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resource project Exhibitions
As the world is increasingly dependent upon computing and computational processes associated with data analysis, it is essential to gain a better understanding of the visualization technologies that are used to make meaning of massive scientific data. It is also essential that the infrastructure, the very means by which technologies are developed for improving the public's engagement in science itself, be better understood. Thus, this AISL Innovations in Development project will address the critical need for the public to learn how to interpret and understand highly complex and visualized scientific data. The project will design, develop and study a new technology platform, xMacroscope, as a learning tool that will allow visitors at the Science Museum of Minnesota and the Center of Science and Industry, to create, view, understand, and interact with different data sets using diverse visualization types. The xMacroscope will support rapid research prototyping of public experiences at selected exhibits, such as collecting data on a runner's speed and height and the visualized representation of such data. The xMacroscope will provide research opportunities for exhibit designers, education researchers, and learning scientists to study diverse audiences at science centers in order to understand how learning about data through the xMacroscope tool may inform definitions of data literacy. The research will advance the state of the art in visualization technology, which will have broad implications for teaching and learning of scientific data in both informal and formal learning environments. The project will lead to better understanding by science centers on how to present data to the public more effectively through visualizations that are based upon massive amounts of data. Technology results and research findings will be disseminated broadly through professional publications and presentations at science, education, and technology conferences. The project is funded by the Advancing Informal STEM Learning (AISL) program, which seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments. 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. The project is driven by the assumption that in the digital information age, being able to create and interpret data visualizations is an important literacy for the public. The research will seek to define, measure, and advance data visualization literacy. The project will engage the public in using the xMacrocope at the Science Museum of Minnesota and at the Center of Science and Industry's (COSI) science museum and research center in Columbus, Ohio. In both museum settings the public will interact with different datasets and diverse types of visualizations. Using the xMacroscope platform, personal attributes and capabilities will be measured and personalized data visualizations will be constructed. Existing theories of learning (constructivist and constructionist) will be extended to capture the learning and use of data visualization literacy. In addition, the project team will conduct a meta-review related to different types of literacy and will produce a definition with performance measures to assess data visualization literacy - currently broadly defined in the project as the ability to read, understand, and create data visualizations. The research has potential for significant impact in the field of science and technology education and education research on visual learning. It will further our understanding of the nature of data visualization literacy learning and define opportunities for visualizing data in ways that are both personally and culturally meaningful. The project expects to advance the understanding of the role of personalization in the learning process using iterative design-based research methodologies to advance both theory and practice in informal learning settings. An iterative design process will be applied for addressing the research questions by correlating visualizations to individual actions and contributions, exploring meaning-making studies of visualization construction, and testing the xMacroscope under various conditions of crowdedness and busyness in a museum context. The evaluation plan is based upon a logic model and the evaluation will iteratively inform the direction, process, and productivity of the project.
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TEAM MEMBERS: Katy Borner Kylie Peppler Bryan Kennedy Stephen Uzzo Joe E Heimlich
resource project Media and Technology
Over the seven years prior to this award, the principal investigator from George Mason University and a national team of scientists, professional societies, science communication researchers, and broadcast meteorologists have been engaged in an effort to include in TV and other weather broadcasts information about current research on the interactions of climate and weather. A Climate Matters network has been established that involves 350 weathercasters at 218 stations, in 119 media markets, nationwide. A particular focus of the initiative has been to help the public become more familiar with the science behind how their local weather and its trends are related to the dynamics of the climate. Many communities nationwide are engaged in deliberations about how to understand, plan for, and adapt to the potential impacts of changes in their weather on important factors pertaining to their economy and well-being, such as natural resources, natural disasters, agriculture, industry, and health. The goal of this continuing project is to expand the quantity and nature of the coverage of such information into the news segments of local news media. By stimulating local reporting on climate impacts and their relationships to personal and community-wide decision-making, this project will potentially help millions of Americans better understand and respond to critical factors that are affecting their lives. 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.

The project involves five inter-related, complementary activities: (1) Knowledge building through formative research and process evaluation, specifically in-depth interviews and random sample surveys of journalists in each of the participating journalism professional societies; (2) Recruiting 400 news directors, producers, reporters and additional weathercasters into the Climate Matters network; (3) Providing climate reporting training and professional development to members of the network; (4) Producing and distributing Climate Matters reporting packages to all members of the network on a near-weekly basis; and (5) Evaluating the impacts of the climate reporting on public understanding of science.
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TEAM MEMBERS: Edward Maibach Susan Hassol Bernadette Placky Richard Craig Teresa Myers
resource project Media and Technology
As part of its overall strategy to enhance learning in informal environments, the Advancing Informal STEM Learning (AISL) program funds innovative research, approaches and resources for use in a variety of settings. The project will derive a nationwide online coaching/mentoring program for out of school educators in rural settings. The program builds on a Noyce Foundation pilot project. The issue to be addressed is that educators in rural settings are challenged in a multitude of ways due to isolation. This project will try to find ways to alleviate some of the consequences of isolation through resource sharing, knowledge sharing, and unique techniques for communicating with students. Partners in this effort are the Maine Mathematics and Science Alliance, the National AfterSchool Association, Development Without Limits, and the Maine State Library.

