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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 evaluation Professional Development, Conferences, and Networks
Researching the Value of Educator Actions for Learning (REVEAL) is an NSF-funded research project, led by the Oregon Museum of Science and Industry (OMSI) in collaboration with TERC and Oregon State University (OSU), which studied the impact of science center staff facilitation strategies at math exhibits. Building on and using exhibits from Design Zone—an interactive math exhibition which engaged visitors in exploring algebraic relationships and functions—the study was designed to add to the scant existing literature about the impact of staff facilitation on visitors. The study also aimed to
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resource research Public Programs
The Oregon Museum of Science and Industry (OMSI), located in Portland, is a hands-on science museum. In 2013, OMSI received funding from the National Science Foundation for the project Researching the Value of Educator Actions for Learning (REVEAL) to study how museum educators can better help families learn math while interacting with museum exhibits. Through REVEAL, OMSI was able to partner with Adelante Mujeres, a non-profit community organization located in Forest Grove that educates and empowers Latina women and their families. Here we share some of the lessons learned from the
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TEAM MEMBERS: Scott Pattison
resource project Public Programs
Utah Valley University (UVU) with partners Weber State University (WSU) and American Indian Services (AIS) are implementing UTAH PREP (PREParation for STEM Careers) to address the need for early preparation in mathematics to strengthen and invigorate the secondary-to-postsecondary-to-career STEM pipeline. As the preliminary groundwork for UTAH PREP, each partner currently hosts a PREP program (UVU PREP, WSU PREP, and AIS PREP) that identifies low-income, under-represented minority, first-generation, and female students entering seventh grade who have interest and aptitude in math and science, and involves them in a seven-week, three-year summer intensive program integrating STEM courses and activities. The course content blends skill-building academics with engaging experiences that promote a clear understanding of how mathematical concepts and procedures are applied in various fields of science and engineering. Courses are enhanced through special projects, field trips, college campus visits, and the annual Sci-Tech EXPO. The purpose of the program is to motivate and prepare participants from diverse backgrounds to complete a rigorous program of mathematics in high school so that they can successfully pursue STEM studies and careers, which are vital to advancing the regional and national welfare.

UTAH PREP is based on the TexPREP program that originated at the University of Texas at San Antonio and which was named as one of the Bright Spots in Hispanic Education by the White House Initiative on Educational Excellence for Hispanics in 2015. TexPREP was adapted by UVU for use in Utah for non-minority serving institutions and in regions with lower minority populations, but with great academic and college participation disparity. With NSF funding for a two-year pilot program, the project partners are building UTAH PREP through a networked improvement community, collective impact approach that, if demonstrably successful, has the ability to scale to a national level. This pilot program's objectives include: 1) creating a UTAH PREP collaboration with commitments to a common set of objectives and common set of plans to achieve them; 2) strengthening existing PREP programs and initiating UTAH PREP at two or three other institutions of higher education in Utah, each building a sustainable local support network; 3) developing a shared measurement system to assess the impact of UTAH PREP programs, adaptations, and mutually reinforcing activities on students, including those from groups that are underrepresented in STEM disciplines; and 4) initiating a backbone organization that will support future scaling of the program's impact.
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TEAM MEMBERS: Daniel Horns Andrew Stone Violeta Vasilevska
resource project Public Programs
Mathematics is a notoriously disliked subject; there is so little stigma associated with being "bad at math", that educated adults openly describe themselves in this way. There are many reasons for math's unpopularity; chief among them is that school mathematics seldom offers opportunities to engage with the richness of this potentially fascinating subject. As a result, the mathematics education pipeline in the United States is more often a filter than a pump, siphoning students out rather than bringing them along. Children have libraries to help them fall in love with literature: where do they get a chance to fall in love with math? This project presents a unique opportunity to study children engaged with mathematics in an informal setting, the Minnesota State Fair, facilitated by mathematically knowledgeable volunteers. The Math On-a-Stick mathematical playground provides a place for children to engage with mathematics by exploring patters, asking quantitative questions, and investigating shape and space to mathematize their play. The project will observe and videotape this engagement to inform the design of mathematical learning environments in a variety of outside of school time settings, such as after school programs and summer camps, that are accessible to a wider range of the population. This project is co-funded by the EHR Core Research (ECR) and Advancing Informal STEM Learning (AISL) programs. The ECR program emphasizes fundamental STEM education research that generates foundational knowledge in three thematic areas: STEM learning and learning environments, broadening participation, and STEM workforce development. The AISL program seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments.

The project will investigate three research questions: (1) How does the design of various parts of the exhibit differently support rich mathematical interactions between children and mathematicians? (2) How do children engage different parts of the exhibit? How do differences in engagement relate to (a) exhibit design and (b) prior mathematical experience? (3) How do exhibit volunteers, mathematicians, and caregivers interact to support (or undermine) students' mathematical play? The project will use participant observation and videography to capture visitors' activities through the exhibit, analyzing them as qualitative case studies.
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TEAM MEMBERS: Ilana Horn Melissa Gresalfi