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resource research Public Programs
This dissertation study investigates late-elementary and early-middle school field trips to a mathematics exhibition called Math Moves!. Developed by and currently installed at four science museums across the United States, Math Moves! is a suite of interactive technologies designed to engage visitors in open-ended explorations of ratio and proportion. Math Moves! exhibits emphasize embodied interaction and movement, through kinesthetic, multi-sensory, multi-party, and whole-body immersive experiences. Many science museums and other informal-learning institutions offer exhibits and public
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TEAM MEMBERS: Molly Louise Kelton
resource project Public Programs
The goal of the project is to advance understanding of basic questions about learning and teaching through the development of a theory of embodied mathematical cognition that can apply to a broad range of people, settings and activities. The investigative team brings together expertise from a range of quantitative and qualitative research methodologies. A theory of embodied mathematical cognition empirically rooted in classroom learning and workplace practices will broaden the range of activities and emerging technologies that count as mathematical, and help educators to envision alternative forms of bodily engagement with mathematical problems.
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TEAM MEMBERS: Ricardo Nemirovsky Rogers Hall Martha Alibali Mitchell Nathan Kevin Leander
resource project Public Programs
In collaboration with a wide variety of non-profit organizations (Project SYNCERE, Little Village Environmental Justice Organization, Chicago Freedom School, Chicago Botanic Garden, Friends of the Chicago River, Institute for Latino Progress), the University of Chicago-Illinois seeks to prepare 30 new science teaching fellows (TFs) while building the capacity of 10 master teaching fellows (MTFs) to be leaders in urban science education. The project will address the professional development of all participants through a three-pronged mechanism which emphasizes (a) content-specific information that focuses on Next Generation Science Standards, (b) culturally relevant practices, and (c) teacher inquiry/research. The work will be performed in partnership with the Chicago Public Schools.

Recent graduates, career changers, and in-service Master Teachers will be provided with (a) a broad range of science concentrations including biology, chemistry, earth and space science, environmental science, and physics, (b) a unique urban perspective on science education that emphasizes diverse learning assets and equity, and (c) professional development opportunities within a community of faculty, teacher-leaders, and non-profit organizations. TFs will be prepared for licensure while earning a Master's in Instructional Leadership: Science Education, learning to teach and examine their practice as it relates to teaching, and learning within specific communities. MTFs will learn to conduct practitioner research and lead teacher inquiry groups examining essential and enduring challenges in STEM teacher practice and student learning. Formative and summative evaluation will focus on analysis of both qualitative and quantitative data related to degree and licensure attainment, the various teaching practice activities (lesson plans, participant surveys, etc.), and progress in meeting the overarching project goals. In doing so, the project will advance knowledge and understanding of the role played by community-based partnerships of university faculty, school teacher-leaders, and local non-profit entities in enhancing teacher education and development, and the circumstances that promote their success. The results of this work will be presented at national meetings of the American Educational Research Association and the American Association of Colleges of Teacher Education
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TEAM MEMBERS: Maria Varelas Chandra James Carole Mitchener Aixa Alfonso Daniel Morales-Doyle
resource project Media and Technology
This INSPIRE award is partially funded by the Cyber-Human Systems Program in the Division of Information and Intelligent Systems in the Directorate for Computer Science and Engineering, the Gravitational Physics Program in the Division of Physics in the Directorate for Mathematical and Physical Sciences, and the Office of Integrative Activities.

This innovative project will develop a citizen science system to support the Advanced Laser Interferometer Gravitational wave Observatory (aLIGO), the most complicated experiment ever undertaken in gravitational physics. Before the end of this decade it will open up the window of gravitational wave observations on the Universe. However, the high detector sensitivity needed for astrophysical discoveries makes aLIGO very susceptible to noncosmic artifacts and noise that must be identified and separated from cosmic signals. Teaching computers to identify and morphologically classify these artifacts in detector data is exceedingly difficult. Human eyesight is a proven tool for classification, but the aLIGO data streams from approximately 30,000 sensors and monitors easily overwhelm a single human. This research will address these problems by coupling human classification with a machine learning model that learns from the citizen scientists and also guides how information is provided to participants. A novel feature of this system will be its reliance on volunteers to discover new glitch classes, not just use existing ones. The project includes research on the human-centered computing aspects of this sociocomputational system, and thus can inspire future citizen science projects that do not merely exploit the labor of volunteers but engage them as partners in scientific discovery. Therefore, the project will have substantial educational benefits for the volunteers, who will gain a good understanding on how science works, and will be a part of the excitement of opening up a new window on the universe.