By using widely-available technologies, this project will bring fully online instructional coaching in STEM to out-of-school educators who live too remotely to attend ongoing in-person workshops. The project team will achieve this by adapting a highly promising coaching program where groups of educators video-record their own work with youth, practice key skills, and meet regularly to discuss their work. The project will: (a) test technical challenges to achieve fully virtual implementation; (b) design and adapt a specific STEM-skill curriculum to align with different levels of need; (c) customize the model to work with rural librarians; and (d) integrate the work into existing state and national accreditation systems.
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TEAM MEMBERS: Sue Allen
resource project Media and Technology
As part of its overall strategy to enhance learning in informal environments, the Advancing Informal STEM Learning (AISL) program 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. The goal of this project is to make 21st century quantum science comprehensible and engaging to non-expert informal adult learners. This project has strong potential to add new knowledge about the public's perception and understanding of quantum physics. This scientific content is often difficult for informal audiences to grasp, and there are relatively few accessible learning resources for a non- professional audience. The development of this online, interactive resource with short animations, graphics, and simulations has strong potential to fill this gap. It will develop a visually driven online resource to engage non-expert audiences in understanding the basics of quantum physics. The web design will be modular, incorporating many multimedia elements and the structure will be flexible allowing for future expansion. All content would be freely available for educational use. There is potential for extensive reach and use of the resources by informal adult learners online as well as learners in museums, science centers, and schools. Project partners are the Joint Quantum Institute at the University of Maryland and the National Institute of Standards and Technology, College Park. An independent evaluation of the project will add new knowledge about informal learners' perceptions and/or knowledge about quantum science and technology. An initial needs assessment via focus groups with the general public will be designed to find out more about what they already know about quantum physics topics and terminology, as well as what they want to know and what formats they prefer (games, simulations, podcasts, etc.). In person user testing will be used with early versions of the project online resource using a structured think-aloud protocol. Later in year 1 and 2, online focus groups with the general public will be conducted to learn what they find engaging and what they learned from the content. Iterative feedback from participants during the formative stage will guide the development of the content and format of the online resources. The Summative Evaluation will gather data using a retrospective post-survey embedded with a pop-up link on the Atlas followed by interviews with a subset of online users. Google Analytics will be used to determine the breadth and depth of their online navigation, what resources they download, and what websites they visit afterward. A post-only survey of undergraduate and graduate students who participated in resource development will focus on changes in students' confidence around their science communication skills and level of quantum physics understanding.
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TEAM MEMBERS: Emily Edwards Curtis Suplee
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
WNET, working with Education Development Center, will lead a small scale Innovations in Development effort to develop, research, and evaluate a new model to engage underserved families in STEM learning. The new endeavor, Cyberchase: Mobile Adventures in STEM, will build on the proven impact of the public media mathematics series Cyberchase and the growing potential of mobile technology and texting to reach underserved parents. WNET will produce two new Cyberchase episodes for 6-9 year olds, focused on using math to learn about the environment. Drawing on these videos and an existing Cyberchase game, the team will produce a bilingual family engagement campaign that will combine an in-person workshop followed by a 6-8 week "text to parent" campaign, in which parents receive weekly text messages suggesting family STEM activities related to the media content. The engagement model will be piloted in three cities with large low-income/Latino populations, along with one texting campaign offered without the workshop. This project will build knowledge about how to deploy well-designed public media assets and text messaging to promote fun, effective STEM learning interactions in low-income families. While past research on educational STEM media has tended to focus on children, especially preschool age, this project will focus primarily on text messaging for parents, and on learners age 6-9, and the wider scope of parent/child STEM interactions possible at that age.

