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resource project Media and Technology
The Computational Thinking in Ecosystems (CT-E) project is funded by the STEM+Computing Partnership (STEM+C) program, which seeks to advance new approaches to, and evidence-based understanding of, the integration of computing in STEM teaching and learning. The project is a collaboration between the New York Hall of Science (NYSCI), Columbia University's Center for International Earth Science Information Network, and Design I/O. It will address the need for improved data, modeling and computational literacy in young people through development and testing of a portable, computer-based simulation of interactions that occur within ecosystems and between coupled natural and human systems; computational thinking skills are required to advance farther in the simulation. On a tablet computer at NYSCI, each participant will receive a set of virtual "cards" that require them to enter a computer command, routine or algorithm to control the behavior of animals within a simulated ecosystem. As participants explore the animals' simulated habitat, they will learn increasingly more complex strategies needed for the animal's survival, will use similar computational ideas and skills that ecologists use to model complex, dynamic ecological systems, and will respond to the effects of the ecosystem changes that they and other participants elicit through interaction with the simulated environment. Research on this approach to understanding interactions among species within biological systems through integration of computing has potential to advance knowledge. Researchers will study how simulations that are similar to popular collectable card game formats can improve computational thinking and better prepare STEM learners to take an interest in, and advance knowledge in, the field of environmental science as their academic and career aspirations evolve. The project will also design and develop a practical approach to programing complex models, and develop skills in communities of young people to exercise agency in learning about modeling and acting within complex systems; deepening learning in young people about how to work toward sustainable solutions, solve complex engineering problems and be better prepared to address the challenges of a complex, global society.

Computational Thinking in the Ecosystems (CT-E) will use a design-based study to prototype and test this novel, tablet-based collectable card game-like intervention to develop innovative practices in middle school science. Through this approach, some of the most significant challenges to teaching practice in the Next Generation Science Standards will be addressed, through infusing computational thinking into life science learning. CT-E will develop a tablet-based simulation representing six dynamic, interconnected ecosystems in which students control the behaviors of creatures to intervene in habitats to accomplish goals and respond to changes in the health of their habitat and the ecosystems of which they are a part. Behaviors of creatures in the simulation are controlled through the virtual collectable "cards", with each representing a computational process (such as sequences, loops, variables, conditionals and events). Gameplay involves individual players choosing a creature and habitat, formulating strategies and programming that creature with tactics in that habitat (such as finding food, digging in the ground, diverting water, or removing or planting vegetation) to navigate that habitat and survive. Habitats chosen by the participant are part of particular kinds of biomes (such as desert, rain forest, marshlands and plains) that have their own characteristic flora, fauna, and climate. Because the environments represent complex dynamic interconnected environmental models, participants are challenged to explore how these models work, and test hypotheses about how the environment will respond to their creature's interventions; but also to the creatures of other players, since multiple participants can collaborate or compete similar to commercially available collectable card games (e.g., Magic and Yu-Go-Oh!). NYSCI will conduct participatory design based research to determine impacts on structured and unstructured learning settings and whether it overcomes barriers to learning complex environmental science.
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TEAM MEMBERS: Stephen Uzzo Robert Chen
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
Well-designed educational games represent a promising technology for increasing students interest in and learning of STEM topics such as physics. This project will research how to optimally combine and embed dynamic assessment and adaptive learning supports within an engaging game design to build effective educational games. The project will add enhancements to a physics game called Physics Playground. The general goal of this research is to test a valid methodology that can be used in the design of next-generation learning games. The enhancement of Physics Playground will leverage the popularity of video games to capture and sustain student attention and teach physics to a much broader audience than is currently the case in traditional physics classrooms. To be most effective, this new genre of learning games needs to not only be highly engaging as a game but also to provide real-time assessment and feedback to students; support understanding of science content (i.e.,Newtonian physics); be accessible to beginners; accommodate a range of proficiencies and interests; and support equity. The research will have particular relevance to designers developing other science games and simulation by providing information about the kinds of learning supports and feedback to students are most effective in promoting engagement and learning. The project is supported by the Cyberlearning and Future Learning Technologies Program, which 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.

