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resource project Exhibitions
History Colorado (HC) conducted an NSF AISL Innovations in Development project known as Ute STEM.
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TEAM MEMBERS: Elizabeth Cook Sheila Goff Shannon Voirol JJ Rutherford
resource evaluation Public Programs
Millions of people around the world watch live streaming wildlife cams, but they aren’t just watching: they are asking questions, trading information, and witnessing events that may be undocumented in the scientific literature. The goal of Bird Cams Lab was to design a digital space and framework enabling online communities to engage in a co-created scientific inquiry process utilizing wildlife cams to answer bird-related questions of common interest. To achieve this goal, the project engaged participants at every stage of the research process—including observation, generating and selecting
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TEAM MEMBERS: Jennifer Borland Claire Quimby Miyoko Chu Tina Phillips Rachael Mady Charles Eldermire Ben Walters David Bonter
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 Public Programs
This project is a Design and Development Launch Pilot (DDLP) of the NSF INCLUDES program. The goal of the project is to enhance the knowledge and applicability of science, technology, engineering, and mathematics (STEM) for a broad cross-section of people living in the U.S,-Affiliated Pacific Islands. The focus will be on water resources, which is an extremely important topic for this region and equally relevant nationally. The project will engage local community groups and schools in water monitoring, sampling, and analysis, in order to promote the benefits of science education and careers among a population that is underrepresented in these areas. Moreover, the project will improve the capabilities of the island residents for making decisions about sustainable use and protection of these scarce resources. A functioning network will be established among the islands that will have a positive impact on the health and well-being of the residents.

This project will use water as a highly relevant topic in order to involve a wide range of individuals in both general STEM learning and the basic scientific principles as applied to water resources. Specific aspects include engaging K-12, higher education, informal educators and community members to manage water resources in a sustainable fashion that will reduce disaster risk. In addition, the project will empower local communities through water literacy to make better informed, evidence-based decisions that balance the needs of diverse stakeholder groups. The overarching goal is to further advance the inclusion of underrepresented learners in STEM fields. Benefits to society will accrue by: increasing STEM learning opportunities for ~6,500 students from underserved and underrepresented Indigenous Pacific Islanders that will enhance their eligibility for STEM careers; building community resiliency through a collective impact network to resolve emerging water crises; and fostering collaboration among different constituencies in remote communities to make better-informed decisions that reflect the needs and constraints of diverse interests.
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TEAM MEMBERS: Ming Wei Koh Ethan Allen
resource project Media and Technology
Worldwide, four million people participate in geocaching--a game of discovering hidden treasures with GPS-enabled devices (including smart phones). Geocachers span all ages and tend to be interested in technology and the outdoors. To share information about the Montana Climate Assessment (MCA), an NSF-funded scientific report, Montana State University created a custom trackable geocaching coin featuring the MCA Website and logo. We then recruited volunteers to hide one coin in each of Montana’s 56 counties. Volunteer geocachers enthusiastically adopted all 56 counties, wrote blogs and social media posts about the coins, and engaged local Scout troops and schools. Other geocachers then found and circulated the coins while learning about Montana’s climate. One coin has traveled nearly 4,000 miles; several have visited other states and Canada. 95% of the volunteers said the project made them feel more connected to university research, and they told an average of seven other people about the project. Nearly all of the participants were unfamiliar with the Montana Climate Assessment prior to participating. The geocaching educational outreach project included several partnerships, including with Geocaching Headquarters in Seattle (a.k.a. “Groundspeak”); Cache Advance, Inc., an environmentally friendly outdoor gear company; and Gallatin Valley Geocachers. An advisory board of geocachers helped launch the project.
