Data is increasingly important in all aspects of people’s lives, from the day-to-day, to careers and to civic engagement. Preparing youth to use data to answer questions and solve problems empowers them to participate in society as informed citizens and opens doors to 21st century career opportunities. Ensuring equitable representation in data literacy and data science careers is critical. For many girls underrepresented in STEM, developing a "data science identity" requires personally meaningful experiences working with data. This project aims to promote middle school-aged girls’ interest and aspirations in data science through an identity-aligned, social game-based learning approach. The goals are to create a more diverse and inclusive generation of data scientists who see data as a resource and who are equipped with the skills and dispositions necessary to work with data in order to solve practical problems. The research team will run 10 social clubs and 10 data science clubs mentored by women in data science recruited through the University of Miami’s Institute for Data Science and Computing. Participants will be 250 middle school-aged girls recruited in Miami, FL, and Yolo County, CA, through local and national girls’ organizations. Youth will participate in a data science club and will learn key data science concepts and skills, including data structures, storage, exploration, analysis, and visualization. These concepts will be learned from working with their own data collected in personally meaningful ways in addition to working with data collected by others in the same social game eco-system. The project will also develop facilitator materials to allow adult volunteers to create game-based informal data science learning experiences for youth in their areas. 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 and is co-funded by the Innovative Technology Experiences for Students and Teachers (ITEST), which seeks to engage underrepresented students in technology-rich learning environments, including skills in data literacy, and increase students’ knowledge and interest in information and communication technology (ICT) careers.
Researchers will focus on two primary research questions: 1) Across gameplay and club experiences, in what ways do participants engage with data to pursue personal or social goals? 2) How do gameplay and club experiences shape girls’ perceptions of data, data science, and their fit with data and data science? The project will use design-based research methods to iteratively design the game and social club experiences. To ensure that uses of data feel personally and socially meaningful to young girls, the virtual world’s goals, narratives, and activities will be co-designed with girls from groups underrepresented in data science. The project will research engagement with game data in two informal, game-based learning scenarios: organic, self-directed, social play club, and structured, adult-facilitated data science clubs. The research will use a combination of quantitative and qualitative methods including surveys, focus groups, interviews, and gameplay and club observations. Project evaluation will determine how gameplay and club experiences impact participants' attitudes toward and interest in data-rich futures. The project holds the potential for broadening participation and promoting interest in data science by blending game-based learning with the rich social and adult mentoring through club participation. The results will be disseminated through conference presentations, scholarly publications, and social media. The game and facilitator materials will be designed for dissemination and made freely available to the public.
DATE:
-
TEAM MEMBERS:
Lisa HardyGary GoldbergerJennifer Kahn
This poster was presented at the 2021 NSF AISL Awardee Meeting.
Since 2006, the National High Magnetic Field Laboratory (MagLab) through the Center for Integrating Research and Learning (CIRL) has offered a SciGirls Summer Camp to introduce middle school girls to various fields of science. Code: SciGirls was created in 2017 to increase the engagement in computer science studies and career paths for girls. This consistent commitment to girls in STEM led the SciGirls creators at Twin Cities Public Television (TPT) to invite CIRL to be a partner with them. In the summer of 2021, CIRL & TPT
The Ice Worlds media project will inspire millions of children and adults to gain new knowledge about polar environments, the planet’s climate, and humanity’s place within Earth’s complex systems—supporting an informed, STEM literate citizenry. Featuring the NSF-funded THOR expedition to Thwaites glacier, along with contributions of many NSF-supported researchers worldwide, Ice Worlds will share the importance of investments in STEM with audiences in giant screen theaters, on television, online, and in other informal settings. Primary project deliverables include a giant screen film, a filmmaking workshop for Native American middle school students that will result in a documentary, a climate storytelling professional development program for informal educators, and a knowledge-building summative evaluation. The project’s largest target audience is middle school learners (ages 11-14); specific activities are designed for Native American youth and informal science practitioners. Innovative outreach will engage youth underserved in science inspiring a new generation of scientists and investigative thinkers. The project’s professional development programs will build the capacity of informal educators to engage communities and communicate science. The Ice Worlds project is a collaboration among media producers Giant Screen Films, Natural History New Zealand, PBS, and Academy Award nominated film directors (Yes/No Productions). Additional collaborators include Northwestern University, The American Indian Science and Engineering Society, the Native American Journalism Association, a group of museum and science center partners, and a team of advisors including scientific and Indigenous experts associated with the NSF-funded Study of Environmental Arctic Change initiative.
