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.
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TEAM MEMBERS:
Lisa HardyGary GoldbergerJennifer Kahn
This project is expanding an effective mobile making program to achieve sustainable, widespread impact among underserved youth. Making is a design-based, participant-driven endeavor that is based on a learning by doing pedagogy. For nearly a decade, California State University San Marcos has operated out-of-school making programs for bringing both equipment and university student facilitators to the sites in under-served communities. In collaboration with four other CSU campuses, this project will expand along four dimensions: (a) adding community sites in addition to school sites (b) adding rural contexts in addition to urban/suburban, (c) adding hybrid and online options in addition to in-person), and (d) including future teachers as facilitators in addition to STEM undergraduates. The program uses design thinking as a framework to engage participants in addressing real-world problems that are personally and socially meaningful. Participants will use low- and high-tech tools, such as circuity, coding, and robotics to engage in activities that respond to design challenges. A diverse group of university students will lead weekly, 90-minute activities and serve as near-peer mentors, providing a connection to the university for the youth participants, many of whom will be first-generation college students. The project will significantly expand the Mobile Making program from 12 sites in North San Diego County to 48 sites across California, with nearly 2,000 university facilitators providing 12 hours of programming each year to over 10,000 underserved youth (grades 4th through 8th) during the five-year timeline.
The project research will examine whether the additional sites and program variations result in positive youth and university student outcomes. For youth in grades 4 through 8, the project will evaluate impacts including sustained interest in making and STEM, increased self-efficacy in making and STEM, and a greater sense that making and STEM are relevant to their lives. For university student facilitators, the project will investigate impacts including broadened technical skills, increased leadership and 21st century skills, and increased lifelong interest in STEM outreach/informal science education. Multiple sources of data will be used to research the expanded Mobile Making program's impact on youth and undergraduate participants, compare implementation sites, and understand the program's efficacy when across different communities with diverse learner populations. A mixed methods approach that leverages extant data (attendance numbers, student artifacts), surveys, focus groups, making session feedback forms, observations, and field notes will together be used to assess youth and university student participant outcomes. The project will disaggregate data based on gender, race/ethnicity, grade level, and site to understand the Mobile Making program's impact on youth participants at multiple levels across contexts. The project will further compare findings from different types of implementation sites (e.g., school vs. library), learner groups, (e.g., middle vs. upper elementary students), and facilitator groups (e.g., STEM majors vs. future teachers). This will enable the project to conduct cross-case comparisons between CSU campuses. Project research will also compare findings from urban and rural school sites as well as based on the modality of teaching and learning (e.g., in-person vs. online). The mobile making program activities, project research, and a toolkit for implementing a Mobile maker program will be widely disseminated to researchers, educators, and out-of-school programs.
The Clubhouse Network: A Global Community for Creativity and Achievement, a program of Boston's Museum of Science, will develop, pilot, and evaluate Light it Up! Engaging Young People in Digital Making Activities. Digital making activities combine design, computational thinking, and engineering practices that are all fundamental learning skills for the 21st century. Over the course of six months, the project team will develop a one-day, hands-on workshop that will give museum educators strategies to inspire a more diverse population of middle and high school-aged youth to consider educational and career pathways in STEM fields through engagement with local science centers. The workshop will be implemented twice with a group of 12 educators from regional museums. The museum will use tested evaluation tools to improve the quality and outcomes of the workshops. A successful prototype and evaluation will result in practices that can be adapted by other museums and cultural institutions to better reach young people with digital making activities.
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
This poster was presented at the 2021 NSF AISL Awardee Meeting.
Makerspaces and making-related programs are often inaccessible, unaffordable, or simply not available to underserved youth. This three-year, Innovations in Development project involves partnership with four Recreation Centers (two each in Baltimore and Pittsburgh) to (1) train educators in equity-oriented approaches to making, (2) create four learning hubs, (3) develop and test equity-based curricula in each space, and (4) establish a replicable Localization Toolkit for future implementation in other communities.
This poster was presented at the 2021 NSF AISL Awardee Meeting.
Collaborative robots – cobots – are designed to work with humans, not replace them. What learning affordances are created in educational games when learners program robots to assist them in a game instead of being the game? What game designs work best?
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 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.