The project will systematically develop, test, and evaluate ways to integrate engaging, dynamic learning supports in Physics Playground to teach formal conceptual physics competencies. More generally, the project aims to advance the learning sciences, particularly in the fields of adaptivity and assessment in educational technology. Using a design-based research approach spanning three years, the research team will: (1) develop and test the effectiveness of various learning support features included in the game in Year 1; (2) develop and test an adaptive algorithm to manage the progression of difficulty in game levels in Year 2; and (3) test learning supports and adaptive sequencing in a controlled evaluation study. This research will provide evidence of the instructional effectiveness of an educational game designed using principles of instructional, game, and assessment design. It will advance understanding of the contributions of different kinds of learning supports (e.g., visualizations and explanations) and adaptivity to game-based learning and contribute to the design of next-generation learning games that successfully blur the distinction between assessment and learning. The project will generate research findings that can be incorporated into other types of STEM learning games.
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TEAM MEMBERS: Valerie Shute Russell Almond Fengfeng Ke
resource project Media and Technology
This project, a collaboration of teams at Georgia Institute of Technology, Northwestern University, and the Museum of Design Atlanta and the Museum of Science and Industry in Chicago, will investigate how to foster engagement and broadening participation in computing by audiences in museums and other informal learning environments that can transfer to at-home and in-school engagement (and vice versa). The project seeks to address the national need to make major strides in developing computing literacy as a core 21st century STEM skill. The project will adapt and expand to new venues their current work on their EarSketch system which connects computer programming concepts to music remixing, i.e. the manipulation of musical samples, beats and effects. The initiative involves a four-year process of iteratively designing and developing a tangible programming environment based on the EarSketch learning environment. The team will develop three new applications: TuneTable, a multi-user tabletop exhibit for museums; TunePad, a smaller version for use at home and in schools; and an online connection between the earlier EarSketch program and the two new devices.

The goal is to: a) engage museum learners in collaborative, playful programming experiences that create music; b) direct museum learners to further learning and computational music experiences online with the EarSketch learning environment; c) attract EarSketch learners from local area schools to visit the museum and interact with novice TuneTable users, either as mentors in museum workshops or museum guests; and d) inform the development of a smaller scale, affordable tangible-based experience that could be used at homes or in smaller educational settings, such as classrooms and community centers. In addition to the development of new learning experiences, the project will test the hypothesis that creative, playful, and social engagement in the arts with computer programming across multiple settings (e.g. museums, homes, and classrooms) can encourage: a) deeper learner involvement in computer programming, b) social connections to other learners, c) positive attitudes towards computing, and d) the use and recognition of computational concepts for personal expression in music. The project's knowledge-building efforts include research on four major questions related to the goals and evaluation processes conducted by SageFox on the fidelity of implementation, impact, success of the exhibits, and success of bridging contexts. Methods will draw on the Active Prolonged Engagement approach (unobtrusive observation, interviews, tracking-and-timing, data summaries and team debriefs) as well as Participatory Action Research methods.

This work 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.