The goals of the project are: 1) to increase public understanding of the processes and consequences of environmental change in polar ecosystems, 2) to explore the effectiveness of the giant screen format to impart knowledge, inspire motivation and caring for nature, 3) to improve middle schoolers’ interest, confidence and engagement in STEM topics and pursuits—broadly and through a specific program for Native American youth, and 4) to build informal educators’ capacity to share stories of climate change in their communities. The main evaluation questions are 1) to what extent does the Ice World film affect learning, engagement, and motivation around STEM pursuits and environmental problem solving 2) what is the added value of companion media for youth’s giant screen learning over short and longer term, and 3) what are the impacts of the culturally based Native American youth workshops.
The evaluation work will involve a Native American youth advisory panel and a panel of science center practitioners in the giant screen film’s development and evaluation process. Formative evaluation of the film will involve recruiting youth from diverse backgrounds, including representation of Native youth, to see the film in the giant screen theater of a partner site. Post viewing surveys and group discussions will explore their experience of the film with respect to engagement, learning, evoking spatial presence, and motivational impact. A summative evaluation of the completed film will assess its immediate and longer term impacts. Statistical analyses will be conducted on all quantitative data generated from the evaluation, including a comparison of pre and post knowledge scores. An evaluation of the Tribal Youth Media program will include a significant period of formative evaluation and community engagement to align activities to the needs and interests of participating students. Culturally appropriate measures, qualitative methods and frameworks will be used to assess the learning impacts. Data will be analyzed to determine learning impacts of the workshop on youth participants as well as mentors and other stakeholder participants. Evaluation of the community climate storytelling professional development component will include lessons learned and recommendations for implementation.
This project investigates long-term human-robot interaction outside of controlled laboratory settings to better understand how the introduction of robots and the development of socially-aware behaviors work to transform the spaces of everyday life, including how spaces are planned and managed, used, and experienced. Focusing on tour-guiding robots in two museums, the research will produce nuanced insights into the challenges and opportunities that arise as social robots are integrated into new spaces to better inform future design, planning, and decision-making. It brings together researchers from human geography, robotics, and art to think beyond disciplinary boundaries about the possible futures of human-robot co-existence, sociality, and collaboration. Broader impacts of the project will include increased accessibility and engagement at two partner museums, interdisciplinary research opportunities for both undergraduate and graduate students, a short video series about the current state of robotic technology to be offered as a free educational resource, and public art exhibitions reflecting on human-robot interactions. This project will be of interest to scholars of Science and Technology Studies, Human Robotics Interaction (HRI), and human geography as well as museum administrators, educators and the general public.
This interdisciplinary project brings together Science and Technology Studies, Human Robotics Interaction (HRI), and human geography to explore the production of social space through emerging forms of HRI. The project broadly asks: How does the deployment of social robots influence the production of social space—including the functions, meanings, practices, and experiences of particular spaces? The project is based on long-term ethnographic observation of the development and deployment of tour-guiding robots in an art museum and an earth science museum. A social roboticist will develop a socially-aware navigation system to add nuance to the robots’ socio-spatial behavior. A digital artist will produce digital representations of the interactions that take place in the museum, using the robot’s own sensor data and other forms of motion capture. A human geographer will conduct interviews with museum visitors and staff as well as ethnographic observation of the tour-guiding robots and of the roboticists as they develop the navigation system. They will produce an ethnographic analysis of the robots’ roles in the organization of the museums, everyday practices of museum staff and visitors, and the differential experiences of the museum space. The intellectual merits of the project consist of contributions at the intersections of STS, robotics, and human geography examining the value of ethnographic research for HRI, the development of socially-aware navigation systems, the value of a socio-spatial analytic for understanding emerging forms of robotics, and the role of robots within evolving digital geographies.
This project is jointly funded by the Science and Technology Studies program in SBE and Advancing Informal STEM Learning (AISL) Program in EHR.