This is an innovative, interdisciplinary collaboration between the existing LIGO, at the time it is being technically enhanced, and Zooniverse, which has fielded a workable crowdsourcing model, currently involving over a million people on 30 projects. The work will help aLIGO to quickly identify noise and artifacts in the science data stream, separating out legitimate astrophysical events, and allowing those events to be distributed to other observatories for more detailed source identification and study. This project will also build and evaluate an interface between machine learning and human learning that will itself be an advance on current methods. It can be depicted as a loop: (1) By sifting through enormous amounts of aLIGO data, the citizen scientists will produce a robust "gold standard" glitch dataset that can be used to seed and train machine learning algorithms that will aid in the identification task. (2) The machine learning protocols that select and classify glitch events will be developed to maximize the potential of the citizen scientists by organizing and passing the data to them in more effective ways. The project will experiment with the task design and workflow organization (leveraging previous Zooniverse experience) to build a system that takes advantage of the distinctive strengths of the machines (ability to process large amounts of data systematically) and the humans (ability to identify patterns and spot discrepancies), and then using the model to enable high quality aLIGO detector characterization and gravitational wave searches
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TEAM MEMBERS: Vassiliki Kalogera Aggelos Katsaggelos Kevin Crowston Laura Trouille Joshua Smith Shane Larson Laura Whyte
resource project Media and Technology
This project will advance efforts of the Innovative Technology Experiences for Students and Teachers (ITEST) program to better understand and promote practices that increase students' motivations and capacities to pursue careers in fields of science, technology, engineering, or mathematics (STEM) by engaging in hands-on field experience, laboratory/project-based entrepreneurship tasks and mentorship experiences.

Twin Cities Public Television project on Gender Equitable Teaching Practices in Career and Technical Education Pathways for High School Girls is designed to help career and technical education educators and guidance counselors recruit and retain more high school girls from diverse backgrounds in science, technology, engineering and math (STEM) pathways, specifically in technology and engineering. The project's goals are: 1) To increase the number of high school girls, including ethnic minorities, recruited and retained in traditionally male -STEM pathways; 2) To enhance the teaching and coaching practices of Career and Technical Education educators, counselors and role models with gender equitable and culturally responsive strategies; 3) To research the impacts of strategies and role model experiences on girls' interest in STEM careers; 4) To evaluate the effectiveness of training in these strategies for educators, counselors and role models; and 5) To develop training that can easily be scaled up to reach a much larger audience. The research hypothesis is that girls will develop more positive STEM identities and interests when their educators employ research-based, gender-equitable and culturally responsive teaching practices enhanced with female STEM role models. Instructional modules and media-based online resources for Minnesota high school Career and Technical Education programs will be developed in the Twin Cities of Minneapolis and St. Paul and piloted in districts with strong community college and industry partnerships. Twin Cities Public Television will partner with STEM and gender equity researchers from St. Catherine University in St. Paul, the National Girls Collaborative, the University of Colorado-Boulder (CU-Boulder), the Minnesota Department of Education and the Minnesota State Colleges and Universities System.

