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resource evaluation Media and Technology
Supported by the National Science Foundation, the Global Soundscapes! Big Data, Big Screens, Open Ears project employs a variety of informal learning experiences to present the physics of sound and the new science of soundscape ecology. The interdisciplinary science of soundscape ecology analyzes sounds over time in different ecosystems around the world. The major components of the Global Soundscapes project are an educator-led interactive giant-screen theater show, group activities, and websites. All components are designed with both sighted and visually impaired students in mind. Multimedia
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TEAM MEMBERS: Barbara Flagg Allan Brenman
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 research Media and Technology
In this literature review, we seek to understand in what ways aspects of computer science education and making and makerspaces may support the ambitious vision for science education put forth in A Framework for K-12 Science as carried forward in the Next Generation Science Standards. Specifically, we examine how computer science and making and makerspace approaches may inform a project-based learning approach for supporting three-dimensional science learning at the elementary level. We reviewed the methods and findings of both recently published articles by influential scholars in computer
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TEAM MEMBERS: Samuel Severance Susan Codere Emily Miller Deborah Peek-Brown Joseph Krajcik
resource project Games, Simulations, and Interactives
EMERGE in STEM (Education for Minorities to Effectively Raise Graduation and Employment in STEM) is a NSF INCLUDES Design and Development Launch Pilot. This project addresses the broadening participation challenge of increasing participation of women, the at-risk minority population, and the deaf in the STEM workforce. The project incorporates in and out-of-school career awareness activities for grades 4-12 in a high poverty community in Guilford County, North Carolina. EMERGE in STEM brings together a constellation of existing community partners from all three sectors (public, private, government) to leverage and expand mutually reinforcing STEM career awareness and workforce development activities in new ways by using a collective impact approach.

This project builds on a local network to infuse career exposure elements into the existing mutually reinforcing STEM activities and interventions in the community. A STEM education and career exposure software, Learning Blade, will be used to reach approximately 15,000 students. A shared measurement system and assessment process will contribute to the evaluation of the effectiveness of the collective impact strategies, the implementation of mutually reinforcing activities across the partnership and the extent to which project efforts attract students to consider STEM careers.
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TEAM MEMBERS: Gregory Monty Margaret Kanipes Malcolm Schug Steven Jiang
resource research Games, Simulations, and Interactives
We describe a game and teachers’ experiences using it in their middle and high school science courses. The game, which is called “Luck of the Draw,” was designed to engage middle, high school, and college students in genetics and encourage critical thinking about issues, such as genetic engineering. We introduced the game to high school science teachers attending a summer workshop and asked them to describe their initial impressions of the game and how they might use it in their classes; later, during the academic year, we asked them whether they used the game in their classrooms and, if so
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TEAM MEMBERS: Alicia Bower Kami L. Tsai Carey S. Ryan Rebecca Anderson Andrew Jameton Maurice Godfrey
resource evaluation Media and Technology
The Exploratorium’s livestream of the August 2017 Total Solar Eclipse reached over 63 million people. Live programs in English and Spanish provided an informal learning experience outside the museum. Over 2.75 million people viewed on-demand videos on eclipse science. Sixty major media providers rebroadcast the livestream telescope feed. Edu, Inc. conducted a summative evaluation of the NASA-funded project. The study reveals that the Exploratorium successfully disseminated eclipse science and STEM content through media channels and a mobile app, delivering a museum experience to online
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TEAM MEMBERS: Douglas Spencer Jediah Graham Doug Pickering
resource project Exhibitions
In March of 2016, a total solar eclipse occurred in the southwestern pacific; and in August of 2017, a total solar eclipse occurred across a broad swath of the United States. The Exploratorium launched a 2.5
year public education program—Navigating the
 Path of Totality—that used these two
 total solar eclipses as platforms for
 sparking public engagement and learning 
about the Sun, heliophysics, and the STEM
 content related to both. These sequential
 eclipses provided an unprecedented
 opportunity to build and scaffold public
 engagement and education. Our strategy was to 
start the public engagement process with the 
2016 eclipse, nurture that engagement with
 resources, activities and outreach during the 17
 months between the eclipses, so that audiences (especially in the U.S., where totality was visible in multiple areas across the country) would be excited, actively interested, and prepared for deeper engagement during the 2017 eclipse. For the August 2017 eclipse, the Exploratorium produced live telescope and program feeds from Madras, OR and Casper, WY. The Exploratorium worked with NASA to leverage what was a once-in-a-lifetime experience for millions to bring heliophysics information and research to students, educators, and the public at large through a variety of learning experiences and platforms.

The core of this project was live broadcasts/webcasts of each eclipse. To accomplish these objectives, the Exploratorium produced and disseminate live feeds of telescope-only images (no commentary) of each eclipse originating them from remote locations; produce and disseminate from the field live hosted broadcasts/webcasts of each eclipse using these telescope images; design and launch websites, apps, videos, educator resources, and shareable online materials for each eclipse; design and deliver eclipse themed video installations for our Webcast studio and Observatory gallery in the months that lead up to each eclipse and a public program during each eclipse; and conduct a formative and summative evaluation of the project. 


