Through the Scientists for Tomorrow pathways project, The Science Institute at Columbia College in Chicago will test a model for preparing non-science major, pre-service elementary school teachers to deliver three ten-week informal science education modules to youth in after school programs. The initiative will bring engineering concepts, environmental science, and technology to approximately 240 urban Chicago youth (ages 10-14 years old) and their families. The Science Institute will partner with eight minority serving community based organizations and the Museum of Science and Industry, the Field Museum, and the Garfield Park Conservatory Alliance to develop and implement all aspects of the program. The goals of the program are two-fold. First, the project will develop and implement a high-quality STEM based afterschool program for under-represented youth in STEM. Second, the professional development and experience implementing the curriculum with youth in the local communities and within informal science education (ISE) institutions will extend and enrich the pre-service teachers\' STEM content and pedagogical knowledge base and better prepare them to teach science in formal and informal settings. Thirty teachers will receive specialized professional development through a seminar, course, and other support mechanisms in order to best support the implementation of the modules, while building their STEM content expertise, confidence, and pedagogical knowledge. Each module has a different STEM content focus: alternative energy (fall), the physics and mathematics of sound and music (winter), and environmental science (spring). At the end of each module, a culminating youth-led presentation will be held at one of the partnering Chicago museums. Youth will be encouraged to participate in all three modules. The formative evaluation will be conducted by the Co-Principal Investigators. Pre and post assessments, artifact reviews, and interviews will be used for the summative evaluation, which will be conducted by an external evaluator at the Illinois Institute of Technology. The project deliverables include: (a) a teacher training program, (b) an after school curriculum, and (c) media tools - DVDs, website. Over the grant period, the project intends to reach 120 youth each year, over 100 family and community members, and 30 teachers. The larger impact of this project will be the development of a scalable model for bringing relevant STEM content and experiences to youth, their families, and non-science major pre-service teachers. As a result of this project, a cadre of pre-service teachers will have: (a) increased their STEM content knowledge, (b) gained experience presenting STEM content in informal settings, (c) learned effective approaches to deliver hands-on STEM content, and (d) learned to use museum and other ISE resources in their teaching. In fact, after the grant period nearly half of the teachers will continue to work at the centers as part-time instructors, fully supported by the partnering community centers.
The Rochester Institute of Technology's National Technical Institute for the Deaf (NTID) and Center for Computational Relativity and Gravitation (CCRG) will collaborate on a CRPA project designed to develop a dance-based performance to educate deaf and hard of hearing students on astrophysics concepts. This project seeks to address the following goals: 1) provide all audience members with access to scientific information in an inherently engaging and stimulating manner; 2) facilitate the acquisition of scientific knowledge in all audience members, including deaf and hard-of-hearing individuals, with special reference to general information and basic concepts from the fields of gravitational physics and astrophysics; and 3) stimulate general interest in STEM fields within all audience members. An extensive team of physicists, arts faculty, computer scientists, performance experts, and evaluators have assembled to translate original research on gravity-based astrophysics, including collision events between black-holes and neutron-stars, entire galaxies, and the central black-hole engine that powers active galactic nuclei, into novel educational presentations. The original science to be presented was generated in part by the scientists at the Center for Computational Relativity and Gravitation. Project deliverables include live performances and a project website with educational materials and a virtual tour of the recorded performance. The live performances will include dance and computer generated visualizations of space phenomena, supplemented with discussion and interactive components to engage audiences both before and after the presentation. The mixed-method evaluation will provide insights into how the medium of dance can be used to engage audiences in STEM fields and increase the understanding of STEM content areas which have had little previous investigation, but may be highly relevant to the engagement of underserved audiences. Performances are planned for select sites in New York, Ohio, Connecticut, Rhode Island, Washington, DC, Pennsylvania and Maryland. It is estimated that the project will directly impact 7,000 individuals, approximately half of whom will be deaf or hard or hearing. Deaf and hard of hearing populations are greatly underserved in science education. This project is an effort to bridge that gap by providing creative models for communicating to the public on contemporary science concepts. Learning outcomes for the target audience include increasing awareness and interest in STEM, acquisition of information and basic concepts from the fields of gravitational physics and astrophysics, and enhancing awareness of relationships among science and the arts. Project activities will be disseminated through the website hosted by the Rochester Institute of Technology, as well as social networking sites including Facebook, Twitter, and Google+. The project will also be promoted through science festivals and media events.
