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resource research Exhibitions
The Developing Guidelines for Designing Challenging and Rewarding Interactive Science Exhibits project is a Research in Service to Practice grant running from 10/1/2016-9/30/2021. We have used a Design-Based Research (DBR) approach to refine a framework about exhibit design practices that support learners through the emotional aspects of “productive struggle” as we built three science museum exhibits. This poster was presented at the 2021 NSF AISL Awardee Meeting.
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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 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 research Exhibitions
This poster shares an example of how the project team for the Developing Guidelines for Designing Challenging and Rewarding Interactive Science Exhibits has been applied design principles to support the emotional state of productive struggle in an interactive science museum exhibit. It discusses the three stages of productive struggle (emotional disequilibrium, persistence, and productivity), puts those in an applied context, and discusses the team's research methods which include a combination of self-report and biometric measures.
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resource project Professional Development, Conferences, and Networks
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 theme of this conference project by the New York Hall of Science will be exploring how to better design exhibits to promote "public engagement with science." Here, "public engagement with science" refers to opportunities that go beyond traditional approaches to the public understanding of science. The event will invite professionals to consider how to shift exhibit designs toward engaging visitors with STEM in ways that emphasize the intersection of STEM innovation with visitors' daily lives, their personal agency, and their interdependence with their personal social networks and the institutions that advance STEM knowledge and innovation. The conference and its pre- and post-conference activities will bring together curators, exhibition developers, community outreach professionals, museum administrators, and learning scientists from the United States and Canada. They will work together to identify design principles and key obstacles to designing exhibits that can better help science museums achieve two goals: 1) making visitors' diverse and personal questions, concerns, and perspectives central to their experience of the exhibits; and 2) engaging visitors as contributors to the exhibit experience in ways that make their contributions visible and consequential. During this two-day event attendees will consider how exhibits can support broader and more diverse public participation in critical debates about the roles of STEM discovery and innovation in society. The effort is grounded in recent work on public engagement with science; on reorganizing museums to become sites for participation and contribution by visitors, and particularly by institutions' local communities; and on making and engineering design programming within museums. The goal is to chart a course toward a vision of the future of science museums in which they maintain their status as sources of trusted information, while also fulfilling their potential as sites of genuine participation and social interaction, in which visitors make meaningful contributions to the substance and workings of the museum floor while also engaging with, learning about and holding themselves accountable to the core concepts and practices of the STEM disciplines. The conference will build the capacity and collaborative engagement of a network of science centers whose work is central to achieving the museum field's ultimate goal of engaging the public of all ages in learning STEM in informal environments. The conference and associated activities will be evaluated by staff at the New York Hall of Science, with oversight by an external advisory committee of research and development professionals. This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
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resource project Media and Technology
The Space and Earth Informal STEM Education (SEISE) project, led by the Arizona State University with partners Science Museum of Minnesota, Museum of Science, Boston, and the University of California Berkeley’s Lawrence Hall of Science and Space Sciences Laboratory, is raising the capacity of museums and informal science educators to engage the public in Heliophysics, Earth Science, Planetary Science, and Astrophysics, and their social dimensions through the National Informal STEM Education Network (NISE Net). SEISE will also partner on a network-to-network basis with other existing coalitions and professional associations dedicated to informal and lifelong STEM learning, including the Afterschool Alliance, National Girls Collaborative Project, NASA Museum Alliance, STAR_Net, and members of the Association of Children’s Museums and Association of Science-Technology Centers. The goals for this project include engaging multiple and diverse public audiences in STEM, improving the knowledge and skills of informal educators, and encouraging local partnerships.

In collaboration with the NASA Science Mission Directorate (SMD), SEISE is leveraging NASA subject matter experts (SMEs), SMD assets and data, and existing educational products and online portals to create compelling learning experiences that will be widely use to share the story, science, and adventure of NASA’s scientific explorations of planet Earth, our solar system, and the universe beyond. Collaborative goals include enabling STEM education, improving U.S. scientific literacy, advancing national educational goals, and leveraging science activities through partnerships. Efforts will focus on providing opportunities for learners explore and build skills in the core science and engineering content, skills, and processes related to Earth and space sciences. SEISE is creating hands-on activity toolkits (250-350 toolkits per year over four years), small footprint exhibitions (50 identical copies), and professional development opportunities (including online workshops).

