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 bring together science museum visitor experience developers, visitor studies staff, indoor location technology developers, cyber-learning researchers, and STEM informal learning specialists for a two day conference, COMPASS (Conference on Mobile Position Awareness Systems and Solutions), to address the achievements and potential of indoor location aware mobile (ILAM) technology in science museums. The pre-conference work, the conference itself, and a subsequent e-publication will provide multiple, informed perspectives and knowledge around ILAM for science museums to develop apps for visitors' own smartphones to enhance and personalize the visitor experience and to experiment with new kinds of inquiry-based learning. The goals of the conference are to form an integrated vision by consolidating expertise from disparate disciplines connected to ILAM tech development, to transform visitor mobile tools to provide more innovative forms of interaction and personalization, and to open new avenues for visitor research with automated data collection and analysis.
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 museums, white papers and other resources. Conference outcomes include establishing a community of practice or special interest group and establishing common goals for future collaborative work. By gathering a diverse range of perspectives and expertise to share research and evidence based findings, COMPASS include collective problem solving and an informed cross disciplinary approach to planning and implementing ILAM technology in the museum environment. The conference will explicitly address the benefits and quality of open source code and protocols and how techniques could be shared among institutions. As professional experience with deploying ILAM apps grows, this tool could be used to increase accessibility for diverse visitor populations, put in use at smaller and medium sized science centers, and applied to a variety of research studies, increasing the impact for funders and benefiting the science center community at large.
Becoming computationally literate is increasingly crucial to everyday life and to expanding workforce capacity. Research suggests that computational literacy--knowing what, when, how, and why to use the ideas of computer science, in combination with the capacity to view problems and potential solutions through the lens of computational structures and procedures--can be supported through digital game play. This project aims to develop a social and creative exhibit game that foregrounds aspects of computer science, specifically artificial intelligence (AI) and computer programming, in ways that enable youth to explore, construct, and share computational complex systems content with one another and other museum visitors. To play the game, pairs of youth visitors will use code cards to program the behavior of AI animals in a virtual forest. As they do so, youth will engage with computational literacy practices, such as basic computer programming, describing their computational ideas, and doing computational problem solving with their friends. Their activity will be projected on a large screen as a strategy for enabling youth to test, rehearse, and communicate their computational ideas and to also interest other visitors into computational problem solving.
Using multi-perspective and iterative design-based research, university learning scientists, museum practitioners, and game developers will pursue research questions around how science museums can better engage youth who are traditionally underrepresented in computer science in complex computational practices. Data sources will include interactive-log data, observations of visitor interactions with the game, visitor interviews, and visitor surveys. A multimodal and mixed methods approach that searches for convergences between qualitative analysis, quantitative analysis, and learning analytics will be used to generate research findings. Changes in computational literacy will be assessed by evaluating what problems visitors choose to solve with programming, how they frame those problems, and their selections from among possible solutions, what they program, how they program, and how they describe programming ideas. The results of this project will include: 1) a social, interactive gameplay experience that supports the development of computational literacy; 2) design principles for game-based exhibits that facilitate development of computational literacy; and 3) new knowledge of variations in design and gameplay across diverse gameplay users, including those from underrepresented groups in computer science. It is anticipated that 1,000 museum youth visitors will directly participate in the study.
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.
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TEAM MEMBERS:
Matthew BerlandLeilah LyonsMatthew Cannady
In this project, education researchers, environmental scientists, and educators will develop a computer tool to let STEM educators and curriculum developers build local environmental science models. The system will use data about land use to automatically construct map-based simulations of any area in the United States. Users will be able to choose from a range of environmental and economic issues to include in these models. The system will create simulations that ask students to change to patterns of land use -- for example, increasing land zoned for housing, or open land, or industrial development -- to try to meet environmental and social goals. As a result, students will be able to learn about the interaction of environmental and economic issues relevant to their own city, town, neighborhood, or region. These map-based simulations will be incorporated into an existing science, technology, engineering, and mathematics (STEM) education tool, Land Science, in which learners work in a fictional planning office to study how zoning affects economic and environmental issues in a community. Research has shown that Land Science is mode effective when learners are exploring issues in an area near their home, and the current study will investigate how and why local simulations improve environmental science learning. This project is funded by the Advancing Informal STEM Learning (AISL) program which supports work to enhance learning in informal environments by funding innovative research, approaches, and resources for use in a variety of settings.
