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resource project Media and Technology
As a part of its overall strategy to enhance learning in informal environments, the Advancing Informal STEM Learning (AISL) program funds research and innovative resources for use in a variety of settings. This Broad Implementation project would scale up the CryptoClub Project, an afterschool and online program designed to engage middle school youth in mathematics and cryptography. The project builds on previous successful work and evaluation that is ready for scale up using a train-the-trainer model implemented through a partnership with the National Girls Collaborative. The project will train 160 new CryptoClub leaders who will then train 800 new leaders at 20 hub sites reaching 9600 students. In addition, professional development modules and webinars will continue to refresh leader skills. Other project components include an online multiplayer cryptography game, weekly challenges through social media, and digital cryptology badges for students.

The research uses a think-aloud method with students as they actually attempt to solve the cryptology problems using mathematical thinking. Three think-aloud studies will be performed during the Project. The research team will code transcripts of the interviews for evidence of the mathematical thinking intended to be addressed by each activity, as well as capturing unexpected kinds of thinking. Tasks will also be rated according to the type of knowledge elicited. A written report will include statistical analyses of the think-aloud and interview responses, interpreted in light of the overall CryptoClub goals. The findings will contribute to both future research efforts and practice. The evaluation by EDC uses a quasi-experimental design, which assesses project outcomes for trainers, leaders, students, and Internet users. EDC will also investigate the fidelity to the CryptoClub model as it is scaled up. These studies have strong potential for informing numerous other projects that are at a stage where scale up is under consideration.
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TEAM MEMBERS: Janet Beissinger
resource evaluation Public Programs
“The Roads Taken” virtual conference was part of a three-phase research project designed to explore the very long-term impact of STEM youth programs (such as the iconic YouthALIVE program). In this first phase, a virtual conference was held to engage youth program practitioners in the development and testing of a Program Profile prototype, a structured document that helps institutions to characterize their own youth programs in useful ways. Following the webinars and the completion of the Program Profile by each organization, participants were asked to complete a brief survey (included as
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TEAM MEMBERS: Sue Allen
resource research Aquarium and Zoo Programs
Many environmental communication interventions are built on the assumption that increased knowledge will lead to changes in proenvironment behaviors. Our study probes the link between biodiversity-related knowledge and self-reported proconservation behavior, based on the largest and most international study of zoo visitors ever conducted. In total, 6,357 visitors to 30 zoos from 19 countries around the globe participated in the study. Biodiversity understanding and knowledge of actions to help protect biodiversity were significantly related, but only 0.6% of the variation in knowledge of
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TEAM MEMBERS: Andrew Moss Eric Jensen Markus Gusset
resource project Media and Technology
Video has become a key tool for scientific communication because it increases the outreach and impact of projects, furthers scientific research within and across fields of study, and offers an accessible medium to engage the public in the understanding of science. This project supports the expansion of an interactive, online STEM Videohall where hundreds of NSF-funded researchers share their work through brief video narratives and interactive discussion. While the Videohall is accessible year-round, periodic annual Showcase events are used to drive visitors to the site where they can engage with one another, the project investigators and trained facilitators. The Videohall is a multiplier of NSF's investments in individual projects because it allows STEM education researchers to become aware of, and learn from, related work that is funded across NSF programs and directorates, and other federal agencies. In 3-minute video narratives, investigators share ideas, resources, data, evidence of impact, strategies and challenges. The Videohall platform supports open access and is designed to foster communication in ways that scale beyond traditional formats such as academic conferences. Moreover, because the online STEM Videohall is open to the public, it allows STEM investigators to share their work with multiple stakeholder communities including K-12 educators and school leaders, informal educators and community organizations, the STEM industry, education policy makers and families. Finally, because each video narrative is accompanied by a facilitated online discussion thread, investigators have a unique and valuable mechanism for receiving feedback from these various stakeholder communities. The STEM Videohall project is funded by the Discovery Research K-12 program (DRK-12), which seeks to significantly enhance the learning and teaching of science, technology, engineering and mathematics (STEM) by preK-12 students and teachers, through research and development of innovative resources, models and tools. Projects in the DRK-12 program build on fundamental research in STEM education and prior research and development efforts that provide theoretical and empirical justification for proposed projects.

