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resource project Media and Technology
This project investigates long-term human-robot interaction outside of controlled laboratory settings to better understand how the introduction of robots and the development of socially-aware behaviors work to transform the spaces of everyday life, including how spaces are planned and managed, used, and experienced. Focusing on tour-guiding robots in two museums, the research will produce nuanced insights into the challenges and opportunities that arise as social robots are integrated into new spaces to better inform future design, planning, and decision-making. It brings together researchers from human geography, robotics, and art to think beyond disciplinary boundaries about the possible futures of human-robot co-existence, sociality, and collaboration. Broader impacts of the project will include increased accessibility and engagement at two partner museums, interdisciplinary research opportunities for both undergraduate and graduate students, a short video series about the current state of robotic technology to be offered as a free educational resource, and public art exhibitions reflecting on human-robot interactions. This project will be of interest to scholars of Science and Technology Studies, Human Robotics Interaction (HRI), and human geography as well as museum administrators, educators and the general public.

This interdisciplinary project brings together Science and Technology Studies, Human Robotics Interaction (HRI), and human geography to explore the production of social space through emerging forms of HRI. The project broadly asks: How does the deployment of social robots influence the production of social space—including the functions, meanings, practices, and experiences of particular spaces? The project is based on long-term ethnographic observation of the development and deployment of tour-guiding robots in an art museum and an earth science museum. A social roboticist will develop a socially-aware navigation system to add nuance to the robots’ socio-spatial behavior. A digital artist will produce digital representations of the interactions that take place in the museum, using the robot’s own sensor data and other forms of motion capture. A human geographer will conduct interviews with museum visitors and staff as well as ethnographic observation of the tour-guiding robots and of the roboticists as they develop the navigation system. They will produce an ethnographic analysis of the robots’ roles in the organization of the museums, everyday practices of museum staff and visitors, and the differential experiences of the museum space. The intellectual merits of the project consist of contributions at the intersections of STS, robotics, and human geography examining the value of ethnographic research for HRI, the development of socially-aware navigation systems, the value of a socio-spatial analytic for understanding emerging forms of robotics, and the role of robots within evolving digital geographies.

This project is jointly funded by the Science and Technology Studies program in SBE and Advancing Informal STEM Learning (AISL) Program in EHR.
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TEAM MEMBERS: Casey Lynch David Feil-Seifer
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 Public Programs
We examined the conversational reflections of 248 families with 6–11‐year‐old children shortly after they visited a tinkering exhibit. Our aim was to understand the conditions of tinkering and conversational reflection that can enhance STEM learning opportunities for young children. We discuss implications for the design of tinkering and reflection activities that can both reveal and advance STEM learning.
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TEAM MEMBERS: Lauren Pagano Catherine Haden David Uttal Tsivia Cohen
resource research Public Programs
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
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TEAM MEMBERS: Claire Pillsbury
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 Exhibitions
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. This study will capitalize on the increased availability and affordability of immersive interactive technologies, such as Augmented Reality devices and virtual characters, to investigate their potential for benefitting STEM learning in informal museum contexts. This project will combine these technologies to create an Augmented Reality experience that will allow middle-school youth and their families to meet and assist a virtual crew on a historic ship at the Independence Seaport Museum in Philadelphia. The players in this game-like experience will encounter technologies from the turn of the 20th century, including steam power, electricity, and wireless communication. Crew members and technologies will be brought to life aboard the USS Olympia, the largest and fastest ship in the US Navy launched in 1892. The historic context will be positioned in relation to current day technologies in ways that will enable a change in interest towards technology and engineering in middle school-age youth. This will result in a testbed for the feasibility of facilitating short-term science, technology, engineering and mathematics (STEM) identity change with interactive immersive technologies. A successful feasibility demonstration, as well as the insights into design, could open up novel ways of fostering STEM interest and identity in informal learning contexts and of demonstrating the impact of this approach. The potential benefit to society will rest in the expected results on the basic science regarding immersive interactive technologies in informal learning contexts as well as in demonstrating the feasibility of the integrated approach to assessment.