In this project, the research team will build, test, and deploy a toolkit that will allow informal STEM educators and developers of informal STEM programming to easily adapt an existing environmental science learning environment, which consists of a place-based virtual internship in urban planning and ecology, to their local contexts, learning objectives, and learner populations. Land Science is a virtual internship in which young people explore the environmental and socio-economic impacts of land-use decisions. To do so, they play the role of interns at an urban planning firm developing a new land-use proposal for the city of Lowell, Massachusetts: they read reports, virtually visit sites, determine stakeholder priorities, and use a geographic information system (GIS) model to evaluate the socio-economic and environmental impacts of land-use choices. No one plan can satisfy all stakeholders, so learners must compromise to create an effective plan and justify their decisions. Land Science has been shown to improve civic engagement, interest in eco-social issues, and understanding of scientific models, but it is most effective when the location of the virtual internship is in or near the learners' home town. To improve the accessibility and impact of this effective learning intervention, the interdisciplinary research team, which includes learning scientists, land-use experts, and informal STEM educators, will develop a Local Environmental Modeling toolkit, which will allow educators to change the location of the simulation and the stakeholder groups, zoning codes, and environmental and socio-economic indicators included in the land-use model. The system will ensure that the model produced is functional, realistic, and appropriately complex. The localized versions of Land Science produced by informal STEM educators will be used in a range of contexts and locations, allowing the research team to study the effects of an online, place-based learning intervention on environmental science learning, STEM interest and motivation, and civic engagement.
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TEAM MEMBERS:
David ShafferKristen ScopinichHolly GibbsJeffrey Linderoth
Often called "self-plagiarism," text recycling occurs frequently in scientific writing. Over the past decade, increasing numbers of scientific journals have begun using plagiarism detection software to screen submitted manuscripts. As a result, large numbers of cases of text recycling are being identified, yet there is no consensus on what constitutes ethically acceptable practice. Text recycling is thus an increasingly important and controversial ethical issue in scientific communication. However, little actual research has been conducted on text recycling and it is rarely addressed in the ethical training of researchers or in scientific writing textbooks or websites. To promote the ethical and appropriate use of text recycling, this project will be conducted in two phases: In Phase 1, the researchers will investigate the ethical, practical, and legal aspects of text recycling as relevant for professional researchers, students, and publishers. In Phase 2, the investigators will produce educational materials and develop model language for text recycling guidelines and author-publisher contracts that can be adapted by educational institutions, research organizations, and publishers.
This project is a multi-institutional, multidisciplinary investigation of text recycling, the reuse of material from one?s previous work in a new manuscript. In Phase 1, the researchers will investigate questions such as these: What do expert researchers, students, and others involved in scientific communication believe to be appropriate practice, and why? Where is there a clear consensus among experts and where is there substantive disagreement? How often do professional scientists actually recycle material, and in what ways? Under what circumstances does text recycling violate publisher contracts or copyright laws? One facet of this research will involve interviewing and surveying experienced STEM faculty, students, journal editors, and others regarding the ethics of text recycling. A second facet will analyze a corpus of published scientific papers to investigate how researchers recycle text in practice and how this has changed over time. The third facet involves analyzing publisher contracts to better understand the rights of publishers and authors regarding text recycling and to assess their legal validity. In Phase 2, the investigators will use findings from Phase 1 to develop, test, and disseminate two kinds of materials: The first are web and print based instructional materials for STEM students (and others new to STEM research) explaining the ethical, legal, and practical issues involved with text recycling, as well as accompanying documents for faculty, administrators, and librarians. The second are model policies and guidelines for text recycling that address appropriate practice in both academic and professional settings. The investigators will obtain feedback on drafts of these materials from potential users and revise them accordingly, after which they will be disseminated.
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.