This award is funded in whole or in part under the American Rescue Plan Act of 2021 (Public Law 117-2).
Research shows that Black girls and women, regardless of their academic achievements and STEM interests, often encounter academic under-preparation, social isolation, exclusion, and race-gender discrimination that negatively impacts their ongoing engagement and retention in STEM. This project will provide innovative, culturally relevant learning environments to middle and high school Black girls to counter these negative trends. Using hands-on coding and robotics activities, project participants will develop positive attitudes toward science, technology, engineering, and mathematics (STEM). The project emphasizes peer-mentoring by providing opportunities for Black female high school (assistant coaches) and Black college students (coaches) to serve as counselors and mentors to participants. Additionally, engineers, scientists, and executives from STEM industries will serve as mentors and share their experiences to broaden participants’ STEM career aspirations. The project is a three-year collaborative effort between the University of California Davis C-STEM Center, the Umoja Community Education Foundation, and the 66 affiliated California community colleges, industry partners, and school districts in California. Over three years, nearly 2,000 females will participate in the project.
Learning environments for Black girls and women led by other Black girls and women are referred to as “counterspaces” where they are free to engage in STEM in ways that value their identities while promoting STEM engagement, interests, and career aspirations. The project’s curriculum will follow a research-based, culturally relevant multi-tiered mentoring approach. The curriculum is designed to develop participants’ STEM content knowledge, critical thinking, and logical reasoning capabilities through meaningful connections to real-life applications using hands-on coding and robotics. A mixed-method longitudinal study will examine the impact on participants’ STEM outcomes, emphasizing contributing new knowledge on the viability of multi-tiered, culturally relevant mentoring for increasing equity in informal STEM learning (ISL). The program's effectiveness will be evaluated using longitudinal assessments of mathematics standards, computer science and robotics conceptual knowledge, logical and critical thinking skills, STEM school achievements, interests and attitudes toward STEM subjects, advanced STEM course-taking, involvement in other ISL opportunities, and leadership in STEM in one’s school/university and community. The project will test a locally based informal learning model with projects hosted by other K-12 and college partners.
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.
Computing fields are foundational to most STEM disciplines and the only STEM discipline to show a consistent decline in women's representation since 1990, making it an important field for STEM educators to study. The explanation for the underrepresentation of women and girls in computing is twofold: a sense that they do not fit within the stereotypes associated with computing and a lack of access to computer games and technologies beginning at an early age (Richard, 2016).
Informal coding education programs are uniquely situated to counter these hurdles because they can offer additional
Refugee youth are particularly vulnerable to STEM disenfranchisement due to factors including limited or interrupted schooling following displacement; restricted exposure to STEM education; and linguistic, cultural, ethnic, socioeconomic, and racial minority status. Refugee youth may experience a gap in STEM skills and knowledge, and a conflict between the identities necessary for participation in their families and communities, and those expected for success in STEM settings. To conduct research to better understand these challenges, an interrelated set of activities will be developed. First, youth will learn principles of physics and computing by participating in cosmic ray research with physicists using an instructional approach that builds from their home languages and cultures. Then youth periodically share what they are learning in the cosmic ray research with their parents, siblings, and science teachers at family and community science events. Finally, youth conduct reflective research on their own STEM identity development over the course of the project. Research on learning will be conducted within and across these three strands to better understand how refugee youth develop STEM-positive identities. This project will benefit society by improving equity and diversity in STEM through (1) creating opportunities for refugee youth to participate in physics research and to develop computing skills and (2) producing knowledge on STEM identity development that may be applied more broadly to improve STEM education. Deliverables from this project include: (a) research publications on STEM identity and learning; (b) curriculum resources for teaching physics and computing to multilingual youth; (c) an online digital storytelling exhibit offering narratives about belonging in STEM research which can be shared with STEM stakeholders (policy makers, scientists, educators, etc.); and (d) an online database of cosmic ray data which will be available to physicists worldwide for research purposes. This Innovations in Development proposal 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, advancing innovative research on and assessment of STEM learning in informal environments, and developing understandings of deeper learning by participants.
