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.
Virtual Reality (VR) shows promise to broaden participation in STEM by engaging learners in authentic but otherwise inaccessible learning experiences. The immersion in authentic learner environments, along with social presence and learner agency, that is enabled by VR helps form memorable learning experiences. VR is emerging as a promising tool for children with autism. While there is wide variation in the way people with autism present, one common set of needs associated with autism that can be addressed with VR is sensory processing. This project will research and model how VR can be used to minimize barriers for learners with autism, while also incorporating complementary universal designs for learning (UDL) principles to promote broad participation in STEM learning. 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 project will build on a prototype VR simulation, Mission to Europa Prime, that transports learners to a space station for exploration on Jupiter's moon Europa, a strong candidate for future discovery of extraterrestrial life and a location no human can currently experience in person. The prototype simulation will be expanded to create a full, immersive STEM-based experience that will enable learners who often encounter cognitive, social, and emotional barriers to STEM learning in public spaces, particularly learners with autism, to fully engage and benefit from this STEM-learning experience. The simulation will include a variety of STEM-learning puzzles, addressing science, mathematics, engineering, and computational thinking through authentic and interesting problem-solving tasks. The project team's learning designers and researchers will co-design puzzles and user interfaces with students at a post-secondary institute for learners with autism and other learning differences. The full VR STEM-learning simulation will be broadly disseminated to museums and other informal education programs, and distributed to other communities.
Project research is designed to advance knowledge about VR-based informal STEM learning and the affordances of VR to support learners with autism. To broaden STEM participation for all, the project brings together research at the intersection of STEM learning, cognitive and educational neuroscience, and the human-technology frontier. The simulation will be designed to provide agency for learners to adjust a STEM-learning VR experience for their unique sensory processing, attention, and social anxiety needs. The project will use a participatory design process will ensure the VR experience is designed to reduce barriers that currently exclude learners with autism and related conditions from many informal learning opportunities, broadening participation in informal STEM learning. Design research, usability, and efficacy studies will be conducted with teens and adults at the Pacific Science Center and Boston Museum of Science, which serve audiences with autism, along with the general public. Project research is grounded in prior NSF-funded research and leverages the team's expertise in STEM learning simulations, VR development, cognitive psychology, universal design, and informal science education, as well as the vital expertise of the end-user target audience, learners with autism. In addition to being shared at conferences, the research findings will be submitted for publication to peer-reviewed journals for researchers and to appropriate publications for VR developers and disseminators, museum programs, neurodiverse communities and other potentially interested parties.
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.
DATE:
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TEAM MEMBERS:
Teon EdwardsJodi Asbell-ClarkeJamie LarsenIbrahim Dahlstrom-Hakki
The National Federation of the Blind (NFB), with six science centers across the U.S., will develop, implement, and evaluate the National Center for Blind Youth in Science (NCBYS), a three-year full-scale development project to increase informal learning opportunities for blind youth in STEM. Through partnerships and companion research, the NCBYS will lead to greater capacity to engage the blind in informal STEM learning. The NCBYS confronts a critical area of need in STEM education, and a priority for the AISL program: the underrepresentation of people with disabilities in STEM. Educators are often unaware of methods to deliver STEM concepts to blind students, and students do not have the experience with which to advocate for accommodations. Many parents of blind students are ill-equipped to provide support or request accessible STEM adaptations. The NCBYS will expose blind youth to non-visual methods that facilitate their involvement in STEM; introduce science centers to additional non-visual methods that facilitate the involvement of the blind in their exhibits; educate parents as to their students' ability to be independent both inside and outside the STEM classroom; provide preservice teachers of blind students with hands-on experience with blind students in STEM; and conduct research to inform a field that is lacking in published material. The NCBYS will a) conduct six regional, two-day science programs for a total of 180 blind youth, one day taking place at a local science center; b) conduct concurrent onsite parent training sessions; c) incorporate preservice teachers of blind students in hands-on activities; and d) perform separate, week-long, advanced-study residential programs for 60 blind high school juniors and seniors focused on the design process and preparation for post-secondary STEM education. The NCBYS will advance knowledge and understanding in informal settings, particularly as they pertain to the underrepresented disability demographic; but it is also expected that benefits realized from the program will translate to formal arenas. The proposed team represents the varied fields that the project seeks to inform, and holds expertise in blindness education, STEM education, museum education, parent outreach, teacher training, disability research, and project management. The initiative is a unique opportunity for science centers and the disability population to collaborate for mutual benefit, with lasting implications in informal STEM delivery, parent engagement, and teacher training. It is also an innovative approach to inspiring problem-solving skills in blind high school students through the design process. A panel of experts in various STEM fields will inform content development. NCBYS advances the discovery and understanding of STEM learning for blind students by integrating significant research alongside interactive programs. The audience includes students and those responsible for delivering STEM content and educational services to blind students. For students, the program will demonstrate their ability to interface with science center activities. Students will also gain mentoring experience through activities paired with younger blind students. Parents and teachers of blind students, as well as science center personnel, will gain understanding in the experiences of the blind in STEM, and steps to facilitate their complete involvement. Older students will pursue design inquiries into STEM at a more advanced level, processes that would be explored in post-secondary pursuits. By engaging these groups, the NCBYS will build infrastructure in the informal and formal arenas. Society benefits from the inclusion of new scientific minds, resulting in a diverse workforce. The possibility for advanced study and eventual employment for blind students also reduces the possibility that they would be dependent upon society for daily care in the future. The results of the proposed project will be disseminated and published broadly through Web sites; e-mail lists; social media; student-developed e-portfolios of the design program; an audio-described video; and presentations at workshops for STEM educators, teachers of blind students, blind consumer groups, researchers in disability education, and museum personnel.