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TEAM MEMBERS: Michael Horn Brian Magerko Jason Freeman
resource research Media and Technology
This is the fifth volume of the annual proceedings for the Games+Learning+Society (GLS). The GLS conference is a premier event for those from both academia and industry interested in videogames and learning. The GLS conference is one of the few destinations where the people who create high-quality digital learning media can gather for a serious think about what is happening in the field and how the field can serve the public interest. The conference offers an opportunity for in-depth conversation and social networking across diverse disciplines including game studies, education research
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TEAM MEMBERS: Kyrie Caldwell Sean Seyler Amanda Ochsner Constance Steinkuehler
resource research Media and Technology
Computer Science (CS) education at the middle school level using educational games has seen recent growth and shown promising results. Typically these games teach the craft of programming and not the perspectives required for computational thinking, such as abstraction and algorithm design, characteristic of a CS curriculum. This research presents a game designed to teach computational thinking via the problem of minimum spanning trees to middle school students, a set of evaluation instruments, and the results of an experimental pilot study. Results show a moderate increase in minimum spanning
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TEAM MEMBERS: Britton Horn Hilery Chao Christopher Clark Amy Stahl Gillian Smith Oskar Strom Casper Harteveld
resource research Media and Technology
With support from the National Science Foundation’s Science Learning+ initiative, Twin Cities Public Television (TPT), in St. Paul, MN, in collaboration with a team of researchers in the US and the UK organized a workshop with the title Affinity Spaces for Informal Science Learning: Developing a Research Agenda. Our goal was to develop and refine a set of concepts and issues that will guide future investigations into how participation in online affinity spaces can promote and enable informal science learning. The workshop took place on July 6th and 7th, 2015, ahead of the Games+Learning
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resource project Media and Technology
Living Liquid is a full-scale development project that will develop and research a new genre of science exhibit that engage visitors in inquiry with large scientific datasets through interactive visualizations. Building on findings from a prior pathways project, Living Liquid will develop three interactive visualizations on a multi-touch Viz Table with a tangible user interface. Each visualization will support visitors in the exploration of a dataset provided by the project’s science partners: 1) Plankton Patterns will show how the ocean is defined by regions of microscopic life using data from the MIT Darwin Project; 2) Ocean Tracks will reveal the “highways” large marine creatures travel with data from the TOPP project at Stanford University; and 3) Genetic Rhythms will follow the activity of marine creatures’ genes in response to environmental conditions based on data from the Center for Microbial Oceanography Research and Education (C-MORE). Through an iterative process of collaborative research and development among museum professionals, educational researchers, computer scientists, marine biologists, data artists and interaction designers, this project seeks to: (1) Advance public understanding of ocean ecosystems and large data inquiry skills through the development of a Viz Table. (2) Advance STEM professionals’ knowledge of how to engage the public in inquiry with visualizations through an educational research study. (3) Increase the capacity of STEM professionals (both ISE developers and research scientists) to develop visualizations through a collaborative development process that includes graduate student training and residencies.
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TEAM MEMBERS: Jennifer Frazier Joyce Ma Kwan-Liu Ma
resource project Media and Technology
Brigham Young University and the University of Maryland, in partnership with the Smithsonian Institution, the Computer History Museum, and NASA, plus leading game designers, educators, scientists, and researchers, will conduct research on the design and development of two large-scale Alternate Reality Games (ARGs) based on deep-time science in astrobiology, astrophysics, and interplanetary space travel. The project will iteratively design and test two distinct types of ARGs (closed- and open-ended) to study the effects of these ARGs on STEM learning. The ARGs will be based upon the Next Generation Science Standards (NGSS), affording learners with intensive, self-driven, and scaffolded scientific learning and will be aimed at attracting girls and other groups historically underrepresented in science and technology. Each ARG will be designed by NASA scientists, educators and education researchers, and game-based learning experts and will be highly interactive: engaging learners in collaborative investigations in real and virtual worlds to collect scientific data, conduct data analysis, and contribute scientific evidence that will help solve scientific questions within a science-based narrative derived from real world problems that will develop learners' computational thinking skills in a collaborative, participatory virtual learning environment. Combining data from web and social media analytics, player interviews, surveys, and user-generated content, researchers, and evaluation experts at UXR who will provide an outcomes-based evaluation, including front-end, formative, remedial, and summative evaluations, will establish the properties of ARGs that most effectively advance informal STEM learning outcomes. By comparing open-ended and closed-ended ARGs, the PIs will be able to assess the relative strengths and weaknesses of two distinct approaches to Alternate Reality Game design. The project team will test the hypothesis that open-ended, user-generated content will support inquiry-based learning, peer-to-peer learning, and life-wide and life-deep learning, while close-ended, narrative-rich ARGs will support specific transfer of STEM knowledge, collaboration, and problem solving. To help ensure that the games appeal to their target audiences, the project team will adopt co-design methods, enlisting the creative input of participating teens at each stage of the design process. Supplementary materials and lesson plans developed in close consultation with teachers, librarians, teens, and external stakeholders will enable the ARGs to be widely and effectively used as a model in museums, classrooms, libraries, and after-school programs. The proposed ARGs represent a unique environment to test learning principles that enable players to bridge their learning through transmedia across multiple contexts and test the effects of collaboration with massive numbers of concurrent players. As a result, the project should yield insights on how learning principles can be adopted and re-appropriated for emerging learning environments, including those that that might be crowd-sourced. The research is well grounded in the literature and the PIs do an excellent job of mapping ARG design principles to the pertinent learning science research, providing a clear sense of the particular affordances of the genre that should lead to new understandings. The approach has profound implications for the way we might teach the next generation of students. The ability to mix problem solving and learning in virtual spaces with experiences and data derived from the physical world could dramatically change how we understand the role of technology in education.
