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resource research Media and Technology
The goal of our project is to develop strategies that effectively engage autistic adolescents in informal STEM learning opportunities that promote the self-efficacy and interest in STEM careers that will empower them to seek out career opportunities in STEM fields. The research aims are to: 1. Identify evidence-based strategies to engage autistic youth in informal STEM learning opportunities that are well matched to their attentional profiles: Hypothesis 1: Pedagogical strategies vary in how engaging they are for people with diverse attentional profiles; people with more focused
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TEAM MEMBERS: Katie Gillespie Amy Hurst Beth Rosenberg Jessye Herrell Eliana Grossman Sharang Biswas Eunju Pak Cristina Ulerio Ariana Riccio Jin Delos Santos Patrick Dwyer Sergey Shevchuk-Hill Wendy Martin Lillian Hwang-Geddes Bella Kofner Rheniela Faye Concepcion Theresa Major Saumya Dave Kyle Gravitch Terrance Bobb
resource research Public Programs
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
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TEAM MEMBERS: Carlos Villa Rita Karl Brooke Hobbes A. Troy Roxanne Hughes
resource project Media and Technology
This award takes an innovative approach to an ongoing, pervasive, and persistent societal issue: women are still drastically underrepresented in computing careers. This project targets middle school-aged girls because it is a time when many of them lose interest and confidence in pursuing technical education and computing careers. This project will design, develop, and deploy a one-week experience focused on middle school girls that targets this issue with a novel combination of teaching techniques and technology. The project will use wearable computing devices to support girls' social interactions as they learn computing and solve technical challenges together. The goals of the project are to raise interest, perceived competence, and involvement in the computational ability of girls. Additionally, the project aims to increase a sense of computational community for girls that makes pursuing computational skills more relevant to their identities and lives, and that helps continued participation in computing. The project will deploy a one-week experience four times per year with a socioeconomically diverse range of campers. The project will also develop a 'program in a box' kit that can be broadly used by others wishing to deliver a similar experience for girls.

The planned research will determine if a one-week experience that uses social wearable construction in the context of live-action role play can use the mediating process of computational community formation to positively impact middle school girls' engagement with and interest in computation. Computational community is defined as girls engaging together in the process of learning computation, trading resources and knowledge, and supporting growth. Research participants will include 100 6th to 9th-grade girls. At least 75% of the participants will be either low income, first-generation college-bound, or underrepresented in higher education. Students will be recruited through the longstanding partnerships with title one schools in the Salinas Valley, the Educational Partnership Center, and in the Pajaro Valley Unified School district, where 82% of the students are Hispanic/Latinx, 42% are English Learners, and 73% are eligible for free or reduced lunch. The research questions are: 1) Does the proposed experience increase girls' self-reported competence, self-efficacy, and interest in computational skills and careers? and 2) Will the proposed experience lead to activity-based evidence of learning and integration of computational skills at the group social level? The project will use a mixed-methods, design-based research approach which is an iterative design process to rapidly collect and analyze data, and regularly discuss the implications for practice with the design team. Data will be collected using observations, interviews, focus groups, surveys, and staff logs. Quantitative data will be analyzed using frequencies, means, and measures of dispersion will be applied to survey data from both time points. Pearson correlation coefficients will be used to describe the bivariate relationship between continuous factors. ANOVAs will assess whether there are significant differences in continuous measures across groups. Qualitative data will be analyzed using a constant comparison method.

This Innovations in Development 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: Katherine Isbister
resource research Games, Simulations, and Interactives
It is a well-documented fact that women and minorities are currently underrepresented in STEM higher education degree programs and careers. As an outreach measure to these populations, we established the Hexacago Health Academy (HHA), an ongoing summer program. Structured as an informal learning environment with a strong youth initiated mentoring component, HHA uses game-based learning as both a means of health education and stimulating interest in careers in medicine among adolescents from underrepresented minority populations. In this article, we describe the 2015 session of the Hexacago
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TEAM MEMBERS: Megan Macklin Patrick Jagoda Ian B. Jones Melissa Gilliam
resource project Summer and Extended Camps
The University of Texas at Austin's Texas Advanced Computing Center, Chaminade University of Honolulu (CUH), and the Georgia Institute of Technology will lead this NSF INCLUDES Design and Development Launch Pilot (DDLP) to establish a model for data science preparation of Native Hawaiian and Pacific Islander (NHPI) students at the high school and undergraduate levels. The project is premised on the promise of NHPI communities gaining access to, and the ability to work with, large data sets to tackle emerging problems in the Pacific. Such agency over "big data" sets that are relevant to Pacific issues, and contemporary skills in data science, analytics and visualization have the potential to be transformative for community improvement efforts. The effort has the potential to advance knowledge, instructional pedagogy and practices to improve NHPI high school and undergraduate students performance in and attraction to STEM education and careers.

