elementary celebrates kids and encourages them to make a difference in their own backyards and beyond by actively doing science and using their Superpowers of Science. The content is aligned with NGSS and CCSS-ELA for K–2.
This report describes a case study that examines the design and use
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TEAM MEMBERS:
Betsy McCarthyDaniel BrennerClaire MorganJoan FreeseMomoko Hayakawa
Hero Elementary is a transmedia educational initiative aimed at improving the school readiness and academic achievement in science and literacy of children grades K-2. With an emphasis on Latinx communities, English Language Learners, youth with disabilities, and children from low-income households, Hero Elementary celebrates kids and encourages them to make a difference in their own backyards and beyond by actively doing science and using their Superpowers of Science. The content is aligned with NGSS and CCSS-ELA for K–2.
This report presents findings from a case study with an afterschool
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TEAM MEMBERS:
Betsy McCarthyDaniel BrennerClaire MorganJoan FreeseMomoko Hayakawa
Hero Elementary is a transmedia educational initiative aimed at improving the school readiness and academic achievement in science and literacy of children grades K-2. With an emphasis on Latinx communities, English Language Learners, youth with disabilities, and children from low-income households, Hero Elementary celebrates kids and encourages them to make a difference in their own backyards and beyond by actively doing science and using their Superpowers of Science. The content is aligned with NGSS and CCSS-ELA for K–2.
This report summarizes findings from a case study with 4 large
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TEAM MEMBERS:
Betsy McCarthyDaniel BrennerClaire MorganJoan FreeseMomoko Hayakawa
Hero Elementary is a transmedia educational initiative aimed at improving the school readiness and academic achievement in science and literacy of children grades K-2. With an emphasis on Latinx communities, English Language Learners, youth with disabilities, and children from low-income households, Hero Elementary celebrates kids and encourages them to make a difference in their own backyards and beyond by actively doing science and using their Superpowers of Science. The content is aligned with NGSS and CCSS-ELA for K–2. This report summarizes findings from a case study with 4 large
DATE:
TEAM MEMBERS:
Betsy McCarthyDaniel BrennerClaire MorganJoan FreeseMomoko Hayakawa
Hero Elementary is a transmedia educational initiative aimed at improving the school readiness and academic achievement in science and literacy of children grades K-2. With an emphasis on Latinx communities, English Language Learners, youth with disabilities, and children from low-income households, Hero Elementary celebrates kids and encourages them to make a difference in their own backyards and beyond by actively doing science and using their Superpowers of Science. The content is aligned with NGSS and CCSS-ELA for K–2.
This executive summary synthesizes a case study, in which we
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TEAM MEMBERS:
Betsy McCarthyDaniel BrennerClaire MorganJoan FreeseMomoko Hayakawa
In spring 2019, WestEd conducted a pilot study using five playlists to understand the feasibility of implementing the playlists in afterschool programs and to discuss the potential impact of the playlists on student science learning. The research questions were: 1) How are the playlists implemented in after-school programs? 2) What is the potential impact of playlists on student science knowledge and skills? Student science knowledge was measured using the ScienceQuest test, and attitudes towards science were measured by the Emerging STEM Learning Activation Survey. Data were analyzed using a
Framing: Broadening participation and achieving equitable outcomes has been a core goal of the science museum field for over two decades. However, how to make progress has proven an intractable problem.
Methods: Focusing on five organizations who officially committed to diversity, equity, access, and inclusion (DEAI) by participating in a national professional development program, the researchers investigate how science museums attempt to enact internally-focused change via a mixed methods case study.
Findings: While these organizations considered a variety of structurally focused change
Described by Wohlwend, Peppler, Keune and Thompson (2017) as “a range of activities that blend design and technology, including textile crafts, robotics, electronics, digital fabrication, mechanical repair or creation, tinkering with everyday appliances, digital storytelling, arts and crafts—in short, fabricating with new technologies to create almost anything” (p. 445), making can open new possibilities for applied, interdisciplinary learning in science, technology, engineering and mathematics (Martin, 2015), in ways that decenter and democratize access to ideas, and promote the construction
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TEAM MEMBERS:
Jill CastekMichelle Schira HagermanRebecca Woodland
A makerspace is a place where participants explore their own interests and learn by creating, tinkering, and inventing artifacts through the use of a rich variety of tools and materials. This project will develop and research a flexible model for makerspaces that can be adapted to local settings to support informal STEM learning for hospitalized, chronically ill patients in pediatric environments who are predominantly youth of color from low-income backgrounds. These youth are subject to health disparities and healthcare inequities. Their frequent absence from school and other activities disrupt friendship formations, reduce their opportunities for social support, reduce their access to environments where they can feel a sense of self-agency through learning and creative activities. Through patient centered co-design, this project will build adaptable STEM makerspace environments conducive to STEM-rich learning, the exercise of self-agency, and development of STEM identity. Project design will focus on the sensitive nature of working with vulnerable populations (i.e., immunocompromised patients). The project will develop and disseminate several resources: (1) a flexible makerspace model that can be adapted to work in different pediatric settings; (2) research methods for conducting research in highly sensitive environments with and alongside young patients; and (3) professional development resources and a playbook including guidebook and facilitators guide that will articulate principles and processes for designing, implementing and sustaining makerspaces in pediatric settings. These resources will be widely disseminated through maker and other informal STEM networks.