The primary goal of the project will be to develop, test and refine a family engagement model that includes a face-to-face workshop, rich narrative Cyberchase content, and text-message prompts for parents to engage in short, playful STEM activities with children. The project team will explore which features of the mobile text-and-media program have most value for low-income and Latino families and prompt STEM learning interactions, including a comparison of workshop-based and text-only variants. The project will have three phases: needs assessment and preliminary design; an early-stage test in New York and development and testing of media; and three late-stage tests in contrasting locations, two including workshops and one "text-only," and analysis of findings. Ultimately, the project will share knowledge with the field about the opportunities and challenges of using mobile texting and public media to reach underserved families effectively. This knowledge will also inform a future proposal for production and outcomes research, which, based on the study results, may include a scaled-up version in ten locations and a ten-city Randomized Control Test. 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: Sandra Sheppard Bill Tally
resource project Media and Technology
Polar Extremes: Enhancing Experiential Digital Learning is an integrated media and research project produced by the PBS science series, NOVA, that will bring polar science to informal learners through traditional storytelling and experiential, digital learning environments. Stark, cold, and seemingly frozen in time, the top and bottom of the Earth feel other-worldly, completely removed from our everyday existence. Yet, nothing could be further from the truth. The Arctic and Antarctic exert profound influence over our entire planet. Disturbances in these icy realms can send transformative ripples around the globe, altering the circulation of the atmosphere and oceans, and affecting every form of life. And although the poles might seem constant and everlasting, they--like our planet--are always changing, with a deep and complex past. NOVA will provide informal science learners access to specialized research happening at the ends of the earth, introducing them to today's scientists exploring the major drivers of the climate, uncovering the deep history of past paleoclimates, or perfecting climate and weather models. The project includes: a 2-hour nationally broadcast PBS documentary (working title Polar Extremes); a NOVA Polar Lab, an experiential interactive learning platform on polar science; and a Polar Exploration Initiative consisting of a 10-part YouTube series, a collection of 360 videos, virtual field trips, and social media reporting "on location" from Antarctica, along with other polar-themed video, radio and digital journalism. It also includes a research program conducted in collaboration with the University of California, Santa Barbara (UCSB) to study how narrative-driven and experiential learning can foster informal learning in polar science across a diverse array of audiences. NOVA, the most popular science program on television, with a robust digital presence, will bring current polar science to millions. NOVA will use a range of media to transport viewers to remote polar locations, to interact with polar scientists, manipulate polar data, or vicariously explore the frozen tundra--using a mix of learning approaches. This project will develop and test the impact of two forms of informal learning: traditional narrative-driven storytelling and active, experiential learning. Both components will be developed through audience research, formative evaluation or pilot testing, and experiments. The overarching goal is to determine the best way to combine and leverage traditional and interactive media technologies to educate the public about polar science. How can these modes enhance learning outcomes? The study uses the Informal Science Learning "strand framework" developed by the National Research Council in Learning Science in Informal Environments: People, Places, and Pursuits (2009). Because different age groups and socioeconomic backgrounds may engage differently with different types of learning materials and platforms, the project components are designed to test a variety of different learning approaches, with different audiences. This study will be one of the first to address the relative efficacy of various forms of experiential education and whether active versus vicarious experiential learning depends on the characteristics of the learners. As engagement technologies continue to evolve, this project will help inform how to best design and apply them effectively. The project will apply these new lessons specifically to present polar research to the public and to offer audiences an opportunity to explore and learn about these remote regions in new ways that bring them to life, make them relevant, and enhance learning outcomes. 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. The project has co-funding support from the Office of Polar Programs (OPP).
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TEAM MEMBERS: Paula Apsell Lisa Leombruni Julia Cort Hunter Gehlbach
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
Research tells us that media -- be it on television or film or in the form of radio podcasts -- are the most widely utilized and trusted sources for public science, technology, engineering, and mathematics (STEM) learning. Media narratives can shape opinions and knowledge about STEM as well as either reduce or enhance cultural biases and perceptions of STEM. However, little is known about the process by which STEM media professionals develop and assess mastery of "STEM Media," or to what extent evidence-based communication strategies and data-supported effective practices are considered and used by creators of STEM media. This conference proposal will bring together STEM professionals and media creators to determine how STEM media makers develop and assess expertise in STEM media making and articulate best practices. The goal is to promote cross-industry collaboration between media producers, STEM professionals and communication researchers in crafting evidence-based media for the public. The project will also create a 2-year STEM Media Fellows program as well as expand the Science of Communication Strand at two Jackson Hole Wildlife Film Festivals (JHWFF) and at the Science Media Awards and Summit in the Hub (SMASH) conference in 2018. The work will be led by Jackson Hole WILD, a nonprofit professional organization, in partnership with Colorado Mesa University.