The project team will work to: 1) Increase interest and proficiency in data science and visualization among NHPI high school and undergraduate students through a summer immersion experience that bridges computation and culture; 2) Build data science capacity at an NHPI serving undergraduate institution (CUH) through creation of a certificate program; and 3) Develop and expand partnerships with other organizations with related goals working with NHPI populations. The month-long summer training for 20 NHPI college students, and five NHPI high school students, takes place at CUH and focuses on data science, visualization, and virtual reality, including working on problem sets that require data science approaches and incorporate geographically, socially- and culturally-relevant research themes.
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TEAM MEMBERS: Kelly Gaither Rosalia Gomez
resource project Media and Technology
The Cyberlearning and Future Learning Technologies Program funds efforts that will help envision the next generation of learning technologies and advance what we know about how people learn in technology-rich environments. Cyberlearning Exploration (EXP) Projects explore the viability of new kinds of learning technologies by designing and building new kinds of learning technologies and studying their possibilities for fostering learning and challenges to using them effectively. This project brings together two approaches to help K-12 students learn programming and computer science: open-ended learning environments, and computer-based learning analytics, to help create a setting where youth can get help and scaffolding tailored to what they know about programming without having to take tests or participate in rigid textbook exercises for the system to know what they know.

The project proposes to use techniques from educational data mining and learning analytics to process student data in the Alice programming environment. Building on the assessment design model of Evidence-Centered Design, student log data will be used to construct a model of individual students' computational thinking practices, aligned with emerging standards including NGSS and research on assessment of computational thinking. Initially, the system will be developed based on an existing corpus of pair-programming log data from approximately 600 students, triangulating with manually-coded performance assessments of programming through game design exercises. In the second phase of the work, curricula and professional development will be created to allow the system to be tested with underrepresented girls at Stanford's CS summer workshops and with students from diverse high schools implementing the Exploring Computer Science curriculum. Direct observation and interviews will be used to improve the model. Research will address how learners enact computational thinking practices in building computational artifacts, what patters of behavior serve as evidence of learning CT practices, and how to better design constructionist programming environments so that personalized learner scaffolding can be provided. By aligning with a popular programming environment (Alice) and a widely-used computer science curriculum (Exploring Computer Science), the project can have broad impact on computer science education; software developed will be released under a BSD-style license so others can build on it.
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TEAM MEMBERS: Shuchi Grover Marie Bienkowski John Stamper
resource research Public Programs
The Science Museum of Minnesota (SMM) leverages a professional educator team (“instructors”) comprised of about two dozen individuals who facilitate both formal and informal educational programming in the museum, in K–12 classrooms, and at community-based sites. The experienced instructors of SMM’s Lifelong Learning Group bring innovative programs to both students and their teachers. Recognizing that long-term experiences can have a profound impact on students and teachers, SMM works to develop multiyear relationships based on collaboration. This article focuses primarily on SMM’s well
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TEAM MEMBERS: Lauren Causey Shannon McManimon Emily Poster
resource research Public Programs
The “Fourth Industrial Revolution” is transforming the world of work. Just as it happened with the technologies of the steam, electricity and computer revolutions, digital technologies are now becoming pervasive and reshaping all parts of the global economy. The computing industry’s rate of job creation in the U.S. is now three times the U.S. national average. This rapid expansion of the computing workforce means that computing skills – with coding at the core – are the most sought-after skills in the American job market. Yet amid this boom, research by Accenture and Girls Who Code shows
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TEAM MEMBERS: Accenture Research Kate Harrison
resource project Public Programs
The Mississippi Alliance for Women in Computing (MAWC) project will identify factors that influence and motivate female students and female African American students in Mississippi to enroll and persist in an undergraduate engineering- or science-based computing major. There is a particular need for programming that is inclusive of women and women of color who are from the southern region of the United States. These students typically have less access to extracurricular activities that encourage computing, and are less likely to visualize themselves in a computing major or career. This proposed research is to help girls to know that computer science exists and what jobs in computer science are available with a degree in computer science. A rich environment exists in Mississippi for an alliance focused on building co-curricular and mentorship opportunities. A scalable pipeline model, expandable to a Southern Alliance for Women in Computing (SAWC), will be developed with three major objectives: to attract women and women of color to computing, to improve retention rates of women in undergraduate computing majors, and to help postsecondary women make the transition to the computing workforce. Activities to support these objectives include: scaling the National Center for Women and Information Technology Aspirations in Computing award program in Mississippi, expanding scholarships for Aspirations winners, expanding student-led computing outreach programs, establishing a Mississippi Black Girls Code chapter, informing and collaborating with the Computer Science for Mississippi initiative, creating a summer bridge and living-learning community for women in computing majors, and increasing professional development opportunities for women in computing through conferences, lunch and learn meetings, job shadowing, and internships.

