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resource evaluation Media and Technology
Sense-making with data through the process of visualization—recognizing and constructing meaning with these data—has been of interest to learning researchers for many years. Results of a variety of data visualization projects in museums and science centers suggest that visitors have a rudimentary understanding of and ability to interpret the data that appear in even simple data visualizations. This project supports the need for data visualization experiences to be appealing, accommodate short and long-term exploration, and address a range of visitors’ prior knowledge. Front-end evaluation
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resource project Exhibitions
There is a dearth of prominent STEM role models for underrepresented populations. For example, according to a 2017 survey, only 3.1% of physicists in the United States are Black, only 2.1% are Hispanic, and only 0.5% are Native American. The project will help bridge these gaps by developing exhibits that include simulations of historical scientific experiments enacted by little-known scientists of color, virtual reality encounters that immerse participants in the scientists' discovery process, and other content that allows visitors to interact with the exhibits and explore the exhibits' themes. The project will develop transportable, interactive exhibits focusing on light: how we perceive light, sources of light from light bulbs to stars, uses of real and artificial light in human endeavors, and past and current STEM innovators whose work helps us understand, create, and harness light now. The exhibits will be developed in three stages, each exploring a characteristic of light (Color, Energy, or Time). Each theme will be explored via multiple deliveries: short documentary and animated films, virtual reality experiences, interactive "photobooths," and technology-based inquiry activities. The exhibit components will be copied at seven additional sites, which will host the exhibits for their audiences, and the project's digital assets will enable other STEM learning organizations to duplicate the exhibits. The exhibits will be designed to address common gaps in understanding, among adults as well as younger learners, about light. What light really is and does, in scientific terms, is one type of hidden story these exhibits will convey to general audiences. Two other types of science stories the exhibits will tell: how contemporary research related to light, particularly in astrophysics, is unveiling the hidden stories of our universe; and hidden stories of STEM innovators, past and present, women and men, from diverse backgrounds. These stories will provide needed role models for the adolescent learners, helping them learn complex STEM content while showing them how scientific research is conducted and the diverse community of people who can contribute to STEM innovations and discoveries.

The project deliverables will be designed to present complex physics content through coherent, immersive, and embodied learning experiences that have been demonstrated to promote engagement and deeper learning. The project will research whether participants, through interacting with these exhibits, can begin to integrate discrete ideas and make connections with complex scientific content that would be difficult without technology support. For example, students and other novices often lack the expertise necessary to make distinctions between what is needed and what is extra within scientific problems. The proposed study follows a Design-Based Research (DBR) approach characterized by iterative cycles of data collection, analysis, and reflection to inform the design of educational innovations and advance educational theory. Project research includes conceiving, building, and testing iterative phases, which will enable the project to capture the complexity of learning and engagement in informal learning settings. Research participants will complete a range of research activities, including focus group interviews, observation, and pre-post assessment of science content knowledge and dispositions.

By showcasing such role models and informing about related STEM content, this project will widen perspectives of audiences in informal learning settings, particularly adolescents from groups underrepresented in STEM fields. Research findings and methodologies will be shared widely in the informal STEM learning community, building the field's knowledge of effective ways to broaden participation in informal science learning, and thus increase broaden participation in and preparation for the STEM-based workforce.

This project is funded by the National Science Foundation's (NSF's) Advancing Informal STEM Learning (AISL) program, which supports innovative research, approaches, and resources for use in a variety of learning settings.
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TEAM MEMBERS: Todd Boyette Jill Hamm Janice Anderson Crystal Harden
resource research Media and Technology
U!Scientist is an in-gallery touch table adaptation of the popular online citizen science project Galaxy Zoo. Taking advantage of the social opportunities in a museum setting, the project aims not only to enhance visitors’ science self-efficacy but also to encourage visitors to discuss their choices with friends and family. This poster was presented at the 2019 NSF AISL Principal Investigators Meeting.
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TEAM MEMBERS: Becky Rother
resource project Games, Simulations, and Interactives
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 proposed project broadens the utility of Public Participation in Scientific Research (PPSR) approaches, which include citizen science, to support new angles in informal learning. It also extends previous work on interactive data visualizations in museums to encompass an element of active contribution to scientific data. To achieve these goals, this project will develop and research U!Scientist (pronounced `You, Scientist!')--a novel approach to using citizen science and learning research-based technology to engage museum visitors in learning about the process of science, shaping attitudes towards science, and science identity development. Through the U!Scientist multi-touch tabletop exhibit, visitors will: (1) interact with scientific data, (2) provide interpretations of data for direct use by scientists, (3) make statements based on evidence, and (4) visualize how their data classifications contribute to globe-spanning research projects. Visitors will also get to experience the process of science, gaining efficacy and confidence through these carefully designed interactions. This project brings together Zooniverse, experts in interactive design and learning based on large data visualizations in museums, and leaders in visitor experience and learning in science museums. Over fifty thousand museum visitors are expected to interact annually with U!Scientist through this effort. This impact will be multiplied by packaging the open-source platform so that others can easily instantiate U!Scientist at their institution.

