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resource research Public Programs
The education research component of the Pulsar Search Collaboratory (PSC) seeks to determine how the PSC experience affects the science identity and STEM career intentions of its participants and how individual programmatic elements influence persistence. These questions are investigated by comparing pre-­‐survey and post-­‐survey results and by examining the participant’s interaction with the PSC online portal. This report d pre/posistilled t survey data that examines student participants’ STEM intentions along a number of dimensions: Science/Engineering Identity, Self-­‐Efficacy, Science
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resource evaluation Public Programs
This report presents findings from the evaluation of four Pulsar Search Collaboratory (PSC) activities: online training, use of website, capstone events at hub institutions, and the PSC summer camp.
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resource research Public Programs
This is the final annual report for the AISL project: Collaborative Research: Developing STEM self-efficacy and science identities through authentic astrophysics research in online and face-to-face environments (STEM-ID). Impact Statement: At 100 meters in diameter, the Green Bank Telescope (GBT) in Pocahontas County, West Virginia, is the largest radio telescope in the United States. It is also one of the most sensitive telescopes in the world for searching for radio signals from exotic stars called pulsars. Pulsars are roughly the size of a city but weigh more than the Sun, making them
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resource evaluation Media and Technology
Engaging Faith-based Communities in Citizen Science through Zooniverse was an 18-month pilot initiative funded by the Alfred P. Sloan Foundation. Any opinions, findings, or recommendations expressed are those of the authors and do not necessarily reflect the views of the Sloan Foundation. The goals of this initiative were to broaden participation in citizen science (aka people-powered research) among religious and interfaith communities by establishing pathways for them to engage with science using the online Zooniverse platform, and to build positive, long-term relationships with these
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TEAM MEMBERS: Grace Wolf-Chase Katy Hinman Laura Trouille
resource research Public Programs
This poster was presented at the 2021 NSF AISL Awardee Meeting. The project created a multi-person, collaborative touchtable museum exhibit experience engaging guests in Zooniverse’s Galaxy Zoo citizen science project.
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TEAM MEMBERS: Laura Trouille Becky Rother Will Granger Mike Horn Mmachi Obiorah
resource research Media and Technology
Scientists have long sought to engage public audiences in research through citizen science projects such as biological surveys or distributed data collection. Recent online platforms have expanded the scope of what people-powered research can mean. Science museums are unique cultural institutions that translate scientific discovery for public audiences, often conducting research of their own. This makes museums compelling sites for engaging audiences directly in scientific research, but there are associated challenges as well. This project engages public audiences in contributing to real
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TEAM MEMBERS: Mmachi God’sglory Obiorah James K.L. Hammerman Will Granger Haley Margaret West Laura Trouille Becky Rother Michael Horn
resource research Media and Technology
Peer production projects involve people in many tasks, from editing articles to analyzing datasets. To facilitate mastery of these practices, projects offer a number of learning resources, ranging from project-defined FAQsto individually-oriented search tools and communal discussion boards. However, it is not clear which project resources best support participant learning, overall and at different stages of engagement. We draw on Sørensen's framework of forms of presence to distinguish three types of engagement with learning resources: authoritative, agent-centered and communal. We assigned
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TEAM MEMBERS: Corey Brian Jackson Carsten Osterlund Kevin Crowston Mahboobeh Harandi Laura Trouille
resource evaluation Public Programs
In 2015, Fairchild Tropical Botanic Garden (Fairchild), located in Miami-Dade County, Florida, entered into partnership with NASA’s Kennedy Space Center (KSC) to help advance NASA’s plant research through classroom-based STEM citizen science with a project entitled, Growing Beyond Earth (GBE). The project, initially launched with 3,600 students at 97 middle and high schools primarily in Miami-Dade County, has expanded to include 10,639 students at 210 schools in 26 states and Puerto Rico. GBE is designed to: a) Increase middle and high school students’ interest and skills in science by
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TEAM MEMBERS: Catherine Raymond Marion Litzinger Yang Wen Amy Padolf Carl Lewis
resource research Media and Technology
Effective classification of large datasets is a ubiquitous challenge across multiple knowledge domains. One solution gaining in popularity is to perform distributed data analysis via online citizen science platforms, such as the Zooniverse. The resulting growth in project numbers is increasing the need to improve understanding of the volunteer experience; as the sustainability of citizen science is dependent on our ability to design for engagement and usability. Here, we examine volunteer interaction with 63 projects, representing the most comprehensive collection of online citizen science
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TEAM MEMBERS: Helen Spiers Alexandra Swanson Lucy Fortson Brooke Simmons Laura Trouille Samantha Blickhan Chris Lintott
resource research Public Programs
This study examines the relative efficacy of citizen science recruitment messages appealing to four motivations that were derived from previous research on motives for participation in citizen-science projects. We report on an experiment (N=36,513) that compared the response to email messages designed to appeal to these four motives for participation. We found that the messages appealing to the possibility of contributing to science and learning about science attracted more attention than did one about helping scientists but that one about helping scientists generated more initial
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TEAM MEMBERS: Tae Kyoung Lee Kevin Crowston Mahboobeh Harandi Carsten Østerlund Grant Miller
resource project Media and Technology
A team of experts from five institutions (University of Minnesota, Adler Planetarium, University of Wyoming, Colorado State University, and UC San Diego) links field-based and online analysis capabilities to support citizen science, focusing on three research areas (cell biology, ecology, and astronomy). The project builds on Zooniverse and CitSci.org, leverages the NSF Science Gateways Community Institute, and enhances the quality of citizen science and the experience of its participants.