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TEAM MEMBERS: Suzi Taylor Ray Callaway M.J. Nehasil Cathy Whitlock
resource project Public Programs
Northern ecosystems are rapidly changing; so too are the learning and information needs of Arctic and sub-Arctic communities who depend on these ecosystems for wild harvested foods. Public Participation in Scientific Research (PPSR) presents a possible method to increase flow of scientific and local knowledge, enhance STEM-based problem solving skills, and co-create new knowledge about phenology at local and regional or larger scales. However, there remain some key challenges that the field of PPSR research must address to achieve this goal. The proposed research will make substantial contributions to two of these issues by: 1) advancing theory on the interactions between PPSR and resilience in social-ecological systems, and 2) advancing our understanding of strategies to increase the engagement of youth and adults historically underrepresented in STEM, including Alaska Native and indigenous youth and their families who play an essential role in the sustainability of environmental monitoring in the high latitudes and rural locations throughout the globe. In particular, our project results will assist practitioners in choosing and investing in design elements of PPSR projects to better navigate the trade-offs between large-scale scientific outcomes and local cultural relevance. The data collected across the citizen science network will also advance scientific knowledge on the effects of phenological changes on berry availability to people and other animals.

The Arctic Harvest research goals are to 1) critically examine the relationship between PPSR learning outcomes in informal science environments and attributes of social-ecological resilience and 2) assess the impact of two program design elements (level of support and interaction with mentors and scientists, and an innovative story-based delivery method) on the engagement of underserved audiences. In partnership with afterschool clubs in urban and rural Alaska, we will assess the impact of participation in Winterberry, a new PPSR project that investigates the effect of changes in the timing of the seasons on subsistence berry resources. We propose to investigate individual and community-level learning outcomes expected to influence the ability for communities to adapt to climate change impacts, including attributes of engagement, higher-order thinking skills, and their influence on the level of civic action and interest in berry resource stewardship by the youth groups. Using both quantitative and qualitative approaches, we compare these outcomes with the same citizen science program delivered through two alternate methods: 1) a highly supported delivery method with increased in-person interaction with program mentors and scientists, and 2) an innovative method that weaves in storytelling based on elder experiences, youth observations, and citizen science data at all stages of the program learning cycle. This 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 also has support from the Office of Polar Programs.
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TEAM MEMBERS: Katie Spellman Elena Sparrow Christa Mulder Deb Jones
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 Public Programs
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 project plans to develop evidence-based principles to guide citizen science project owners in the coordinated management of project participants within the SciStarter landscape. SciStarter is a repository of over 1,500 citizen science (CS) projects. Through prior research, SciStarter 2.0 tools were developed which can be used to study and coordinate recruitment and retention strategies across projects. Coordinated management has the potential to deepen volunteer learning and growth and benefit project goals because it can address across-project skew (CS volunteers involved in multiple projects), evolving motivations, seasonal gaps, untapped synergies across projects, and other unanticipated factors that cannot be addressed via management within project silos. The project will increase the capacity of citizen science projects to achieve their myriad scientific, learning and conservation goals through enhanced coordination of volunteer management, facilitated by evidence-based guidance from the SciStarter's User's Manual for Project Owners. The findings of the research will guide project design and implementation towards synergies that increase the capacity of projects to generate scientific, learning, and conservation outcomes. Research about citizen scientists has focused on within-project assessments and comparisons of projects, but few have examined dynamics of recruitment, retention, and movement of individuals across projects. SciStarter is designed for embedded tracking of participation dynamics in a landscape of projects. The project will expand embedded assessment to measure scientific, learning, and conservation outcomes and their links to participation dynamics within and across projects. Through social network analysis, the project will describe patterns of bridges, ties, and distances among projects based on the cross-over of participants. The project will also propose qualitative research to understand project managers' perceptions of SciStarter and the costs and benefits of coordinated management of citizen scientists. The research is designed to provide insights into participation dynamics that will lead to subsequent knowledge building across citizen science projects, and determine whether new evidence about advantages and disadvantages of coordinated management will persuade project owners to rely less on the silo approach to volunteer management.
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TEAM MEMBERS: Caren Cooper Lincoln Larson
resource project Public Programs
As part of its overall strategy to enhance learning in informal environments, the Advancing Informal Science Learning program funds innovative research, approaches and resources for use in a variety of settings. This Exploratory Pathways project brings together scientists and science curriculum experts with field station leaders to study informal science learning at biological field stations. The objective is to understand and evaluate the unique qualities of field stations as centers of informal and enduring science learning for the non-science community. There are over 400 field stations and represent a science communication mechanism that if available to most US citizens. This project is a collaboration between Texas A&M University and Colorado State University.