The project will examine girls' personal experiences with equitable strategies embedded into classroom STEM content and complementary mentoring experiences, both live and video-based. It will explore how these experiences contribute to girls' STEM-related identity construction against gender-based stereotypes. It will also determine the extent girls' exposure to female STEM role models impact their Career and Technical Education studies and STEM career aspirations. The study will employ and examine short-form autobiographical videos created and shared by participating girls to gain insight into their STEM classroom and role model experiences. Empowering girls to respond to the ways their Career and Technical Education educators and guidance counselors guide them toward technology and engineering careers will provide a valuable perspective on educational practice and advance the STEM education field.
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TEAM MEMBERS: Rita Karl Brenda Britsch Siri Anderson
resource project Media and Technology
The Adler Planetarium, Johns Hopkins University, and Southern Illinois University-Edwardsville are investigating the potential of online citizen science projects to broaden the pool of volunteers who participate in analysis and investigation of digital data and to deepen volunteers' engagement in scientific inquiry. The Investigating Audience Engagement with Citizen Science project is administering surveys and conducting case studies to identify factors that lead volunteers to engage in the astronomy-focused Galaxy Zoo project and its Zooniverse extensions. The project is (1) identifying volunteers' motivations for joining and staying involved, (2) determining factors that influence volunteers' movement from lower to higher levels of involvement, and (3) designing features that influence volunteer involvement. The project's research findings will help informal science educators and scientists refine existing citizen science programs and develop new ones that maximize volunteer engagement, improve the user experience, and build a more scientifically literate public.
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TEAM MEMBERS: Jordan Raddick
resource project Media and Technology
This project will advance efforts of the Innovative Technology Experiences for Students and Teachers (ITEST) program to better understand and promote practices that increase students' motivations and capacities to pursue careers in fields of science, technology, engineering, or mathematics (STEM) by developing a suite of digital tools designed to support positive messaging around skill-based education and careers and to improve mentors' communication with middle school-aged youth mentees. Maintaining U.S. economic advantage requires attracting talent to high-growth, high-demand skill-based, STEM-related careers that are traditionally attained through Career and Technical Education (CTE). Replacing old negative perceptions with new, more accurate messages about CTE and then reaching youth with these messages before high school is essential. Career-focused mentoring is a vehicle for delivering these messages and supporting youth exploration of CTE as a possible path for their own lives. Investigators will explore the hypothesis that through strong connections between those best positioned to articulate industry needs (mentors) and those most receptive to filling that need (mentees), this project will improve youth awareness and interest in CTE and the rewarding careers that are available to them. Research and development activities will be carried out collaboratively in informal learning environments in Boston and New York City that serve middle school-aged youth from underrepresented communities, through career-focused mentoring programs. The project team, led by media producers of the WGBH Education Foundation, includes market researchers and communications strategists at Global Strategy Group, learning scientists at Education Development Center, and mentorship program partners at SkillsUSA, Learning for Life's Middle School Explorer Clubs, and Boy Scouts of America's Scoutreach. If promising, the career-focused mentoring programs of SkillsUSA, Learning for Life, and Boy Scouts of America will incorporate the messaging roadmap and digital tools to support their mentoring curricula, which impact greater than one million youth in each year.

In the first phase of research, investigators will study perceptions of STEM-focused CTE from a nationwide sample of 800 middle school-aged youth and 30 mentors from skill-based STEM industries. In the second phase, investigators will work with six program leaders and 30 mentors from SkillsUSA, Explorer Clubs, Scoutreach, and other mentoring programs to document the needs of mentors for support as they enter into the mentoring process. The third phase will engage mentorship program leaders and 36 mentors in the iterative development of a suite of digital tools that would support positive messaging around skill-based education and careers and that would improve mentors' communication with youth mentees. In addition, a pre-post mentorship program pilot study will explore the promise of the digital tools for effectively supporting mentor-mentee communications that improve youth awareness and interest in STEM-focused CTE and skill-based, STEM-related careers. Thirty six mentors and 288 of their youth mentees will participate in the pilot study. Data sources for research include interviews and surveys of program leaders, mentors, and mentees, as well as tracking mentor activity within the online digital tool environment. This research would advance knowledge of how mentors influence disadvantaged youth perceptions of and interest in CTE and skill-based, STEM career pathways, in which there is currently little evidence as to how mentor preparation shapes ability to positively impact youth outcomes. Major outcomes will include a) deeper understandings of youth and mentor perceptions of CTE and mentors' needs for supporting their work with mentees, b) a messaging roadmap and digital tools that prepare mentors for their work with middle school youth, and c) empirical findings regarding the potential of the digital tools for effectively supporting mentor-mentee communications that improve youth's awareness and interest in CTE and skill-based, STEM-related careers. Outcomes will be shared widely to research, education, and industry communities, locally and nationally, through social media, partner networks, conference presentations, and research publications. An advisory board will provide independent review on the project activities.
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TEAM MEMBERS: Marisa Wolsky Hillary Wells
resource evaluation Public Programs
Techbridge Girls’ mission is to help girls discover a passion for science, engineering, and technology (SET). In August 2013, Techbridge Girls was awarded a five-year National Science Foundation grant to scale up its after-school program from the San Francisco Bay Area to multiple new locations around the United States. In the fall of 2014, Techbridge Girls began offering after-school programming at five elementary and two middle schools in the Highline Public School district, located near Seattle, WA. Education Development Center is conducting the formative and summative evaluation of the
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TEAM MEMBERS: Ginger Fitzhugh Carrie Liston Sarah Armstrong
resource research Public Programs
The art/science nexus has historically been approached through a challenge of aesthetics versus mathematics, and processes of knowledge production. Notably absent in this debate are the social sciences that explore human experience and perception. In particular, what has not been addressed clearly in the literature is how reasoning about the human experience can be provoked when people encounter content that does not assert itself as neatly defined in either an art or science discourse. By reflecting on one case study of a public art/science installation, we explore new fields of knowledge
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TEAM MEMBERS: John Fraser Fiona MacDonald Nezam Ardalan
resource research Public Programs
This issue of Legacy—which had a record number of submissions from interpreters wanting to write on the subject—deals with the challenges of making science accessible, engaging, and relevant to visitors to interpretive sites. How do we take information and ideas that can be highly technical or specicialized to a certain field of study and make it pertinent to visitors whose expertise lies elsewhere? The articles that follow tackle that subject.
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TEAM MEMBERS: Alyssa Parker-Geisman Tim Watkins Patrick Kark
resource project Public Programs
In order to improve science, technology, mathematics, and engineering (STEM) learning, it is crucial to better understand the informal experiences that young children have that prepare them for formal science education. Young children are naturally curious about the world around them, and research in developmental psychology shows that families often support children in exploring and seeking explanations for scientific phenomena. It is less clear how to link children's natural curiosity and everyday parent-child interaction with more formal STEM learning. This collaborative project will team researchers from the University of California, Santa Cruz, the University of Texas, and Brown University with informal learning practitioners at the Children's Discovery Museum, The Thinkery, and the Providence Children's Museum in order to investigate how family interaction relates to children's causal learning, as well as how modifications to museum exhibit design and facilitation by museum staff influence families' styles of interaction and increase children's causal learning. This project is funded by the Research on Education and Learning (REAL) program which supports fundamental research by investigators from a range of disciplines in order to deepen what is known about STEM learning.