This program is designed to provide multiple contexts, relationships, and modes across and within which the identity work of individual students can be studied to look for convergence or divergence. To achieve this goal, the research applies a linguistic anthropological framework embedding discourse analysis in a larger ethnography. Data collected in this study include field notes, audio and video recordings of naturalistic interactions in the cosmic ray research and other program activities, multimodal artifacts (e.g., students' digital stories), student work products, interviews, and surveys. Critically, this methodology combines the analysis of identity formation as it unfolds in moment-to-moment conversations (during STEM learning, and in conversations about STEM and STEM learning) with reflective tasks and the production of personal narratives (e.g., in digital stories and interviews). Documenting convergence and divergence of STEM identities across these sources of data offers both methodological and theoretical contributions to the field. The research will offer thick description of the discursive practices of refugee youth to reveal how they construct identities related to STEM and STEM disciplines across settings (e.g., during cosmic ray research, while creating digital stories), relationships (e.g., peer, parent, teacher), and the languages they speak (e.g., English, Swahili). The findings will be of potential value to instructional designers of informal learning experiences including those working with afterschool, museums, science centers and the like, educators, and scholars of learning and identity.
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:
-
TEAM MEMBERS:
Tino NyaweloJohn MatthewsJordan GertonSarah Braden
Historic art objects provide a collection of materials that have been naturally aged for decades or even centuries. In addition to the intrinsic archival value of these materials, they are also models for understanding property degradation over long periods of time. This project aims to develop computational and experimental tools needed to understand how these changes take place. To accomplish this task a research network has been established between Northwestern University and leaders in cultural heritage science from the Rijksmuseum and the University of Amsterdam in the Netherlands, the National Research Council in Italy, and the Synchrotron Soleil in France. This new infrastructure promises to deliver a significant enhancement of research and education resources (networks, partnership and increased access to facilities and instrumentation) to a diverse group of users. The art objects central to the project provide a series of well-defined case studies for investigating complex materials systems that are both applicable to materials education and push the limits of the existing analytical tools, thus inspiring instrumental innovations across broad sectors of the physical sciences. Further development of these tools will enable art conservators to more effectively make informed decisions about treatments of works of art, and to understand long-term materials degradation more generally. The project will also deliver a significant enhancement of research and education infrastructure by a diverse group of users and will provide meaningful, international research experience to 50 participants, with a strong emphasis on scientists at the beginning of their careers. In addition, the connections between science and art will illustrate the creative aspects of both disciplines to a very broad audience, attracting a more representative cross section of people into science.
DATE:
TEAM MEMBERS:
Kenneth ShullFrancesca CasadioOliver CossairtAggelos KatsaggelosMarc Walton
We developed a multi-touch interface for the citizen science video game Foldit, in which players manipulate 3D protein structures, and compared multi-touch and mouse interfaces in a 41-subject user study. We found that participants performed similarly in both interfaces and did not have an overall preference for either interface. However, results indicate that for tasks involving guided movement to dock protein parts, subjects using the multi-touch interface completed tasks more accurately with fewer moves, and reported higher attention and spatial presence. For tasks involving direct
DATE:
TEAM MEMBERS:
Thomas MuenderSadaab Ali GulaniLauren WestendorfClarissa VerishRainer MalakaOrit ShaerSeth Cooper
Although hundreds of citizen science applications exist, there is lack of detailed analysis of volunteers' needs and requirements, common usability mistakes and the kinds of user experiences that citizen science applications generate. Due to the limited number of studies that reflect on these issues, it is not always possible to develop interactions that are beneficial and enjoyable. In this paper we perform a systematic literature review to identify relevant articles which discuss user issues in environmental digital citizen science and we develop a set of design guidelines, which we evaluate
DATE:
TEAM MEMBERS:
Artemis SkarlatidouAlexandra HamiltonMichalis VitosMuki Haklay
We explored the potential of science to facilitate social inclusion with teenagers who had interrupted their studies before the terms set for compulsory education. The project was carried out from 2014 to 2018 within SISSA (International School for Advanced Studies), a scientific and higher education institution in physics, mathematics and neurosciences, and was focused on the production of video games using Scratch. The outcomes are encouraging: through active engagement, the participants have succeeded in completing complex projects, taking responsibilities and interacting with people
DATE:
TEAM MEMBERS:
Simona CerratoFrancesca RizzatoLucia TealdiElena Canel