Evaluation for the project will include front-end and formative data to inform the development of products and help with project decision gates, as well as summative data that will allow stakeholders to understand the project’s reach and outcomes.
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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 evaluation Public Programs
This summative evaluation report details the Broad Implementation of the Living Laboratory model--an initiative to promote partnership between museums and cognitive science researchers in order to promote professional learning and involve the public in scientific research. The evaluation investigated the extent of the dissemination effort’s depth, spread, sustainability, and shift in ownership, based on Coburn’s criteria for scale-up (2003). Evaluators collected data from surveys, interviews, focus groups, document review, and observations. Findings about depth suggest that adopters fully
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resource project Exhibitions
Informal learning, and by extension, museums, are inherently emotional experiences, evoking feelings of awe, excitement, and curiosity. Oftentimes, museum professionals have prioritized traditionally positive emotions such as excitement and interest as being the most desirable and useful in supporting museum learning. However, prior research into naturally occurring emotions at museums found that some visitors who experienced negative emotions, such as confusion or frustration, at exhibits also reported deeper engagement and overall feelings of satisfaction (Rappolt-Schlichtmann et al., 2017). Based on these findings and similar results from formal education (D’Mello et al., 2014), this project team has worked to develop and refine a framework of strategies for creating exhibits that invoke and support visitors through the complex emotional state called productive struggle (PS) which is defined as a three-part emotional arc characterized by: 1) disequilibrium (experienced emotionally as emotions like confusion, frustration, surprise, or unease) that arises from encountering a challenging task, phenomenon, or idea, 2) persistence through the task which is supported by exhibit design scaffolds, and 3) an emotionally productive resolution tied to the source of disequilibrium or an overall sense of effortful achievement. In deliberately attending to and supporting a range of negative and positive emotions in museums, visitors can gain access to a wider variety of complex emotional experiences, including those critical to STEM learning, and have potential to broaden participation in STEM by supporting learners' diverse emotional needs and preferences.

This multidisciplinary project team consisting of researchers and exhibit professionals utilized a design-based research (DBR) process to develop, test, and refine a definition of museum-based productive struggle, and create a framework of design strategies that support PS. Three physical exhibits and a virtual exhibit were created during this multi-year project. Additionally, a summative research study was conducted with 105 youth ages 10-17 to explore: 1) whether visitors experienced the expected emotional arc of PS; 2) how exhibit design strategies supported PS; and 3) the extent of visitors’ learning and engagement at these PS exhibits.
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TEAM MEMBERS: Christine Reich Jose Blackorby Elizabeth Kollmann Gabrielle Schlichtmann Samantha Daley Clara Cahill Katie Todd Sunewan Paneto Sarah May Becki Kipling Katharina Marino Beth Malandain Sara Castellucci Kim Ducharme Amanda Cook
resource research Media and Technology
Science is a way of knowing about the world. At once a process, a product, and an institution, science enables people to both engage in the construction of new knowledge as well as use information to achieve desired ends. Access to science—whether using knowledge or creating it—necessitates some level of familiarity with the enterprise and practice of science: we refer to this as science literacy. Science literacy is desirable not only for individuals, but also for the health and well- being of communities and society. More than just basic knowledge of science facts, contemporary
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TEAM MEMBERS: Catherine Snow Kenne Dibner
resource project Public Programs
In late 2012, Providence Children’s Museum began a major three-year research project in collaboration with The Causality and Mind Lab at Brown University, funded by a grant from the National Science Foundation (1223777). Researchers at Brown examined how children develop scientific thinking skills and understand their own learning processes. The Museum examined what caregivers and informal educators understand about learning through play in its exhibits and how to support children’s metacognition – the ability to notice and reflect on their own thinking – and adults’ awareness and appreciation of kids’ thinking and learning through play. Drawing from fields like developmental psychology, informal education and museum visitor studies, the Museum’s exhibits team looked for indicators of children’s learning through play and interviewed parents and caregivers about what they noticed children doing in the exhibits, asking them to reflect on their children’s thinking. Based on the findings, the research team developed and tested new tools and activities to encourage caregivers to notice and appreciate the learning that takes place through play.
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TEAM MEMBERS: Robin Meisner David Sobel Susan Letourneau Jessica Neuwirth Valerie Haggerty-Silva Chris Sancomb Camellia Sanford-Dolly Claire Quimby