This project brings together seven NSF-funded resource centers who work with their respective communities to encourage Principal Investigators to share video narratives of their work through annual NSF STEM Showcase events. Each annual Showcase event presents videos created by 150-230 projects; many of the projects are affiliated with one of the seven resource centers, but others are from projects across NSF directorates and beyond. During a one-week period, Principal Investigators, their project staff, as well as the public at large, are invited to engage in interactive discourse, providing queries, comments, and feedback. Participants also vote for favorite presentations through "Presenters' Choice," "Public Choice," and "Facilitators' Choice," processes. This participant voting system serves to increase engagement and enhances outreach of the event through social media. After the one-week Showcase event concludes, all of the videos along with the related discourse remain available to the public online, who continue to access the Showcase throughout the year. Based on prior pilot work, it is estimated that over the course of a year, over 30,000 visitors, from over 150 countries, will engage with each annual Showcase. Videos from annual showcase events will be shared, reused, and repurposed to create new products with new constituencies. The project includes technical development efforts to iteratively improve its interactive platform, outreach efforts before each annual Showcase event, facilitation of the week-long event, and intensive dissemination efforts. A research component examines the extent of participation on various constituencies, the benefit of participation to projects, and the success of the events in terms of dissemination nationally and internationally.
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resource project Public Programs
This longitudinal research study will contribute to a broader understanding of the pathways of STEM-interested high school students from underrepresented groups who plan to pursue or complete science studies in their post-high school endeavors. The project will investigate the ways that formative authentic science experiences may support youth's persistence in STEM. The study focuses on approximately 900 urban youth who are high interest, high potential STEM students who participate in, or are alumni of, the Science Research Mentoring Program. This program provides intensive mentoring for high school youth from groups underrepresented in STEM careers. It takes place at 17 sites around New York City, including American Museum of Natural History, which is the original program site. Identifying key supports and obstacles in the pathways of high-interest, under-represented youth towards STEM careers can help practitioners design more inclusive and equitable STEM learning experiences and supports. In this way, the project will capitalize on student interest so that students with potential continue to persist.

In order to understand better the factors that influence these students, this research combines longitudinal social network and survey data with interviews and case studies, as well as an analysis of matched student data from New York City Public Schools' records. The research questions in the study are a) how do youths' social networks develop through their participation in scientists' communities of practice? b) what is the relationship between features of the communities of practice and youths' social networks, measures of academic achievement, and youths' pursuit of a STEM major? and c) what are the variations in youth pathways in relationship to learner characteristics, composition of social networks, and features of the community of practice? The research design allows for a rich, layered perspective of student pathways. In particular, by employing social network analysis, this study will reveal relational features of persistence that may be particularly critical for underrepresented youth, for whom STEM role models and cultural brokers provide an otherwise unavailable sense of belonging and identity in STEM. The study will also access a New York City Public Schools data set comprised of student-level records containing biographical and demographic variables, secondary and postsecondary course enrollment and grades, exam scores, persistence/graduation indicators, linked responses to post-secondary surveys, and post-education employment records and wages. These data enable examination of inter-relationships between in-school achievement and out-of-school STEM experiences through comparison of program participants to similar non-participant peers. This project is supported by NSF's EHR Core Research (ECR) program. The ECR program emphasizes fundamental STEM education research that generates foundational knowledge in the field.
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TEAM MEMBERS: Preeti Gupta
resource project Public Programs
In order to improve science, technology, mathematics, and engineering (STEM) learning, it is crucial to better understand the informal experiences that young children have that prepare them for formal science education. Young children are naturally curious about the world around them, and research in developmental psychology shows that families often support children in exploring and seeking explanations for scientific phenomena. It is less clear how to link children's natural curiosity and everyday parent-child interaction with more formal STEM learning. This collaborative project will team researchers from the University of California, Santa Cruz, the University of Texas, and Brown University with informal learning practitioners at the Children's Discovery Museum, The Thinkery, and the Providence Children's Museum in order to investigate how family interaction relates to children's causal learning, as well as how modifications to museum exhibit design and facilitation by museum staff influence families' styles of interaction and increase children's causal learning. This project is funded by the Research on Education and Learning (REAL) program which supports fundamental research by investigators from a range of disciplines in order to deepen what is known about STEM learning.