Field stations typically engage in informal science learning. While there are great examples of informal learning through outreach activities at field stations, little is known about what is happening in the aggregate at these establishments. This project documents the outreach work of field stations and explores the connections between how the outreach activities engage learners, incorporate science topics, and address science learning. By creating an Outreach Ontology, a multidimensional framework around the outreach activities, this work provides a valuable resource and reference to informal science researchers who seek to understand what informal learning projects are undertaken at field stations, and how these activities fit into the broader context of informal science learning. This project will help field stations collaborate on improving informal STEM learning activities by bringing them together to discuss their efforts and by developing a publicly available, searchable database detailing their activities. A particular benefit to advancing informal STEM learning by investigating field stations is the broad range of people and communities that are involved with and affected by field station outreach activities.
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TEAM MEMBERS: Jill Zarestky Rhonda Struminger Michelle Lawing
resource project Public Programs
Public Participation in Scientific Research (PPSR), often referred to as crowdsourcing or citizen science, engages participants in authentic research, which both advances science discovery as well as increases the potential for participants' understanding and use of science in their lives and careers. This four year research project examines youth participation in PPSR projects that are facilitated by Natural History Museums (NHMs). NHMs, like PPSR, have a dual focus on scientific research and science, technology, engineering, and mathematics (STEM) education. The NHMs in this project have established in-person and online PPSR programs and have close ties with local urban community-based organizations. Together, these traits make NHMs appropriate informal learning settings to study how young people participate in PPSR and what they learn. This study focuses on three types of PPSR experiences: short-term outdoor events like bioblitzes, long-term outdoor environmental monitoring projects, and online PPSR projects such as crowdsourcing the ID of field observations. The findings of this study will be shared through PPSR networks as well as throughout the field in informal STEM learning in order to strength youth programming in STEM, such that youth are empowered to engage in STEM research and activities in their communities. 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. Within NSF, Science Learning+ is part of the Advancing Informal STEM Learning (AISL) program that seeks to enhance learning in informal environments and to broaden access to and engagement in STEM learning experiences.

The study employs observations, surveys, interviews, and learning analytics to explore three overarching questions about youth learning: 1) What is the nature of the learning environments and what activities do youth engage in when participating in NHM-led PPSR? 2) To what extent do youth develop three science learning outcomes, through participation in NHM-led citizen science programs? The three are: a) An understanding of the science content, b) identification of roles for themselves in the practice of science, and c) a sense of agency for taking actions using science? 3) What program features and settings in NHM-led PPSR foster these three science learning outcomes among youth? Based on studies occurring at multiple NHMs in the US and the UK, the broader impact of this study includes providing research-based recommendations for NHM practitioners that will help make PPSR projects and learning science more accessible and productive for youth. This project is collaboration between education researchers at University of California, Davis and Open University (UK), and Oxford University (UK) and citizen science practitioners, educators, and environmental scientists at three NHMs in the US and UK: NHM London, California Academy of Sciences, and NHM Los Angeles.
