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resource project Media and Technology
This award is funded under the American Recovery and Reinvestment Act of 2009 (Public Law 111-5).

Scientists and researchers from fields as diverse as oceanography and ecology, astronomy and classical studies face a common challenge. As computer power and technology improve, the sizes of data sets available to us increase rapidly. The goal of this project is to develop a new methodology for using citizen science to unlock the knowledge discovery potential of modern, large data sets. For example, in a previous project Galaxy Zoo, citizen scientists have already made major contributions, lending their eyes, their pattern recognition skills and their brains to address research questions that need human input, and in so doing, have become part of the computing process. The current Galaxy Zoo project has recruited more than 200,000 participants who have provided more than 100 million classifications of galaxies from the Sloan Digital Sky Survey. This project builds upon early successes to develop a mode of citizen science participation which involves not only simple "clickwork" tasks, but also involves participants in more advanced modes of scientific thought. As part of the project, a symbiotic relationship with machine learning tools and algorithms will be developed, so that results from citizen scientists provide a rich training set for improving algorithms that in turn inform citizen science modes of participation. The first phase of the project will be to develop a portfolio of pilot projects from astrophysics, planetary science, zoology, and classical studies. The second phase of the project will be to develop a framework - called the Zooniverse - to facilitate citizen scientists. In particular, research and machine-learning communities will be engaged to identify suitable projects and data sets to integrate into Zooniverse.

The ultimate goal with the Zooniverse is to create a sustainable future for large-scale, internet-based citizen science as part of every researcher?s toolkit, exemplifying a new paradigm in computational thinking, tapping the mental resources of a community of lay people in an innovative and complex manner that promises a profound impact on our ability to generate new knowledge. The project will engage thousands of citizens in authentic science tasks leading to a better public understanding of science and also, by the engagement of students, leading to interest in scientific careers.
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TEAM MEMBERS: Geza Gyuk Pamela Gay Christopher Lintott Michael Raddick Lucy Fortson John Wallin
resource research Media and Technology
The majority of the world’s billions of biodiversity specimens are tucked away in museum cabinets with only minimal, if any, digital records of the information they contain. Global efforts to digitize specimens are underway, yet the scale of the task is daunting. Fortunately, many activities associated with digitization do not require extensive training and could benefit from the involvement of citizen science participants. However, the quality of the data generated in this way is not well understood. With two experiments presented here, we examine the efficacy of citizen science participants
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TEAM MEMBERS: Elizabeth Ellwood Henry Bart Michael Doosey Dean Jue Justin Mann Gil Nelson Nelson Rios Austin Mast
resource research Media and Technology
Computer Science (CS) education at the middle school level using educational games has seen recent growth and shown promising results. Typically these games teach the craft of programming and not the perspectives required for computational thinking, such as abstraction and algorithm design, characteristic of a CS curriculum. This research presents a game designed to teach computational thinking via the problem of minimum spanning trees to middle school students, a set of evaluation instruments, and the results of an experimental pilot study. Results show a moderate increase in minimum spanning
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TEAM MEMBERS: Britton Horn Hilery Chao Christopher Clark Amy Stahl Gillian Smith Oskar Strom Casper Harteveld
resource research Media and Technology
Games that help players develop an understanding of computer science concepts are a promising alternative to the current emphasis on programming. This workshop will introduce participants to digital and analog games that demonstrate how CS concepts can be integrated with game play and engaging story contexts. Relevant issues such as the use of player data for assessment of learning, the role of narrative in educational games, and the challenges of identifying appropriate concepts for game-based learning will also be addressed.
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TEAM MEMBERS: Elisabeth Gee Kelly Tran Earl Aguilera Casper Harteveld Gillian Smith Yetunde Folajimi Carolee Stewart-Gardiner Stephanie Eordanidis Gail Carmichael
resource research Media and Technology
Computer science and its related fields are rapidly growing. However, there is a significant and rising shortage of women in this career domain. To combat this shortage, we explored the potential of coupling analog and digital games teaching computer science concepts to educate, interest, and engage female youth. For our purposes we created and used an analog and digital game both teaching the same computer science principle, image representation, in an after school program setting with middle school-aged females. Assessments were completed by the girls before and after the analog game version
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TEAM MEMBERS: Stephanie Eordanids Elisabeth Gee Gail Carmichael
resource research Public Programs
This paper introduces an ongoing research project on the use of electronics workshops in engaging underprivileged Latino middle and high school students in STEM – Science, Technology, Engineering and Mathematics. The project focuses on the practice of circuit bending – taking apart and creatively manipulating the circuits of children's toys to produce novel sound output. The main goal of the project is to design, develop and test curricula and materials that inspire learning in adolescents. Second hand, discarded or low cost electronics are used in the workshops as a low cost platform for
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TEAM MEMBERS: Garnet Hertz Gillian Hayes Amelia Guimarin
resource project Media and Technology
The Department of Computer Science and Engineering and DO-IT IT (Disabilities, Opportunities, Internetworking and Technology) at the University of Washington propose to create the AccessComputing Alliance for the purpose of increasing the participation of people with disabilities in computing careers. Alliance partners Gallaudet University, Microsoft, the NSF Regional Alliances for Persons with Disabilities in STEM (hosted by the University of Southern Maine, New Mexico State University, and UW), and SIGACCESS of the Association for Computing Machinery (ACM) and collaborators represent stakeholders from education, industry, government, and professional organizations nationwide.