The project team will examine how ethnically and linguistically diverse samples of parents and children engage in collaborative scientific learning in three children's museums across the U.S. The research will combine observational studies of parent-child interaction in a real-world setting with experimental measures of children's causal learning. The investigators will examine how children explore and derive explanations for museum exhibits about mechanical gear function and fluid dynamics. In this way, the researchers will investigate the relation between styles of parent-child interaction and children's causal learning. The team will also investigate novel ways of presenting material within the exhibits to facilitate exploration and explanation. They will explore how signage, conversations with museum staff, parents' attitudes towards learning in museum settings, and parents' own prior knowledge about the exhibits can influence the parent-child interaction and subsequent causal learning. The project will advance the basic research goal of advancing what is known about what affects children's science content learning. It will also advance the practice-oriented goal of developing new strategies for the design of science museum exhibits and make recommendations for how parents can better talk to their children about scientific phenomena.
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TEAM MEMBERS: David Sobel Cristine Legare Maureen Callanan
resource project Public Programs
The Growing Beyond Earth Project (GBE) is a STEM education program designed to have middle and high school students conduct botany experiments, designed in partnership with NASA researchers at Kennedy Space Center, that support NASA research on growing plants in space. GBE was initiated by Fairchild Tropical Botanic Garden in collaboration with NASA's Exploration Research and Technology Programs and Miami-Dade County Public School District. Project goals are to: (1) improve STEM instruction in schools by providing authentic research experiments that have real world implications through curricular activities that meet STEM education needs, comprehensive teacher training, summer-long internships and the development of replicable training modules; (2) increase and sustain youth and public engagement in STEM related fields; (3) better serve groups historically underrepresented in STEM fields; and (4) support current and future NASA research by identifying and testing new plant varieties for future growth in space. During the 2016-17 academic year, 131 school classrooms participated in the program. To date, students have tested 91 varieties of edible plants and produced more than 100,000 data points that have been shared with the researchers at KSC.
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TEAM MEMBERS: Carl Lewis Amy Padolf
resource project Informal/Formal Connections
This proposal was submitted in response to EHR Core Research (ECR) program announcement NSF 15-509. The ECR program of fundamental research in STEM education provides funding in critical research areas that are essential, broad and enduring. EHR seeks proposals that will help synthesize, build and/or expand research foundations in the following focal areas: STEM learning, STEM learning environments, STEM workforce development, and broadening participation in STEM. The ECR program is distinguished by its emphasis on the accumulation of robust evidence to inform efforts to (a) understand, (b) build theory to explain, and (c) suggest interventions (and innovations) to address persistent challenges in STEM interest, education, learning, and participation.

The study will investigate the processes that connect gestures and mathematics learning. Gestures are an important yet under-investigated aspect of mathematics teaching. They can influence students' memory and understanding of mathematical representations. The series of studies will examine students' learning of the concept of mathematical equivalence by testing instruction that incorporates commonly used verbal explanations and gestures. Mathematical equivalence includes understanding the meaning of the equal sign and determining if two expressions are equal. Second and third grade children will be participants. Of particular interest in the studies is the influence of gestures on preexisting knowledge of procedures, how gestures support learning beyond emphasizing information and direct learners' attention, and the creation of procedural knowledge.

The series of experimental studies will examine the mechanisms that connect gestures and procedural understanding of mathematical equivalence. The studies begin in the first phase with examining how gesture is connected to procedural knowledge of mathematical equivalence. Subsequent studies investigate how gesture functions as a mechanism for learning beyond emphasizing or directing attention to relevant information. Data collected will students' responses to equivalence problems and eye tracking data to follow whether students are looking from one side of the equal sign to the other. In the second phase of the work, the studies will examine how gesture has beneficial effects on learning more generally in mathematics. Working memory will be assessed in order to examine the role of gesture across different individuals. Fraction tasks will be used to examine the generalization of the previous results regarding gestures to other mathematics concepts.
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TEAM MEMBERS: Kimberly Fenn Susan Cook
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 project Media and Technology
Education stakeholders from advocates to developers are increasingly recognizing the potential of science games in advancing student academic motivation for and interest in science and science careers. To maximize this potential, the project will use science games (e.g. Land Science, River City, and EcoMUVE), shown to be enjoyable to students and proven to promote student learning in science at the middle school level. Through a two-phase process, games will be used as vehicles for learning about ways to change how students think about science and potentially STEM careers. The goal of the intervention is to explore which processes and design features of science games will actually help students move beyond a temporary identity of being a scientist or engineer (as portrayed while playing the game) to one where students began to see themselves in real STEM careers. Students' participation will be guided by teams of teachers, faculty members, and graduate students from Drexel University and a local school. All science students attending the local inner city middle school in Philadelphia, PA, will participate in the intervention.