The project will analyze whether the co-curricular activities of MAWC lead to computing self-efficacy and ultimately female students selecting to pursue and persist in computing majors and careers. In order to understand student participation and efficacy changes, data collection for this research will be through demographic and background surveys administered to women entering an undergraduate engineering- or science-based computing major at a university in Mississippi and student surveys and evaluations in MAWC-sponsored programs. Using discriminate analysis methods, specific research questions to be addressed are: 1) Which pre-collegiate experiences influenced them to enroll, 2) Which stakeholders influenced these girls in their decision-making process, and 3) What programs are effective in impacting their persistence in the major. Predictor variables for each respective research question are: pre-collegiate experiences, stakeholders, and programs. Outcome variables are: (a) a female undergraduate student with no involvement with MAWC programming, (b) MAWC activity participant, or (c) a MAWC participant having graduated with a bachelor?s degree in a STEM major. Results will complement published longitudinal research on the gendered and raced dimensions of computing literacy acquisition in Mississippi as well as research on effective CS role model programming.
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TEAM MEMBERS: Sarah Lee Vemitra White
resource project Public Programs
Situated within the Advancing Informal STEM Learning program, this Research in Service to Practice award seeks to design, implement, and evaluate an intervention aimed at fostering a culture of productive failure practices. The project responds to a broad concern in educational research and practice: Experiences of failure are frequently so negative that students shut down, lose agency, and develop low self-efficacy and learned helplessness. Surrendering too quickly to obstacles is particularly unfortunate, given evidence that initially "getting it wrong" ultimately breeds deep and sustained learning. In order to learn how students can make the most of productive failure, the proposed project will study how a community of practice that includes middle school youth and their mentors attempts to change its handling of learning obstacles. Building on prior research documenting storytelling practices in an afterschool program, the team now aims to embolden young students' productive practices of failure storytelling in computer science, a field in which experts practice candid, pervasive, and collaborative discourse around errors ("bugs"). Pulling together the domains of narrative analysis, meta-cognitive reflection, and control theories of motivation, within the context of authentic computer-science debugging activity, this study develops a theoretical framework that views productive responses to failure as a discipline-specific process of reflecting as a community on how to locate obstacles, how to construct causal theories about why those obstacles emerged, and how to plan productive responses. A design-based research approach will investigate three questions: (1) What is the impact of the interventions on students and instructors' actions and discourse when they are debugging errors in computer code? (2) What is the impact of the interventions on students and instructors' reflections back on their prior debugging experiences and on failure in general? and (3) What is the impact of the instructor-development efforts on the instructors' capacity to foster students' productive attitudes toward failure? The study focus will be 15 summer and weekend coding workshops with 5th-8th grade students from populations typically under-represented in STEM. The interventions are (a) setting new norms and practices for debugging, (b) instructor education, and (c) coding software that provides students with feedback on their productive struggle. Data sources include video and audio recordings of the learning environment, artifacts produced during the activities, and semi-structured interviews. Measures will capture variations in debugging activities, reflections on debugging, students' ideas about grit and growth mindset, and instructors' struggles and successes with the new curriculum. The empirical results will consist of mixed-methods, micro-longitudinal accounts of how a community of practice works to reform its orientation to failure. The products of this work include empirical knowledge, theory, and curriculum about how learning communities help students develop robust and efficient responses to failure. These will be disseminated through journals, open-source software, and workshops/conferences for researchers and practitioners working with youth afterschool programs. The products may be useful for exploring practices in the classroom. This project is being conducted by the 9 Dots Community Learning Center, UCLA and UC Berkeley.
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TEAM MEMBERS: Melissa Chen Dor Abrahamson Noel Enyedy Francis Steen David DeLiema
resource project Public Programs
As part of an overall strategy to enhance learning within maker contexts in formal and informal environments, the Innovative Technology Experiences for Students and Teachers (ITEST) and Advancing Informal STEM Learning (AISL) programs partnered to support innovative models for making in a variety of settings through the Enabling the Future of Making to Catalyze New Approaches in STEM Learning and Innovation Dear Colleague Letter. This Early Concept Grant for Exploratory Research (EAGER) will test an innovative approach to bringing making from primarily informal out-of-school contexts into formal science classrooms. While the literature base to support the positive outcomes and impacts of design-based making in informal settings at the K-12 level is emerging, to date, minimal studies have investigated the impacts of making design principles within formal contexts. If successful, this project would not only add to this gap in the literature base but would also present a novel model for bridging the successful engineering design practices of making and tinkering primarily found in informal science education into formal science education classrooms. The model would also demonstrate an innovative, highly interactive way to engage high school students and their teachers in engineering based design principles with immediate real-world applications, as the scientific instruments developed in this project could be integrated directly into science classrooms at relatively minimal costs.