The project will advance efforts by the American Association for the Advancement of Science and the Institute for Learning Innovation to bring together young adults from communities historically underrepresented in science, technology, engineering, and mathematics (STEM) to collaboratively conduct scientifically driven challenges embedded in a mobile learning tool based upon the AAAS Active Explorer platform. The project will be conducted at the Washington National Mall, San Francisco National Golden Gate Park, and the Boston Harbor Islands National Recreation Area, and will study how a mobile technology used in these settings can facilitate learner engagement in science content; how it can affect young adults' engagement in science-learning processes; and whether interest in learning science and technology has been furthered. 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, including pathways for broadening access to STEM learning experiences and advancing research STEM learning. Research questions will investigate science learning inequalities by addressing how place-based augmented reality games can connect young adults to scientific practices, including observing science phenomena, analyzing data, and communicating findings; how young adults develop science skills related to their science self-efficacy through participation in augmented reality science exploration; and how mobile technologies and gaming can serve as mediators that enable young adults to improve their science identity. In addition to engaging young adults in science activities at the National Parks and increasing their science skills, the project will provide valuable information to National Park staff and scientists to assist them in designing effective tools, resources and experiences to better engage young adults. Research teams will collect data in the form of digital ethnography, focus groups, activity reports, artifacts, and surveys. The project will document learning and engagement through mobile technology in three urban national parks that will involve 60 young adults at each location, and will create innovative measurement tools to monitor how informal settings can leverage the intersections of the arts and sciences to support student engagement and learning.
As part of its overall strategy to enhance learning in informal environments, the Advancing Informal STEM Learning (AISL) program funds innovative resources for use in a variety of settings. The project will fill a major gap in knowledge regarding why children listen to science podcasts and what impact they have on their STEM learning. Brains On! is an existing podcast for children 6-12 years old that is produced by American Public Media. The podcasts are kid-driven. Kid listeners send in questions and suggest the show topics. Every episode is co-hosted by a different child, who interviews top scientists about their work, sees research done first hand and helps shape the overall arc of the episode. The project team collaborates with a wide variety of scientists to create programming that is both appealing to kids and has scientific merit. Although Brains On! has enjoyed more than 2.4 million downloads collectively of its 50-episode library little is known about why children are drawn to it, how they are using its content, and what the impacts might be for those who listen to the podcast. There has been no previous research to understand why children choose to listen, or what impact it has on their learning. This Pathways project would produce new episodes and collaborate with the Science Museum of Minnesota that would conduct research to fill this large gap in understanding aural learning through podcasts. The Brains On! project has the following goals to create strategic impact: 1) explore and begin to develop knowledge around what makes children's science podcasts, such as Brains On!, appealing and what role they can play in impacting children and their families' science curiosity, learning, and awareness of science careers, and 2) develop a theory of action for the Brains On! podcast that could also inform the development of similar kinds of children's science podcasts. A mixed-methods exploratory research study will be carried out to address these goals. The three overarching research questions are: Who is the audience for Brains On! and what are their motivations for listening to science podcasts? How are Brains On! listeners using the podcast and engaging with its content? What kinds of impacts does Brains On! have on its audiences? The research results, including the theory of action, from the Brains On! exploratory study will benefit the fields of informal science education and public media by beginning to fill a gap in the current knowledge-base around the potential for science children's podcasts to contribute to a wide range of informal science learning outcomes for children and families, as well provide insight into what features of children's science podcasts can lead to those outcomes. The study results may also encourage other public media and informal science education organizations to create their own science podcasts for children, increasing the reach and potential impact of this emerging STEM media resource.
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TEAM MEMBERS:
Molly BloomSanden TottenLauren DeeMarc SanchezAmy Grack Nelson
resourceprojectProfessional Development, Conferences, and Networks
As higher education institutions (HEIs) work to enhance Broader Impacts (BI) efforts, collaborations with informal science education institutions (ISEs) (e.g. science centers, aquaria, zoos) can help them strengthen their impact and reach broader audiences. This project builds on the successful Portal to the Public (PoP) framework, bringing together the expertise and resources of HEIs and ISEs around the shared mission of engaging public audiences in current STEM research. The project is designed to address several critical needs: (1) Public outreach BI activities are relatively uncommon compared to BI that is focused within the infrastructure of academia; (2) Because collaborations with ISEs are frequently tied to individual Principal Investigators (PIs), there is limited opportunity to build a body of knowledge around the practice of partnering for BI work; and (3) Collaborations are often transient, making it more difficult for universities to view BI on an institutional level in ways that leverage particular institutional assets or strategies and even link investigators from multiple projects. The specific areas of study are: a. Develop and test a structure for education/outreach BI experience design that addresses a public audience need and meets NSF's BI criterion: The project will create disseminatable tools around the