This project creates an integrated Citizen Science Cyberinfrastructure (CSCI) framework that expands the capacity of research communities across several disciplines to use citizen science as a suitable and sustainable research methodology. CSCI produces three improvements to the infrastructure for citizen science already provided by Zooniverse and CitSci.org:


Combining Modes - connecting the process of data collection and analysis;
Smart Assignment - improving the assignment of tasks during analysis; and
New Data Models - exploring the Data-as-Subject model. By treating time series data as data, this model removes the need to create images for classification and facilitates more complex workflows. These improvements are motivated and investigated through three distinct scientific cases:
Biomedicine (3D Morphology of Cell Nucleus). Currently, Zooniverse 'Etch-a-Cell' volunteers provide annotations of cellular components in images from high-resolution microscopy, where a single cell provides a stack containing thousands of sliced images. The Smart Task Assignment capability incorporates this information, so volunteers are not shown each image in a stack where machines or other volunteers have already evaluated some subset of data.
Ecology (Identifying Individual Animals). When monitoring wide-ranging wildlife populations, identification of individual animals is needed for robust estimates of population sizes and trends. This use case combines field collection and data analysis with deep learning to improve results.
Astronomy (Characterizing Lightcurves). Astronomical time series data reveal a variety of behaviors, such as stellar flares or planetary transits. The existing Zooniverse data model requires classification of individual images before aggregation of results and transformation back to refer to the original data. By using the Data-as-Subject model and the Smart Task Assignment capability, volunteers will be able to scan through the entire time series in a machine-aided manner to determine specific light curve characteristics.


The team explores the use of recurrent neural networks (RNNs) to determine automated learning architectures best suited to the projects. Of particular interest is how the degree to which neighboring subjects are coupled affects performance. The integration of existing tools, which is based on application programming interfaces (APIs), also facilitates further tool integration. The effort creates a citizen science framework that directly advances knowledge for three science use cases in biomedicine, ecology, and astronomy, and combines field-collected data with data analysis. This has the ability to solve key problems in the individual applications, as well as benefiting the research of the dozens of projects on the Zooniverse platform. It provides benefits to researchers using citizen scientists, and to the nearly 1.6 million citizen scientists themselves.

This award by the Office of Advanced Cyberinfrastructure is jointly supported by the Division of Research on Learning in Formal and Informal Settings, within the NSF Directorate for Education and Human Resources.

This project is funded by the National Science Foundation's (NSF's) Advancing Informal STEM Learning (AISL) program, which supports innovative research, approaches, and resources for use in a variety of learning settings.
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TEAM MEMBERS: Gregory Newman Subhashini Sivagnanam Laura Trouille Sarah Benson-Amram Jeff Clune Lucy Fortson Craig Packer Christopher Lintott Daniel Boley
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