This project will use a living lab methodology to evaluate interactive immersive technologies in terms of their support for STEM identity change in middle-school age youth. The two-year design-based research will iteratively develop and improve the measurement instrument for the argument that identity change is a fundamental to learning. A combination of Augmented Reality and intelligent virtual agents will be used to create an interactive experience--a virtual living lab--in an informal museum learning exhibit that enables change interests towards technology and engineering and provides short-term assessment tools. In collaboration with the Independence Seaport Museum in Philadelphia, the testbed for the approach will be an experience that brings to life the technologies of the early 20th century aboard a historic ship. Through the application of Participatory Action Research techniques, intelligent virtual agents interacting with youth and families will customize STEM information relating to the ship's mission and performance. Topics explored will make connections with current day technologies and scientific understanding. Mixed-methods will be used to analyze interactions, interview and survey data, will form the basis for assessing the impact on youth's STEM interests. The elicitation method specifically includes assessment metrics that are relevant to the concept of learning as identity change. This assessment, through immersive interactive technologies, will target the priority areas of engagement in STEM as well as the measurement of outcomes.
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TEAM MEMBERS: Stefan Rank Ayana Allen Glen Muschio Aroutis Foster Kapil Dandekar
resource research Public Programs
How do afterschool programs view their local public libraries? Are they working with them, and in what ways? These are the questions that the Afterschool Alliance, along with its partners at the Space Science Institute’s National Center for Interactive Learning (NCIL) and the American Library Association, wanted to answer. Overall, our goal is to build bridges between the afterschool and library fields, so that both can share knowledge and resources to better serve our youth. While our work together has primarily focused on science, technology, engineering, and math (STEM) education through
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TEAM MEMBERS: Afterschool Alliance Paul Dusenbery Robert Jakubowski Anne Holland Laine Castle Keliann LaConte
resource research Exhibitions
Multitouch tables and displays provide important benefits for users in museums and other public spaces. This report discusses the evolution of tangible-object interfaces on such displays and outlines ideas for further development of more compelling, intuitive, and effective user experiences.
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resource project Media and Technology
Co-led by the University of Washington and Science Gallery Dublin, this project aims to drive and transform the next generation of broadening participation efforts targeting teen-aged youth from communities historically underrepresented in STEM fields. This project investigates how out-of-school time (OST) programs that integrate epistemic practices of the arts, sciences, computer science, and other disciplines, in the context of consequential activities (such as creating radio segments, designing museum exhibitions, or building online games), can more broadly appeal to and engage youth who do not already identify as STEM learners. STEM-related skills and capacities (such as computational thinking, design, data visualizations, and digital storytelling) are key to productive and creative participation in many future civic and workplace activities, and are driving the 30 fastest-growing occupations in the US. But many new jobs will entail a hybrid blend of skills, such as programming and design skills that many students who have disengaged with academic STEM pathways may already have and would be eager to develop further. There is not currently a strong foundation of research-based evidence to guide the design, implementation, and evaluation transdisciplinary programs - in which STEM skills are embedded as tools for meaningful participation - or how such approaches relate to long-term outcomes. Hypothesizing that OST programs which effectively engage youth during their high-leverage teenage years can significantly impact youths' longer-term STEM learning trajectories, this project will involve: 1) Five 3-year studies documenting learning in different technology-rich contexts: Making Afterschool, Media Production, Museum Exhibition Design, Digital Arts Programs, and Pop-Up/Street Science Programs; 2) A 4-year longitudinal study, involving 100 youth from the above programs; 3) The creation of a number of practical measurement tools that can be used to monitor how programs are leveraging the intersections of the arts and sciences to support student engagement and learning; and 4) A Professional Development program conducted at informal science education conferences in the EU and US to engage the informal STEM field with emerging findings. This project is funded through Science Learning+, which is an international partnership between the National Science Foundation (NSF) and the Wellcome Trust with the UK Economic and Social Research Council. The goal of this joint funding effort is to make transformational steps toward improving the knowledge base and practices of informal STEM experiences to better understand, strengthen, and coordinate STEM engagement and learning. Within NSF, Science Learning+ is part of the Advancing Informal STEM Learning (AISL) program that seeks to enhance learning in informal environments.