The project team will examine how ethnically and linguistically diverse samples of parents and children engage in collaborative scientific learning in three children's museums across the U.S. The research will combine observational studies of parent-child interaction in a real-world setting with experimental measures of children's causal learning. The investigators will examine how children explore and derive explanations for museum exhibits about mechanical gear function and fluid dynamics. In this way, the researchers will investigate the relation between styles of parent-child interaction and children's causal learning. The team will also investigate novel ways of presenting material within the exhibits to facilitate exploration and explanation. They will explore how signage, conversations with museum staff, parents' attitudes towards learning in museum settings, and parents' own prior knowledge about the exhibits can influence the parent-child interaction and subsequent causal learning. The project will advance the basic research goal of advancing what is known about what affects children's science content learning. It will also advance the practice-oriented goal of developing new strategies for the design of science museum exhibits and make recommendations for how parents can better talk to their children about scientific phenomena.
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TEAM MEMBERS: David Sobel Cristine Legare Maureen Callanan
resource project Media and Technology
The Cyberlearning and Future Learning Technologies Program funds efforts that will help envision the next generation of learning technologies and advance what we know about how people learn in technology-rich environments. Cyberlearning Exploration (EXP) Projects explore the viability of new kinds of learning technologies by designing and building new kinds of learning technologies and studying their possibilities for fostering learning and challenges to using them effectively. This project brings together two approaches to help K-12 students learn programming and computer science: open-ended learning environments, and computer-based learning analytics, to help create a setting where youth can get help and scaffolding tailored to what they know about programming without having to take tests or participate in rigid textbook exercises for the system to know what they know.

The project proposes to use techniques from educational data mining and learning analytics to process student data in the Alice programming environment. Building on the assessment design model of Evidence-Centered Design, student log data will be used to construct a model of individual students' computational thinking practices, aligned with emerging standards including NGSS and research on assessment of computational thinking. Initially, the system will be developed based on an existing corpus of pair-programming log data from approximately 600 students, triangulating with manually-coded performance assessments of programming through game design exercises. In the second phase of the work, curricula and professional development will be created to allow the system to be tested with underrepresented girls at Stanford's CS summer workshops and with students from diverse high schools implementing the Exploring Computer Science curriculum. Direct observation and interviews will be used to improve the model. Research will address how learners enact computational thinking practices in building computational artifacts, what patters of behavior serve as evidence of learning CT practices, and how to better design constructionist programming environments so that personalized learner scaffolding can be provided. By aligning with a popular programming environment (Alice) and a widely-used computer science curriculum (Exploring Computer Science), the project can have broad impact on computer science education; software developed will be released under a BSD-style license so others can build on it.
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TEAM MEMBERS: Shuchi Grover Marie Bienkowski John Stamper