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TEAM MEMBERS:
Manuela CampanelliHans-Peter BischofJacob Noel-Storr
This CRPA project will develop a game for mobile devices called the "RapidGuppy". It provides users (students 12-21 years of age) with an interesting and fun way to learn details about biological adaptation and genetic change. The game teaches users about the environmental factors that lead to adaptation. More than 30 years of research on the Trinidadian Guppy that "rapidly" evolves (over 3-5 years) is the basis for the game. The research, databases, and mini-documentaries that support the "RapidGuppy" game are linked to allow users to easily delve deeper into these materials. An extensive social media campaign will be used to market the game and the public facing website. Partners in this endeavor include: University of California-Riverside, Habitat Seven, Magmic Inc., and Edu, Inc. In this project, the mobile device game will be backed by a sophisticated website that contains detailed research results from the field and mini-documentaries showing real fish and the actual research processes as well as researchers and scientists to promote role model development. Interested individuals may also directly access the videos and research results via the website. The target audiences are youth who are prone to play electronic games and the general public. The comprehensive evaluation plan will assess the learning outcomes resulting from the mini-documentaries, in-game content, and website, as well as the playability of the game and website functionality. Impacts resulting from the social media campaign and outreach to underserved audiences will also be measured. Because of the major social media campaign, this project may increase the level of interest in the science of evolution and genetic change, and raise awareness of STEM careers. If the user groups become excited about the game and the inherent messages, it is anticipated that the public will gain a better understanding of the factors responsible for genetic change.
In Defense of Food (IDOF) is a media and outreach project based on Michael Pollan's best-selling book of the same title. Through the lens of food science, IDOF is designed to engage diverse audiences in learning about: (1) how science research is conducted, (2) how research findings are used in media, marketing, and public policy, and (3) how to apply food science research in everyday life. IDOF will be created by Kikim Media, an independent production company, broadcast and distributed by PBS and supported by an extensive outreach campaign and interactive website. The project's educational materials will be developed, in part, by the Teacher's College at Columbia University's Center for Food and Nutrition, with dissemination supported by the Coalition for Science After School and by Tufts University's Healthy Kids Out of School initiative, which involves nine of the leading out of school time (OST) organizations, such as Girl Scouts USA, and the National Urban League. The project advisory committee includes highly respected researchers in food, nutrition, and health. IDOF will use an integrated strategy of learning resources, combining a television documentary with online/social media, community outreach, and youth activities. Knight Williams Research Communications will conduct formative and summative evaluation of all major components of the project. The results will advance the informal science community's understanding of how the combination of a documentary with outreach, website/social media, and afterschool activities impacts motivation and learning. The evaluation study will pay special attention to the degree to which participation in the community events, social media/website, and afterschool activities motivates deeper or extended engagement with the subject. Project evaluation results and educational resources will be widely disseminated to the informal science community. IDOF includes a two-hour documentary film that will be produced in both English and Spanish; a community-level outreach campaign focused on reaching underserved audiences who may not watch public television; a set of activities for use in afterschool programs, youth programs and schools; and an interactive and content-rich website with tightly integrated social media tools. IDOF will be nationally broadcast by PBS; the Spanish-language version of IDOF will be broadcast by Vme Television. The ambitious IDOF educational materials and outreach campaign, combined with interactive web and social media, will reach large and diverse audiences. The intended impacts on audiences include increased knowledge and understanding of the scientific process by learning what food scientists do, what techniques they use, and how scientists arrive at their conclusions; the development of critical thinking skills audiences can use when evaluating messages about food and nutrition in media and advertising and when making decisions about what food to buy and eat; and becoming active learners and consumers regarding food. Evaluation results will be widely disseminated to science media producers and the informal science community via professional publications and presentations at conferences. The ultimate value of the In Defense of Food documentary and learning initiative will be to enhance public understanding of the crucial importance of science in people's everyday lives and in shaping dozens of daily decisions.