These broadcasts/webcasts and pre-produced videos provide the backbone upon which complementary educational resources and activities can be built and delivered. Programs and videos were produced in English and Spanish languages. As a freely available resource, the broadcasts/webcasts also provide the baseline content for hundreds if not thousands of educational efforts provided by other science-rich institutions, schools, community-based organizations, and venues. Platforms such as NASA TV and NASA website, broadcast and online media outlets such as ABC, NBC, CBS, CNN, MSNBC and PBS, as well as hundreds of science institutions and thousands of classrooms streamed the Exploratorium eclipse broadcasts as part of their own educational programming, reaching 63M people. These live broadcasts were relied upon educational infrastructure during total solar eclipses for institutions and individuals on the path and off the path alike.
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TEAM MEMBERS: Robert Semper Robyn Higdon Nicole Minor
resource project Media and Technology
Women continue to be underrepresented in computer science professions. In 2015, while 57% of professional occupations in the U.S. were held by women, only 25% of computing occupations were held by women. Furthermore, the share of computer science degrees going to women is smaller than any STEM field, even though technology careers are the most promising in terms of salaries and future growth. Research suggests that issues contributing to this lack of computer science participation begin early and involve complex social and environmental factors, including girls' perception that they do not belong in computer science classes or careers. Computer science instruction often alienates girls with irrelevant curriculum; non-collaborative pedagogies; a lack of opportunities to take risks or make mistakes; and a heavy reliance on lecture instead of hands-on, project-based learning. Computer science experiences that employ research-based gender equitable best practices, particularly role modeling, can help diminish the gender gap in participation. In response to this challenge, Twin Cities PBS (TPT), the National Girls Collaborative (NGC) and Code.org will lead Code: SciGirls! Media for Engaging Girls in Computing Pathways, a three-year project designed to engage 8-13 year-old girls in coding through transmedia programming which inspires and prepares them for future computer science studies and career paths. The project includes five new PBS SciGirls episodes featuring girls and female coding professionals using coding to solve real problems; a new interactive PBSKids.org game that allows children to develop coding skills; nationwide outreach programming, including professional development for informal educators and female coding professionals to facilitate activities for girls and families in diverse STEM learning environments; a research study that will advance understanding of how the transmedia components build girls' motivation to pursue additional coding experiences; and a third-party summative evaluation.

Code: SciGirls! will foster greater awareness of and engagement in computer science studies and career paths for girls. The PBS SciGirls episodes will feature girls and female computer science professionals using coding to solve real-world challenges. The project's transmedia component will leverage the television content into the online space in which much of 21st century learning takes place. The new interactive PBSKids.org game will use a narrative framework to help children develop coding skills. Drawing on narrative transportation theory and character identification theory, TPT will commission two exploratory knowledge-building studies to investigate: To what extent and how do the narrative formats of the Code: SciGirls! online media affect girls' interest, beliefs, and behavioral intent towards coding and code-related careers? The studies aim to advance understanding of how media builds girls' motivation to pursue computer science experiences, a skill set critical to building tomorrow's workforce. The project team will also raise educators' awareness about the importance of gender equitable computer science instruction, and empower them with best practices to welcome, prepare and retain girls in coding. The Code: SciGirls! Activity Guide will provide educators with a relevant resource for engaging aspiring computer scientists. The new media and guide will also reside on PBSLearningMedia.org, reaching 1.2 million teachers, and will be shared with thousands of educators across the SciGirls CONNECT and National Girls Collaborative networks. The new episodes are anticipated to reach 92% of U.S. TV households via PBS, and the game at PBSKids.org will introduce millions of children to coding. The summative evaluation will examine the reach and impact of the episodes, game and new activities. PIs will share research findings and project resources at national conferences and will submit to relevant publications. This 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. 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.
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TEAM MEMBERS: Rita Karl Karen Peterson Rebecca Osborne Barbara Flagg
resource project Media and Technology
In this project, education researchers, environmental scientists, and educators will develop a computer tool to let STEM educators and curriculum developers build local environmental science models. The system will use data about land use to automatically construct map-based simulations of any area in the United States. Users will be able to choose from a range of environmental and economic issues to include in these models. The system will create simulations that ask students to change to patterns of land use -- for example, increasing land zoned for housing, or open land, or industrial development -- to try to meet environmental and social goals. As a result, students will be able to learn about the interaction of environmental and economic issues relevant to their own city, town, neighborhood, or region. These map-based simulations will be incorporated into an existing science, technology, engineering, and mathematics (STEM) education tool, Land Science, in which learners work in a fictional planning office to study how zoning affects economic and environmental issues in a community. Research has shown that Land Science is mode effective when learners are exploring issues in an area near their home, and the current study will investigate how and why local simulations improve environmental science learning. This project is funded by the Advancing Informal STEM Learning (AISL) program which supports work to enhance learning in informal environments by funding innovative research, approaches, and resources for use in a variety of settings.