Transdisciplinary, equity-oriented OST programs can provide supportive social contexts in which STEM concepts and practices are taken up as the means for meaningful participation in valued activities, building students' STEM skills in ways that can propel their future academic, career, and lifelong learning choices. This project will build the knowledge base about these emerging 21st century transdisciplinary approaches to broadening participation investigating: 1) The epistemic intersections across a range of disciplines (art, science, computation, design) that operate to broaden appeal and meaningful participation for underrepresented youth; 2) How transdisciplinary activities undertaken in the context of consequential learning (e.g., producing a radio segment, designing an exhibition for the general public) can illuminate the relevance of STEM to young people's lives, concerns, and futures; and 3) How participation in such programs can propel students' longer-term life choices and STEM learning trajectories. The project is a collaboration of the University of Washington, Science Gallery Dublin, Indiana University, Youth Radio in Oakland California, Guerilla Science in New York and London, and the London School of Economics.
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resource research Media and Technology
AAAS describes public engagement with science as intentional, meaningful interactions that provide opportunities for mutual learning between scientists and members of the public. Through the Alan I. Leshner Leadership Institute for Public Engagement with Science, AAAS empowers scientists and engineers to practice high-impact public engagement by fostering leaders who advocate for critical dialogue between scientists and the public and lead change to enable their communities, institutions, and others to support public engagement. This report, with additional work on understanding mechanisms for
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TEAM MEMBERS: Matthew Nisbet Ezra Markowitz
resource evaluation Exhibitions
The Lemelson Center for the Study of Invention and Innovation and the National Museum of American History (NMAH) contracted Randi Korn & Associates, Inc. (RK&A) to conduct a summative evaluation of Places of Invention (POI), an exhibition funded by the National Science Foundation. The evaluation was designed to determine the extent to which the exhibition achieved its outcomes: 1)Visitors identify the 21st century skills that inventors practice; 2)Visitors identify characteristics that support innovative communities; 3)Visitors express interest in learning about inventions and/or inventors; 4
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TEAM MEMBERS: Amanda Krantz
resource project Exhibitions
This research project led by the Exploratorium will use a combination of tracking and timing, cluster analysis, and focus groups to seek to answer the research question: To what extent and in what ways do female-responsive designs more effectively engage girls at STEM exhibits? This project addresses the need for more research in this area by pioneering the study of potential female-responsive design (FRD) principles for exhibits across a wide variety of STEM topics and exhibit types. This project includes four phases that will build from the work of the PI that developed an initial Female-Responsive Design (FRD) Framework regarding female engagement and learning in STEM -- based on extensive literature review and practitioner interviews. This project will expand on and validate this FRD Framework, with the ultimate goal of having a set of criteria for female-responsive designs (FRD) that effectively engage girls at STEM exhibits. The four phases of the research project are: Phase 1: Track 1000 boys and girls across three institutions using over 300 physics, engineering, and math exhibits to identify which exhibits engage boys and girls equally, and which are less engaging for girls. Phase 2: A panel of experts and girl advisors identify additional female-responsive design principles, expanding on those identified to date in literature and practice. Phase 3: Combining results from the first two phases, the third phase employs statistical analyses to reveal the most effective combinations of design principles for engaging girls across a variety of exhibits. Phase 4: This qualitative phase conducts focus groups with girls to explore how the final FRD Framework works to better engage them, and how their learning differs at exhibits that exemplify the principles in the Framework.
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