The University of Southern California (USC) will build on prior work to test a robust model for assessing player content engagement and social interactions within an augmented reality game (ARG). In partnership with No Mimes Media, USC will use machine learning algorithms to make automated player inferences to customize game play. The content focus of the game will span a range of STEM disciplines, with a special emphasis on earth science content and scientific investigation & experimentation reasoning. High school youth from underserved communities in Los Angeles will be recruited to participate in the endeavor. This pathways project will use various "rabbit hole" techniques to attract freshmen and sophomore students from partner charter schools to the online game. The rabbit hole strategies may include cryptic posters, inquisitive signs, & SQR codes strategically placed in plain and open view of the target group. The game will be fully accessible to the target group online. During the ARG experience, youth players will encounter STEM concepts and scientific problems. Antagonistic characters will promulgate scientific misconceptions and nonscientific reasoning and challenge players to employ their scientific knowledge and skills to level-up, gain badges, and move through the game. As game play persists, machine learning algorithms will gather data on the players learning competencies and social interactions within the game. These data will be aggregated and analyzed to assess learning and interactions within the ARG environment. Additional analyses will be conducted by the mixed methods approach the external evaluation group, CRESST, will employ for the project formative and summative evaluations. Approximately 300 youth, within the target grade levels, are expected to participate in the gaming experience. However, given that access to the game and assessment tools will expand beyond the target group, the potential reach of the project could be much greater. Further, the stated aim of the project is not only to produce a scalable model for broad implementation but it also endeavors to provide puppetmasters with research and assessment tools to create more individualized experiences and improved learning outcomes for players within ARG environments.
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TEAM MEMBERS:
Yu-Han ChangJihie KimRajiv Maheswaran
The Balboa Park Cultural Partnership, in collaboration with several informal science education and other cultural and business organizations in San Diego, Chicago, and Worcester, MA are implementing a research and development project that investigates a range of possible approaches for stimulating the development of 21st Century creativity skills and innovative processes at the interface between informal STEM learning and methods for creative thinking. The goal of the research is to advance understanding of the potential impacts of creative thinking methods on the public's understanding of and engagement with STEM, with a focus on 21st Century workforce skills of teens and adults. The goal of the project's development activities is to experiment with a variety of "innovation incubator" models in cities around the country. Modeled on business "incubators" or "accelerators" that are designed to foster and accelerate innovation and creativity, these STEM incubators generate collaborations of different professionals and the public around STEM education and other STEM-related topics of local interest that can be explored with the help of creative learning methodologies such as innovative methods to generate creative ideas, ideas for transforming one STEM idea to others, drawing on visual and graphical ideas, improvisation, narrative writing, and the process of using innovative visual displays of information for creating visual roadmaps. Hosting the project's incubators are the Balboa Park Cultural Partnership (San Diego), the Museum of Science and Industry (Chicago) and the EcoTarium (Worcester, MA). National partners are the Association of Science-Technology Centers, the American Association for the Advancement of Science, and the Americans for the Arts. Activities will include: the formation and collaborative processes of three incubator sites, a research study, the development of a creative thinking curriculum infused into science education, professional development based on the curriculum, public engagement events and exhibits, a project website and tools for social networking, and project evaluation. A national advisory council includes professionals in education, science, creativity, and business.