In this project, the research team will build, test, and deploy a toolkit that will allow informal STEM educators and developers of informal STEM programming to easily adapt an existing environmental science learning environment, which consists of a place-based virtual internship in urban planning and ecology, to their local contexts, learning objectives, and learner populations. Land Science is a virtual internship in which young people explore the environmental and socio-economic impacts of land-use decisions. To do so, they play the role of interns at an urban planning firm developing a new land-use proposal for the city of Lowell, Massachusetts: they read reports, virtually visit sites, determine stakeholder priorities, and use a geographic information system (GIS) model to evaluate the socio-economic and environmental impacts of land-use choices. No one plan can satisfy all stakeholders, so learners must compromise to create an effective plan and justify their decisions. Land Science has been shown to improve civic engagement, interest in eco-social issues, and understanding of scientific models, but it is most effective when the location of the virtual internship is in or near the learners' home town. To improve the accessibility and impact of this effective learning intervention, the interdisciplinary research team, which includes learning scientists, land-use experts, and informal STEM educators, will develop a Local Environmental Modeling toolkit, which will allow educators to change the location of the simulation and the stakeholder groups, zoning codes, and environmental and socio-economic indicators included in the land-use model. The system will ensure that the model produced is functional, realistic, and appropriately complex. The localized versions of Land Science produced by informal STEM educators will be used in a range of contexts and locations, allowing the research team to study the effects of an online, place-based learning intervention on environmental science learning, STEM interest and motivation, and civic engagement.
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TEAM MEMBERS: David Shaffer Kristen Scopinich Holly Gibbs Jeffrey Linderoth
resource project Media and Technology
Lineage is a comprehensive educational media and outreach initiative that will engage individuals and families in learning about deep time and evolution, helping audiences come to newfound understandings of the connections between the past, present, and future of life on Earth. The project is a partnership between Twin Cities PBS (TPT) and the Smithsonian Institution's National Museum of Natural History and is linked to the opening of that museum's new Deep Time Fossil Hall in June 2019. The project includes a two-hour film for national broadcast on PBS, and a 20-minute short version for exhibition in science centers. The documentaries will show how scientists, using paleontology, genetics, earth science and other disciplines, can reconstruct in detail the origins of living animals like birds and elephants, revealing their ancient past as well as evidence of ecological change that can inform our understanding of Earth today. Extensive educational outreach will include the creation of "Bone Hunter," an innovative VR (Virtual Reality) game designed for family co-play that engages multiple players in the process of paleontology as they piece together a fossil in a digital lab. Bone Hunter and other collaborative educational activities will be deployed at Family Fossil Festivals that will attract multi-generational learners. One such Festival will take place at the Smithsonian Institution in Washington, D.C., while others will be based at geographically diverse institutions that serve underserved rural as well as urban communities. Lineage is a collaboration between national media producers, noted learning institutions and researchers, including Twin Cities Public Television, the Smithsonian Institution / National Museum of Natural History, Schell Games, the Institute for Learning Innovation (ILI), and Rockman et al. One of the project's primary innovations is its exploration of new learning designs for families that use cutting-edge technologies (e.g. the Bone Hunter virtual reality game) and collaborative multi-generational learning experiences that advance science knowledge and inquiry-based learning. An external research study conducted by ILI will investigate how intergenerational co-play with physical artifacts compared to virtual artifacts influences STEM (Science Technology Engineering Mathematics) learning and engagement. The findings will lead to critical strategic impacts for the field, building knowledge about ongoing innovation in the free choice learning space. The project's external evaluation will be conducted by Rockman et al and evaluative findings, as well as the educational materials derived from the project, will be widely disseminated through partnerships with professional and educator groups. Clips from the Lineage film and related learning resources will be hosted on PBS LearningMedia, so educators can incorporate these resources into their classrooms, and students and lifelong learners can explore and discover on their own. The project outcomes will have broad impact on public audiences, deepening and advancing knowledge and understanding about important scientific concepts, and promoting continued, family-based collaborative learning experiences to expand and deepen STEM knowledge. This 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. This includes providing multiple pathways for broadening access to and engagement in STEM learning.
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TEAM MEMBERS: Michael Rosenfeld Sarah Goforth Amy Bolton
resource research Media and Technology
The cyberlearning community in the United States brings computer scientists and learning scientists together to design and study innovative learning technologies. The Cyberlearning Community Report: The State of Cyberlearning and the Future of Learning With Technology highlights examples of the exciting work our community is engaged in as we integrate the latest innovations in learning science and computer science into new research designs and methods. This work is also driving the need for new learning sciences in areas such as embodied cognition, identity, and affect, and requires advances
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TEAM MEMBERS: June Ahn Jodi Asbell-Clarke Matthew Berland Catherine Chase Noel Enyedy Judith Fusco Shuchi Grover Erica Halverson Kemi Jona H Chad Lane Wendy Martin Emma Mercier Tom Moher Amy Ogan Nichole Pinkard Joseph Polman Jeremy Roschelle Patricia Schank Katie Headrick Taylor Michelle Wilkerson Marcelo Worsley
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