The project will employ three strategies to advance effective STEM media production and product effectiveness. First, an initiative to provide professional development in Communication Science will be part of the 2017 and 2018 Jackson Hole WILD conferences to increase the attending STEM media professionals' understanding of evidence-based practices. The content will be presented through structured sessions at the conferences with recordings of the sessions made available online as well as through partner organizations. Second, the STEM Media Fellows program will recruit emerging STEM professionals who are interested in media making. The goals of the STEM Media Fellows program are to prepare these diverse STEM professionals with knowledge and skills for media development, and form collaborations among the STEM professionals and media creators. Third, in collaboration with Colorado Mesa University, the project will conduct a Delphi study to determine how mastery of STEM media making is acquired and assessed. The Delphi study will involve gathering perceptions and experiences from the world's leading STEM communicators and media makers regarding how they learned to be professionals and how they would determine the level of expertise of other STEM media makers. The results of the Delphi study will synthesize models and identify best practices that could be used to inform the STEM media industry efforts to align media production with evidence-based practices. These results will be disseminated through appropriate peer-reviewed journals, industry associations, and other outlets of research on informal science education. 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: Ru Mahoney Louis Nadelson Lisa Samford
resource project Media and Technology
As part of its overall strategy to enhance learning in informal environments, the Advancing Informal STEM Learning (AISL) program funds innovative research, approaches, and resources for use in a variety of settings. The project will bring together science museum visitor experience developers, visitor studies staff, indoor location technology developers, cyber-learning researchers, and STEM informal learning specialists for a two day conference, COMPASS (Conference on Mobile Position Awareness Systems and Solutions), to address the achievements and potential of indoor location aware mobile (ILAM) technology in science museums. The pre-conference work, the conference itself, and a subsequent e-publication will provide multiple, informed perspectives and knowledge around ILAM for science museums to develop apps for visitors' own smartphones to enhance and personalize the visitor experience and to experiment with new kinds of inquiry-based learning. The goals of the conference are to form an integrated vision by consolidating expertise from disparate disciplines connected to ILAM tech development, to transform visitor mobile tools to provide more innovative forms of interaction and personalization, and to open new avenues for visitor research with automated data collection and analysis.

The COMPASS conference will bring together 80 participants for two days in September 2018 at the Exploratorium in San Francisco, CA. The first dissemination will take place in a presentation at the ASTC conference the following month in October 2018. A webinar sharing insights from COMPASS and inviting others to engage will be held in March 2019 hosted by ASTC and accessible by ASTC members and non-members alike. A companion COMPASS e-publication will be released for free download, also in March 2019, with summaries of conference proceedings, key issues identified, case histories of ILAM in museums, white papers and other resources. Conference outcomes include establishing a community of practice or special interest group and establishing common goals for future collaborative work. By gathering a diverse range of perspectives and expertise to share research and evidence based findings, COMPASS include collective problem solving and an informed cross disciplinary approach to planning and implementing ILAM technology in the museum environment. The conference will explicitly address the benefits and quality of open source code and protocols and how techniques could be shared among institutions. As professional experience with deploying ILAM apps grows, this tool could be used to increase accessibility for diverse visitor populations, put in use at smaller and medium sized science centers, and applied to a variety of research studies, increasing the impact for funders and benefiting the science center community at large.
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TEAM MEMBERS: Claire Pillsbury
resource project Media and Technology
Becoming computationally literate is increasingly crucial to everyday life and to expanding workforce capacity. Research suggests that computational literacy--knowing what, when, how, and why to use the ideas of computer science, in combination with the capacity to view problems and potential solutions through the lens of computational structures and procedures--can be supported through digital game play. This project aims to develop a social and creative exhibit game that foregrounds aspects of computer science, specifically artificial intelligence (AI) and computer programming, in ways that enable youth to explore, construct, and share computational complex systems content with one another and other museum visitors. To play the game, pairs of youth visitors will use code cards to program the behavior of AI animals in a virtual forest. As they do so, youth will engage with computational literacy practices, such as basic computer programming, describing their computational ideas, and doing computational problem solving with their friends. Their activity will be projected on a large screen as a strategy for enabling youth to test, rehearse, and communicate their computational ideas and to also interest other visitors into computational problem solving.

Using multi-perspective and iterative design-based research, university learning scientists, museum practitioners, and game developers will pursue research questions around how science museums can better engage youth who are traditionally underrepresented in computer science in complex computational practices. Data sources will include interactive-log data, observations of visitor interactions with the game, visitor interviews, and visitor surveys. A multimodal and mixed methods approach that searches for convergences between qualitative analysis, quantitative analysis, and learning analytics will be used to generate research findings. Changes in computational literacy will be assessed by evaluating what problems visitors choose to solve with programming, how they frame those problems, and their selections from among possible solutions, what they program, how they program, and how they describe programming ideas. The results of this project will include: 1) a social, interactive gameplay experience that supports the development of computational literacy; 2) design principles for game-based exhibits that facilitate development of computational literacy; and 3) new knowledge of variations in design and gameplay across diverse gameplay users, including those from underrepresented groups in computer science. It is anticipated that 1,000 museum youth visitors will directly participate in the study.

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: Matthew Berland Leilah Lyons Matthew Cannady