activity design process (including evaluation of learning impacts). By convening cross-disciplinary teams, the project will ensure that experiences will reflect a wide range of expertise and will help meet the needs of multiple stakeholders. These established structures will lower the barrier to entry for PIs who want to do public outreach BI. b. Design, test, and study structures for long-term, mutually beneficial HEI-ISE partnerships: The project will build on the proven PoP model to create flexible, disseminatable tools around the development of institutional partnerships at three collaborating HEI-ISE site pairings that consider each institution's resources, constraints and strategic goals, including a cross-institutional and cross-disciplinary Broader Impacts Design (BID) Team structure. Sustained partnerships will support ongoing public engagement with current STEM research. c. Anchor the partnership at the HEI with a representative from an office of research support: Research support professionals will be a core part of the BID Team and will help support institutional strategies for aligning BI activities with broader goals around community engagement. d. Study the culture of HEI-ISE partnerships, building knowledge about how these institutions can form effective, sustained and mutually beneficial collaborations. Project partners include Pacific Science Center with the University of Washington, Bothell, WA; University of Wisconsin-Madison with the Wisconsin Institute for Discovery; and the Sciencenter with Cornell University, Ithaca, NY. In addition, the Center for Research in Lifelong Learning, Oregon State University will oversee the research aspects of the project. The project's primary benefit is the development of more effective mechanisms for HEIs and ISEs to collaborate, that will better enable them to engage their communities in experiences and conversations about current STEM research and innovation. This project is being 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 one-year Collaborative Planning project seeks to bring together an interdisciplinary planning team of informal and formal STEM educators, researchers, scientists, community, and policy experts to identify the elements, activities, and community relationships necessary to cultivate and sustain a thriving regional early childhood (ages 3-6) STEM ecosystem. Based in Southeast San Diego, planning and research will focus on understanding the needs and interests of young Latino dual language learners from low income homes, as well as identify regional assets (e.g., museums, afterschool programs, universities, schools) that could coalesce efforts to systematically increase access to developmentally appropriate informal STEM activities and resources, particularly those focused on engineering and computational thinking. This project has the potential to enhance the infrastructure of early STEM education by providing a model for the planning and development of early childhood focused coalitions around the topic of STEM learning and engagement. In addition, identifying how to bridge STEM learning experiences between home, pre-k learning environments, and formal school addresses a longstanding challenge of sustaining STEM skills as young children transition between environments. The planning process will use an iterative mixed-methods approach to develop both qualitative and quantitative and data. Specific planning strategies include the use of group facilitation techniques such as World Café, graphic recording, and live polling. Planning outcomes include: 1) a literature review on STEM ecosystems; 2) an Early Childhood STEM Community Asset Map of southeast San Diego; 3) a set of proposed design principles for identifying and creating early childhood STEM ecosystems in low income communities; and 4) a theory of action that could guide future design and research. This project is funded by the Advancing Informal STEM Learning program, which seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments.
This ChangeMakers project builds on a 2016 National Academies report finding that scientific literacy can be understood at a community level as opposed to a traditional focus on the individual. This is important since scientific knowledge is often seen as abstract and distant from the daily concerns of average citizens. A community focus shifts the spotlight away from individual learning to collective learning facilitated by trusted cultural institutions serving as social assets. This work brings together scientific expertise and community organizations to advance operational science literacy--scientific ways of problem-solving--for community leaders and functional science literacy--information and skills people can use in their daily lives--among their service populations. This will be done by gathering and sharing knowledge and developing skills and abilities to contribute to the community's overall well-being.
The New England Aquarium (NeAq) and Aquarium of the Pacific (AoP) will apply a community engagement model involving active listening, documentation, alignment of concerns and goals, and co-development of shared solutions that serves the needs of all participants. As part of the Advancing Community Science Literacy (ACSL) project, multi-disciplinary teams from NeAq, AoP and their regional partners will participate in training on the model. They will apply that training to build and implement action plans to advance community-driven responses to local environmental issues. Teams will be assessed with respect to how they use tools from their shared training, along with peer support and coaching, to make progress in engaging diverse community stakeholders. Results of the evaluation will offer insights and recommendations for informal science learning centers to serve their communities more effectively as engagement facilitators and change agents to support science literacy development and action. By applying techniques developed for cultural institutions to communicate about climate science, and combining those with techniques developed for libraries and other organizations to help meet emergent community concerns, such as storm surges and coastal flooding, it is possible to redefine the role informal science learning centers can play as part of a community culture.
ACSL is funded by the Advancing Informal STEM Learning (AISL) program which supports projects that provide multiple pathways for broadening access to and engagement in STEM learning experiences, advances innovative research on and assessment of STEM learning in informal environments, and develops understandings of deeper learning by participants.
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.
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.