Using an exploratory mixed-method design, the first two years of the project will focus on exploring, characterizing, coding, and analyzing data sets from three large games designed to help students think about possible careers in science. During year 3, the project will integrate lessons learned from the first two years into the existing middle school science curriculum to engage students in a one-year intervention using PCaRD (Play Curricular activity Reflection Discussion). During the intervention, the PI will work with experts from Drexel University and a local school to collect data on the design features of Land Science to capture identity change in the science identity of the participating students. Throughout the course of year 3, the PI will observe, video, interview, survey, and use written tasks to uncover if the Land Science game is influencing students' identity in any way (from a temporary to a long-term perspective about being a scientist or engineer). Data collected during three specified waves during the intervention will be compared to analyses of existing logged data through collaborations with researchers at Harvard University and the University of Wisconsin-Madison. These comparisons will focus on similar middle-aged science students who used the same gaming environments as the students involved in this study. However, the researcher will intentionally look for characteristics related to motivation, science knowledge, and science identity change.

This project will integrate research and education to investigate learning as a process of change in student science identity within situated environmental contexts of digital science gameplay around curricular and learning activities. This integrated approach will allow the researcher to explore how gaming is inextricably linked to the student as an individual while involved in the learning of domain specific content in science. The collaboration among major university and school partners; the expertise of the researcher in educational psychology, educational technology, and science games; and the project's advisory board makes this a real-life opportunity for the researcher to use information that naturally exists in games to advance knowledge in the field about the value of gaming to changing students' science identities. It also responds to reports by the National Research Council committee on science learning and computer games, which identifies games as having the potential to catalyze new approaches to science learning.
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TEAM MEMBERS: Aroutis Foster
resource project Public Programs
Increasingly, the prosperity, innovation and security of individuals and communities depend on a big data literate society. Yet conspicuously absent from the big data revolution is the field of teaching and learning. The revolution in big data must match a complementary revolution in a new kind of literacy, through a significant infusion of STEM education with the kinds of skills that the revolution in 21st century data-driven science demands. This project represents a concerted effort to determine what it means to be a big data literate citizen, information worker, researcher, or policymaker; to identify the quality of learning resources and programs to improve big data literacy; and to chart a path forward that will bridge big data practice with big data learning, education and career readiness.

Through a process of inquiry research and capacity-building, New York Hall of Science will bring together experts from member institutions of the Northeast Big Data Innovation Hub to galvanize big data communities of practice around education, identify and articulate the nature and quality of extant big data education resources and draft a set of big data literacy principles. The results of this planning process will be a planning document for a Big Data Literacy Spoke that will form an initiative to develop frameworks, strategies and scope and sequence to advance lifelong big data literacy for grades P-20 and across learning settings; and devise, implement, and evaluate programs, curricula and interventions to improve big data literacy for all. The planning document will articulate the findings of the inquiry research and evaluation to provide a practical tool to inform and cultivate other initiatives in data literacy both within the Northeast Big Data Innovation Hub and beyond.
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resource research Professional Development, Conferences, and Networks
DACUM (Developing A CUrriculuM) was developed in Canada in the 1980s as a tool for industry to improve training. It has been championed in the USA by the Center for Education for Employment at The Ohio State University where they have conducted thousands of DACUMs and trained scores of people to conduct them. As used today, DACUM is a unique, innovative, and very effective method of job, and/or occupational analysis. It is also very effective for conducting process and functional analyses. The DACUM analysis workshop itself involves a trained DACUM facilitator and a committee of 5-12 expert
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