Alliance activities apply proven practices to support persons with disabilities within computing programs. To increase the number of students with disabilities who successfully pursue undergraduate and graduate degrees, the alliance will run college transition and bridge, tutoring, internship, and e-mentoring programs. To increase the capacity of postsecondary computing departments to fully include students with disabilities in coursers and programs, the alliance will form communities of practice, run capacity-building institutes, and develop systemic change indicators for computing departments. To create a nationwide resource to help students with disabilities pursue computing careers and computing educators and employers, professional organizations and other stakeholders to develop more inclusive programs and share effective practices, the alliance will create and maintain a searchable AccessComputing Knowledge Base of FAQs, case studies, and effective/promising practices.

These activities will build on existing alliances and resources in a comprehensive, integrated effort. They will create nationwide collaborations among individuals with disabilities, computing professionals, employers, disability providers, and professional organizations to explore the issues that contribute to the underrepresentation of persons with disabilities and to develop, apply and assess interventions. In addition, they will support local and regional efforts to recruit and retain students with disabilities into computing and assist them in institutionalizing and replicating their programs. The alliance will work with other Alliances and organizations that serve women and underrepresented minorities to make their programs accessible to students with disabilities. Finally they will collect and publish research and implementation data to enhance scientific and technological understanding of issues related to the inclusion of people with disabilities in computing.
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TEAM MEMBERS: Richard Ladner Libby Cohen Sheryl Burgstahler William McCarthy
resource project Public Programs
This project takes an ethnographic and design-based approach to understanding how and what people learn from participation in makerspaces and explores the features of those environments that can be leveraged to better promote learning. Makerspaces are physical locations where people (often families) get together to make things. Some participants learn substantial amounts of STEM content and practices as they design, build, and iteratively refine working devices. Others, however, simply take a trial and error approach. Research explores the affordances are of these spaces for promoting learning and how to integrate technology into these spaces so that they are transformed from being makerspaces where learning happens, but inconsistently, into environments where learning is a consistent outcome of participation. One aim is to learn how to effectively design such spaces so that participants are encouraged and helped to become intentional, reflective makers rather than simply tinkerers. Research will also advance what is known about effective studio teaching and learning and advance understanding of how to support youth to help them become competent, creative, and reflective producers with technology(s). The project builds on the Studio Thinking Framework and what is known about development of meta-representational competence. The foundations of these frameworks are in Lave and Wengers communities of practice and Rogoff's, Stevens et al.'s, and Jenkins et al.'s further work on participatory cultures for social networks that revolve around production. A sociocultural approach is taken that seeks to understand the relationships between space, participants, and technologies as participants set and work toward achieving goals. Engaging more of our young population in scientific and technological thinking and learning and broadening participation in the STEM workplace are national imperatives. One way to address these imperatives is to engage the passions of young people, helping them recognize the roles STEM content and practices play in achieving their own personal goals. Maker spaces are neighborhood spaces that are arising in many urban areas that allow and promote tinkering, designing, and construction using real materials, sometimes quite sophisticated ones. Participating in designing and successfully building working devices in such spaces can promote STEM learning, confidence and competence in one's ability to solve problems, and positive attitudes towards engineering, science, and math (among other things). The goal in this project is to learn how to design these spaces and integrate learning technologies so that learning happens more consistently (along with tinkering and making) and especially so that they are accessible and inviting to those who might not normally participate in these spaces. The work of this project is happening in an urban setting and with at-risk children, and a special effort is being made to accommodate making and learning with peers. As with Computer Clubhouses, maker spaces hold potential for their participants to identify what is interesting to them at the same time their participation gives them the opportunity to express themselves, learn STEM content, and put it to use.
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resource research Public Programs
Through a comparative case study, Sheridan and colleagues explore how makerspaces may function as learning environments. Drawing on field observations, interviews, and analysis of artifacts, videos, and other documents, the authors describe features of three makerspaces and how participants learn and develop through complex design and making practices. They describe how the makerspaces help individuals identify problems, build models, learn and apply skills, revise ideas, and share new knowledge with others. The authors conclude with a discussion of the implications of their findings for this
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TEAM MEMBERS: Kim Sheridan Erica Halverson Breanne Litts Lisa Brahms Lynette Jacobs-Priebe Trevor Owens
resource research Public Programs
In this essay, Erica Halverson and Kimberly Sheridan provide the context for research on the maker movement as they consider the emerging role of making in education. The authors describe the theoretical roots of the movement and draw connections to related research on formal and informal education. They present points of tension between making and formal education practices as they come into contact with one another, exploring whether the newness attributed to the maker movement is really all that new and reflecting on its potential pedagogical impacts on teaching and learning.
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resource research Public Programs
On November 2-3, 2015, the American Society for Engineering Education (ASEE), with funding from the National Science Foundation (NSF), hosted the 2015 NSF Maker Summit, in the Washington, D.C. metro area. Planned in response to a Call to Action issued by the White House after the June 2014 White House Maker Faire, the summit was attended by more than 50 individuals representing five different segments of the Maker community. Its goals were to forge connections across the Maker Movement, envision the future of Making for engineering and education communities, and identify how Makerspaces can be
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TEAM MEMBERS: Stacy Gregory Alexandra Longo Rocio Chavela Guerra Ray Phillips Ashok Agrawal Nathan Kahl Mark Matthews Jennifer Pocock
resource research Media and Technology
This poster was presented at the 2016 Advancing Informal STEM Learning (AISL) PI Meeting held in Bethesda, MD on February 29-March 2. How can we come to terms with the complex social impact of new cutting-edge fields like synthetic biology, robotics, genetics and machine learning? In order to manage these transformative changes, people not only need to understand science and technology, but also to actively participate in shaping a world where our ability to control the building blocks of life and cognition is vastly expanded. The Transmedia Museum will use the interactive, engaging nature of
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TEAM MEMBERS: Ed Finn Steve Gano Ruth Wylie David Guston Micah Lande Rae Ostman