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TEAM MEMBERS: Heidi Ballard Lila Higgins Alison Young
resource project Media and Technology
The widespread accessibility of live streaming video now makes it possible for viewers around the world to watch live events together, including unprecedented, 24/7 views of wildlife. In addition, online technologies such as live chatting and forums have opened new possibilities for people to collaborate from locations around the world. The innovation that the projects provide is bringing these opportunities together, enabling real-time research and discussion as participants observe and annotate live streaming footage; sharing questions and insights through live Q&A sessions; and explore data with interactive visualization tools. Scientists will support the community's research interests, in contrast with traditional models of citizen science in which communities support the work of scientists. This project will enable people from diverse backgrounds and perspectives to co-create scientific investigations, including participants who might not otherwise have access to nature. The evaluation research for this project will advance the understanding of practices that enable interconnected communities of people to participate in more phases of scientific discovery, and how participation affects their learning outcomes. It 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 science, technology, engineering, and mathematics (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. As such, this project will advance a new genre of Public Participation in STEM Research (PPSR). It will also advance scientific exploration using live wildlife cams and establish a database for long-term research to understand how bird behavior and reproductive success are affected by environmental change. This project aims to deepen public involvement in science, building on knowledge and relevance for STEM learning by creating an online learning environment that expands on traditional crowdsourcing models of PPSR in which participants collect data to answer questions driven by scientists. In this project, participants are involved in co-created research investigations, including asking questions, deciding what data are needed, generating data, looking for patterns, making interpretations, reviewing results, and sharing findings. The goals are to 1) create a system that involves the public more deeply in scientific research; 2) develop participants' science skills and interests; 3) increase participants' understanding of birds and the environment; 4) generate new scientific knowledge about wildlife; and 5) advance the understanding of effective project design for co-created PPSR projects at a national scale. Through iterative design and evaluation, the project will advance the understanding of the conditions that foster online collaboration and establish design principles for supporting science and discovery in online learning environments. Through scaling and quasi-experimental studies, the evaluation research will advance the understanding of how learning outcomes may be similar or different for participants engaging in different ways, whether they observe the cams and read about the investigation, process data as contributors, provide some input as collaborators, or join in most or all of the scientific process as co-creators. Despite the popularity of live wildlife cams, with millions of people watching hundreds of cams around the world, little research has been conducted on the use of live cams for collaborative work in formal or informal science education. The infrastructure and open-source framework created for this project will expand the capacity for online communities of people from diverse career backgrounds and perspectives to collaborative on solving personally meaningful questions and contribute to new knowledge. Using this project as a prototype, cam operators from around the world could build networks of cams, enabling future studies with broader scope for comparative biological studies and discoveries. Additionally, it will serve as a model for use in classrooms or for online communities exploring other scientific fields using live-streaming content in collaborative research. By involving scientists and participants from across society as collaborators and co-creators, this project can help increase public engagement with science, technology, and environmental stewardship while advancing the understanding of the natural world and informing public decision-making.
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TEAM MEMBERS: Miyoko Chu David Bonter Tina Phillips
resource project Public Programs
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 project will collaboratively design, test and study effective and efficient ways to develop embedded assessments (EAs) of citizen science (CS) volunteer scientific inquiry skills in order to better understand the impact of these CS experiences on volunteer scientific inquiry abilities. EAs are assessment activities that are integrated into the learning experience and allow learners to demonstrate their competencies in an unobtrusive way. The acquisition of scientific inquiry skills is an essential, even defining, characteristic of citizen science experiences that has a direct influence on data quality. Methods for assessing the direct impact of CS on volunteers' scientific inquiry skills are limited. The project will result in EA measures designed for use by diverse CS projects, strategies that CS projects can use to develop EA assessment tools, and research findings that document opportunities, supports and barriers of this innovative method across a range of CS contexts. Findings and initial resources will be shared with the broad array of stakeholders in CS through conferences, workshops, peer-reviewed publication, community websites and other relevant venues. The results of this work also have the potential to generalize to other informal science learning experiences that engage the public in science The project will address two research questions: (1) What processes are useful for developing broadly applicable EA methods or measures? and (2) What can we learn about gains in volunteers' scientific inquiry skills when citizen science organizations use EA? These will be addressed through design-based research focused on two streamlining strategies. For the reframing data validation strategy, six leaders from five established citizen science projects will conduct secondary analyses of their existing databases to uncover the skill gains of CS volunteers that are currently unexplored in their data. For the common measure strategy, ten CS projects will collaborate to create and test common EA measures of select identification-based skills. Data will be gathered through meeting notes, participant interviews and action plans, and volunteer skill gains to capture process and products of each strategy. Data will be analyzed using grounded theory, multiple process techniques, multilevel models, and repeated-measures analysis of variance. The design-based-research framework will significantly expand project impacts by jump-starting evaluation of the participating CS projects and by producing initial resources for two distinct EA strategies that have the potential to dramatically alter practice and impact citizen science efforts to ultimately enable more people to learn by contributing to the science endeavor. The project will directly equip the 15 participating citizen-science projects with authentic performance tools to assess the quality of their programing, which will expand their understanding of CS volunteer skills and help them better recruit and support their varied audiences (including rural, low-income and tribal communities).
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