The U!Scientist exhibit development process will follow rapid iterations of design, implementation, and revision driven by evaluation of experiences with museum visitors. It will involve close collaboration between specialists in computer science, human-computer interaction and educational design, informal science learning experts, and museum practitioners. The summative evaluation will be based on shadowing observations, U!Scientist and Zooniverse.org logfiles (i.e., automated collection of user behavior metrics), and surveys. Three key questions will be addressed through this effort: Q1) Will visitors participate in PPSR activities (via the U!Scientist touch table exhibit) on the museum floor, despite all the distractions and other learning opportunities competing for their attention? If so, who engages, for how long, and in what group configurations? Q2) If visitors do participate, will they re-engage with the content after the museum visit (i.e., continue on to Zooniverse.org)? Q3) Does engaging in PPSR via the touch table exhibit--with or without continued engagement in Zooniverse.org after the museum visit--lead to learning gains, improved understanding of the nature of science, improved attitudes towards science, and/or science identity development?
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TEAM MEMBERS: Laura Trouille Sarah Cole Becky Rother
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
The Environmental Scientist-in-Residence Program will leverage NOAA s scientific assets and personnel by combining them with the creativity and educational knowledge of the pioneer hands-on science center. To do this, the program will embed NOAA scientists in a public education laboratory at the Exploratorium. Working closely with youth Explainers, exhibit developers, and Web and interactive media producers at the Exploratorium, NOAA scientists will share instruments, data, and their professional expertise with a variety of public audiences inside the museum and on the Web. At the same time the scientists will gain valuable skills in informal science communication and education. Through cutting-edge iPad displays, screen-based visualizations, data-enriched maps and sensor displays, and innovative interactions with visitors on the museum floor, this learning laboratory will enable NOAA scientists and Exploratorium staff to investigate new hands-on techniques for engaging the public in NOAA s environmental research and monitoring efforts.
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TEAM MEMBERS: Mary Miller
resource research Media and Technology
Through an iterative design process involving museum educators, learning scientists and technologists, and drawing upon our previous experiences in handheld game design and a growing body of knowledge on learning through gaming, we designed an interactive mystery game called Mystery at the Museum (the High Tech Whodunnit), which was designed for synchronous play of groups of parents and children over a two to three hour period. The primary design goals were to engage visitors more deeply in the museum, engage visitors more broadly across museum exhibits, and encourage collaboration between
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TEAM MEMBERS: Eric Klopfer Judy Perry Kurt Squire Ming-Fong Jan Constance Steinkuehler
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 research Media and Technology
The authors provide an analysis of pairs of children interacting with a multi-touch tabletop exhibit designed to help museum visitors learn about evolution and the tree of life. The exhibit’s aim is to inspire visitors with a sense of wonder at life’s diversity while providing insight into key evolutionary concepts such as common descent. The authors find that children negotiate their interaction with the exhibit in a variety of ways including reactive, articulated, and contemplated exploration. These strategies in turn influence the ways in which children make meaning through their
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TEAM MEMBERS: Northwestern University Pryce Davis Michael Horn Laurel Schrementi Florian Block Brenda Phillips E. Margaret Evans Judy Diamond Chia Shen
resource evaluation Media and Technology
In 2009, the Monterey Bay Aquarium began looking at new ways to interpret its Seafood Watch program. This nationwide conservation program strives to educate the public about the importance of buying sustainable seafood. As part of the program, the Aquarium publishes a printed pocket guide that lists the types of seafood consumers should buy and the types they should avoid. (For more information, visit www.seafoodwatch.org.) Over the years, several zoos, aquariums and museums that partner with the Aquarium have expressed interest in displaying an exhibit to encourage more of their visitors to
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TEAM MEMBERS: Jon Deuel Ava Ferguson Susan Kevin
resource project Media and Technology
This Communicating Research to Public Audiences project focuses on the Reedy Glacier Antarctic research of Brenda Hall (OPP 0229034) and its relevance to the residents of and visitors to Maine. Collaborators include the University of Maine, the Maine Discovery Museum, the Acadia National Park and Cadillac Mountain Sports (an environmentally active retail company with several stores around the state). The primary deliverable is the development of an interactive software program that presents information and experiences in a two-tiered concept approach -- on the Reedy Glacier and its connection to Maine and on the process of science. The software is being configured into kiosks at the three partnering organizations, into a DVD format for informal and formal settings to be distributed at cost and onto a University of Maine Climate Change web portal currently under separate development. The project web site will provide source code for the portal design so others may use it to create portals and modules of their own. The Maine Discovery Museum intends to create additional exhibitry on the topic with resources outside this proposal, and the Acadia National Park will use the programs in teacher education workshops.
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TEAM MEMBERS: Brenda Hall Molly Schauffler
resource project Media and Technology
The Educational Film Center will complete production of a science, engineering, and technology careers exhibit and informal science education project for use in science museums, libraries, schools, and community locations. The twelve additional interactive and linear career profiles to be produced under this grant will bring the total number of careers available in a fully interactive mode to thirty-two. Users will be able to explore each of these careers with first person video profiles of people in science and engineering and animated/reality video simulations of work experiences in these fields. The exhibit also with provide guidance to help users make decisions about education and career choices and will include a database of information about approximately 200 additional science and math-based professions. The project also will undertake the development and testing of eight permanent model Family Outreach Science Career Education Centers in eight cities. These centers will be based on and will expand upon the experience the project had in their earlier model Parent Outreach Science Career Program. Utilization support will be provided through special target leader guides, presentations and workshops at national and regional meetings of user organizations and groups, and a SETQuest bulletin board and e-mail network for the exchange of user science career programming. This project is a collaborative effort among four organizations: The Educational Film Center (EFC) is responsible for management of the project and for the development of production of the software and the documentary video profiles; COMAP is responsible for selecting and hiring content consultants, for formative and summative evaluation, and will jointly market and distribute the material with EFC; The New York Hall of Science is responsible for the exhibit kiosk and graphics, the design and development of the workbook and museum installation print components of the project, and will serve as principal test site for the exhibit; and the AAAS is coordinating the design, implementation, and testing of parent outreach program. All of the organizations will be involved in presentations and dissemination of project information to the informal and formal education communities.
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TEAM MEMBERS: Stephen Rabin Barbara Flagg