Through a multi-phased design and implementation model, high school students and their teachers will engage deeply in making design principles through the design and development of their own scientific instruments using Arduino-compatible hardware and software. The first phase of the project will reflect a more traditional making experience with up to twenty high school students and their teachers participating in an after-school design making club, in this case, focused on the development and testing of scientific instrument prototypes. During the second phase of the project, the first effort to transpose the after school making experience to a more formalized experience will be tested with up to eight students selected to participate in two week summer research internships focused on scientific instrument design and development through making at Northwestern University. A two-day summer teacher workshop will also be held for high school teachers participating in the subsequent pilot study. The collective insights gleaned from the after school program, student internships, and teacher workshop will culminate to inform the full implementation of the formal classroom pilot study. The third and final phase will coalesce months of iterative, formative research, design and development, resulting in a comprehensive pilot investigation in up to seven high school physics classrooms.

Using a multi-phased, mixed methods exploratory design-based research approach, this 18-month EAGER will explore several salient research questions: (a) How and to what extent does the design & making of scientific instrumentation serve as useful tasks for learning important science and engineering knowledge, practices, and epistemologies? (b) How engaging is this making activity to learners of diverse abilities and prior interests? What can be generalized to other types of making activities? (c) How accessible is the Arduino hardware and coding environment to learners? What combination of hardware and software materials and tools best support accessibility and learning in this type of digital making activity? and (d) What types of scaffolding (for students and teachers) are required to support the effective use of maker materials and activities in a classroom setting? Structured interviews, artifacts, video recordings from visor cameras, student design logs, logfiles, and ethnographic field notes will be employed to garner data and address the research questions. Given the early stage of the proposed research, the dissemination of the findings will be limited to a few select journals, teacher forums and workshops, and professional conferences.

This EAGER is well-poised to directly impact up to 125 high school physics students (average= 25 students/class), approximately 7 high school physics teachers, 6-8 high school summer interns, nearly 20 high school students participating in the after-school design making club, and indirectly many more. The results of this EAGER could provide the basis and evidence needed to support a more robust, expanded future investigation to further substantiate the findings and build the case for similar efforts to bring making into formal science education contexts.
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TEAM MEMBERS: David Uttal Kemi Jona
resource project Media and Technology
The University of Massachusetts Lowell and Machine Science Inc. propose to develop and to design an on-line learning system that enables schools and community centers to support IT-intensive engineering design programs for students in grades 7 to 12. The Internet Community of Design Engineers (iCODE) incorporates step-by-step design plans for IT-intensive, computer-controlled projects, on-line tools for programming microcontrollers, resources to facilitate on-line mentoring by university students and IT professionals, forums for sharing project ideas and engaging in collaborative troubleshooting, and tools for creating web-based project portfolios. The iCODE system will serve more than 175 students from Boston and Lowell over a three-year period. Each participating student attends 25 weekly after-school sessions, two career events, two design exhibitions/competitions, and a week-long summer camp on a University of Massachusetts campus in Boston or Lowell. Throughout the year, students have opportunities to engage in IT-intensive, hands-on activities, using microcontroller kits that have been developed and classroom-tested by University of Massachusetts-Lowell and Machine Science, Inc. About one-third of the participants stay involved for two years, with a small group returning for all three years. One main component for this project is the Handy Cricket which is a microcontroller kit that can be used for sensing, control, data collection, and automation. Programmed in Logo, the Handy Cricket provides an introduction to microcontroller-based projects, suitable for students in grades 7 to 9. Machine Science offers more advanced kits, where students build electronic circuits from their basic components and then write microcontroller code in the C programming language. Machine Science offers more advanced kits, which challenge students to build electronic circuits from their basic components and then write microcontroller code in the C programming language. Machine Science's kits are intended for students in grades 9 to 12. Microcontroller technology is an unseen but pervasive part of everyday life, integrated into virtually all automobiles, home appliances, and electronic devices. Since microcontroller projects result in physical creations, they provide an engaging context for students to develop design and programming skills. Moreover, these projects foster abilities that are critical for success in IT careers, requiring creativity, analytical thinking, and teamwork-not just basic IT skills.
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TEAM MEMBERS: Fred Martin Douglas Prime Michelle Scribner-MacLean Samuel Christy