The project will pursue two innovations. First, the project will develop the physical design of adaptable informal STEM makerspaces in pediatric settings. Second, the project will develop innovative patient-centered methodologies for studying approaches to physical design and the effects of makerspace installations for informal STEM-learning, self-agency, and STEM identity development. Using a design-based research approach, the project will investigate: (1) the extent to which physical makerspace designs support access to material, relational, and ideational resources for STEM-learning and well-being; (2) the extent to which makerspace installations, researchers, and medical care staff support patients in accessing and generating tools and other resources for personal learning and a sense of agency; and (3) the extent to which makerspace design with a focus on affording material, relational, and ideational resources provide rich opportunities for young patients to explore their own interests and cultivate STEM identities. One of the project's innovations, beyond development of adaptable makerspace model involves developing an innovative patient-centered methodology for conducting educational research toward broadening participation in STEM in highly sensitive medical care environments. The project will employ a mixed-methods research design and collect a variety of data to address these areas of research including documentation of makerspace design plans and renderings, observational data gathered through fieldnotes, video and audio recordings, informal interviews with patients, their families, and child-care staff, and patient generated artifacts. Articles for researchers and practitioners will be submitted for publication to appropriate professional journals and peer-reviewed publications.
As part of its overall strategy to enhance learning in informal environments, the Advancing Informal STEM Learning (AISL) program funds innovative research, approaches, and resources for use in a variety of settings.
This Innovations in Development 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.
National priorities recommend the U.S. fortify a culture of innovation by encouraging broader participation in invention and STEM. The Game Changers is an Innovations in Development exhibition project with embedded research that advances knowledge about how museum exhibits can activate STEM-related inventive identities among the public. The project is a collaboration between the Smithsonian's Lemelson Center for the Study of Invention and Innovation at the National Museum of American History (NMAH-LC), educational researchers, an exhibition design firm, and community based organizations. While the Game Changers exhibition theme of inventiveness in sports provides an initial spark for broad audience interest and engagement, its ultimate intent is to foster and enhance inventive identity among diverse audiences, particularly girls and young women ages 10-17, African American youth ages 10-17, and people of all ages with disabilities. Visitors will be met by a brief introductory display to launch their journey from passive learner to active inventor. A diverse array of athletes and inventors provide relevant motivational exemplars and ask visitors "How will YOU Change the Game?" Examples of invention challenges include, applying the principles of physics and materials science to aid in designing a safer helmet and exploring computational fluid dynamics to design a faster swimsuit. Throughout the exhibition experience, visitors will draw on an array of STEM skills and knowledge essential to sports, including physiology, kinesiology, and biomechanical engineering, physics, biomimicry, robotics, computer science, data analysis, and virtual and augmented reality. Throughout the project, the team will work with priority audiences, starting with front-end research and evaluation; progressing iteratively through stages of formative research, design, and evaluation; and conducting summative evaluation to ensure that the STEM-based content and design strategies are impacting inventive identity and meeting audiences' interests and needs. In coordination with the exhibition development and evaluation teams, educational researchers will iteratively explore and develop a model for innovative identity development in informal learning environments.
Educational psychologists from Old Dominion University and Temple University will collaborate closely with the NMAH-LC team, exhibition design-fabrication firm Roto, and evaluators from Randi Korn & Associates to adapt a theoretical model of identity from a formal education setting to an informal learning context. In the model, identity is conceptualized as a complex dynamic system, with interdependent internal and external elements (ontological/epistemological beliefs; self-perceptions; purpose and goals; perceived action possibilities) and reciprocal influences in a process of continuous emergence. Using design based research and a previously developed coding manual, the team will iteratively apply, test, and further advance the inventive identity development model, a set of inventive identity indicators for future research and development, and a list of exhibition design techniques for activating inventive, STEM-based identity development in informal learning environments. The research team will prioritize diverse audiences for iterative cycles and focus groups, including participants from the Girl Scouts of the Nation's Capital, Smithsonian Accessibility Program, Smithsonian's Anacostia Community Museum, and YMCA of Washington, DC. The exhibition's research, evaluation, and design outcomes will be disseminated widely across the AISL field and through project collaborators.
This 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.