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TEAM MEMBERS: Derek Hansen Steven Shumway June Ahn Elizabeth Bonsignore Kari Kraus
resource project Media and Technology
This research and development project explores the mechanisms that initiate and support innovation in early childhood education, especially in combining informal learning via public media and technology with teacher and family interactions to maximize children's math learning. Deliverables include 27 episodes of Peg+Cat, an animated math adventure series on PBS, 8 related online games and apps, summer math institutes and school-year training for preschool/Head Start teachers, and complementary activities and resources to support parent's knowledge and practice and student's engagement, interest, and learning of foundational math concepts. The research agenda will test several hypotheses regarding the strategies to extend teacher's math content knowledge and pedagogy and parent/ caregiver's understanding and valuing of math. A key question will focus on how coupled learning opportunities (professional development for teachers, transmedia, and support for families) enable and sustain children's engagement and learning in math. Formative evaluation of the media components will use focus groups of 3-5 year olds to assure develerables are engaging and accessible. The summative evaluation by Rockman et al will focus on how well the project met its overall goals including the project implementation, and impacts on Head Start teachers, parents/caregivers, and preschoolers. The project's transmedia deliverables will reach millions of preschoolers through daily PBS broadcasts and online games and apps. Fifty Head Start teachers will participate in the two-year professional development program and will be using new content knowledge and pedagogy to teach 550 Head Start children in southwest Pennsylvania and engage their parents/caregivers. The Head Start infrastructure will provide further dissemination of the project's findings and resources.
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TEAM MEMBERS: Hedda Sharapan Chris Rodgick Cynthia Tananis Nancy Bunt Mallary Swartz Camellia Sanford-Dolly
resource project Media and Technology
In this full-scale research and development project, Oregon State University (OSU), Oregon Sea Grant (OSG) and the Hatfield Marine Science Center Visitors Center (HMSCVC) is designing, developing, implementing, researching and evaluating a cyberlaboratory in a museum setting. The cyberlaboratory will provide three earth and marine science learning experiences with research and evaluation interwoven with visitor experiences. The research platform will focus on: 1) a climate change exhibit that will enable research on identity, values and opinion; 2) a wave tank exhibit that will enable research on group dynamics and problem solving in interactive engineering challenges; and 3) remote sensing exhibits that will enable research on visitor interactions through the use of real data and simulations. This project will provide the informal science educaton community with a suite of tools to evaluate learning experiences with emerging technologies using an iterative process. The team will also make available to the informal science community their answers to the following research questions: For the climate change exhibit, "To what extent does customizing content delivery based on real-time visitor input promote learning?" For the wave tank exhibit, "To what extent do opportunities to reflect on and share experiences promote STEM reasoning processes at a build-and-test exhibit?" For the data-sensing exhibit, "Can visitors' abilities to explain or use visualizations be improved by shaping their visual searches of images?" Mixed-methods using interviews, surveys, behavioral instruments, and participant observations will be used to evaluate the overall program. Approximately 60-100 informal science education professionals will discuss and test the viability of the exhibit's evaluation tools. More than 150,000 visitors, along with community members and local middle and high school students, will have the opportunity to participate in the learning experiences at the HMSCVC. This work contributes to the fields of cyberlearning and informal science education. This project provides the informal science education field with important knowledge about learning, customized content delivery and evaluation tools that are used in informal science settings.
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TEAM MEMBERS: Shawn Rowe Nancee Hunter Jenny East