Water for Life (WfL) is a full scale development youth and community based program; centered on freshwater literacy, water conservation and rainwater harvesting led by the Pacific Resources for Education Learning (PREL) in Hawaii. The goals of the project are to: (a) promote an understanding of water conservation and stewardship in areas lacking adequate quality water supplies and (b) build local capacity among rural communities to develop and employ site specific freshwater harvesting strategies proven to improve water quality. Rural communities within four Pacific Island entities in the U.S. affiliated Freely Associated States (FAS) will participate in WfL activities. PREL is collaborating with a host of organizations (such as the Federated States of Micronesia National Department of Education, Marshall Islands Conservation Society, and the Micronesian Conservation Trust, etc.) to develop and implement all phases of the initiative. This work is already improving the quality of life for hundreds of people in the FAS through water conversation education and improved water quality in local areas. Working closely with site-embedded PREL staff, Core Teams at each site - consisting of 4-6 local leaders from environmental agencies, water/sanitation systems, and education institutions - participated in a 5-day professional learning immersion in May, 2013, to buld capacities to develop and facilitate water conservation and catchment activities at the four target sites in the FAS. The Core Team members at each site now are recruiting and collaborating with local community members to implement site-specific projects that both educate and provide enhanced access to high quality drinking water. Both adults and youth are now engaging in a spectrum of proejcts that address loca needs and priorities through site-specific service learning activities. The site-specific focus in each locale, determined by the local Core Team, is distinct. In Palau, the Core Team has built broader community awareness of water conservation issues, raised the issue of water security in national conversations, engaged remote communities in improving natural rainwater drainage collection systems, and produced youth-oriented educational materials focused on local sites. In Yap, the Core Team members have collaborated with public utilities to install first-flush diverters into community rainwater catchment systems on Yap proper, and now are installing these devices in rainwater catchment systems on Yap's neighbor islands. In Chuuk, groundwater springs in remote communities are being upgraded for improved storage capacity, protection against contamination, and better public access. In Majuro (RMI), public school rainwater catchment systems are being repaired, repainted, cleaned, and upgraded so that schools can and will provide adequate drinking water to students (and to broader segments of the community during droughts). Broad segments of communities, including school classes and clubs, church and civic groups, etc. are becoming increasingly involved in building better water security and resilience for their communities, in preparation for a predicted drought, predicted to hit in the winter of 2014-2015, brought on by an El Nino event now edevelopig in the eastern Pacific. Water for Life has produced a range of locally relevant educational materials, including books, pamphlets, flyers, etc., some in English and others in local languages. Posters and billboards are being produced to enhance and maintain public awareness. Infrastructure projects are enabling better collection of more, higher quality water for drinking. A full-scale water handbook is under development, and this will serve as a basis for a self-contained water 'course' that will be offered through local community colleges. The experiences of project participants are being captured, analyzed, and reported in front-end, formative, and sumative evaluations conducted by David Heil & Associates. Thousands of individuals, comprising large segments of the participating countries' populations, will be directly impacted by the project. The results will be applicable to other remote and rural communities outside of the Pacific distressed by poor water quality and ineffective freshwater harvesting systems.
Iridescent is a not-for-profit company that develops and implements informal science and engineering experiences for students by facilitating the translation of the work that scientists and engineers do in a way that makes that work accessible to families. The proposal expands the Iridescent outreach activities funded by the Office of Naval Research, to provide a blended combination of in-person and online support to the families of underrepresented populations. The project is producing twenty videos of scientists and engineers presenting their research that are closely aligned with one hundred scientific inquiry and engineering design-based experiments and lesson plans. These digital resources, collectively called the Curiosity Machine, provide opportunities for parents and children to engage in scientific inquiry and engineering design in multiple face-to-face and online environments, including mobile technologies. The evaluation findings from this project provide a model of how to engage STEM education practitioners, teachers and online communities, to substantively connect underserved communities, in both informal and more formal learning environments to develop experiences with engineering design and to improve students' perspectives about and motivations to prepare for STEM careers. The Curiosity Machine portal is designed to present scientists and engineers explaining the work that they do in a way that makes it accessible to parents and students. Iridescent is working at three sites across the country in South Los Angeles, the South Bronx in New York City, and San Francisco. Students and their families have multiple access points to the science and engineering videos and materials through after school activities, Family Science Nights and summer camps. The project is piloting the use of electronic badges, similar to those offered in the Boy and Girl Scouts as a mechanism to enhance the engagement and persistence of students in the online activities. The project is developing ways to evaluate student engagement and performance through the analysis of the products that students submit online in response to particular science and engineering challenges. Students can also gain extra credit at school for their participation in the Curiosity Machine activities. The materials that the Curiosity Machine activities and challenges use are those that are commonly available to families, and the project provides access to mobile technology to facilitate participation by families. Student access to out of school science and engineering experiences is limited by the resources in terms of time and availability science centers have available. This project develops the resources and tools to bridge the in-school and out of school activities for students through the use of videos and online participation in ways that expand the opportunity of students from underserved populations to continue to engage in substantive science and engineering experiences beyond what they might get during an intermittent visit to a science center. The research and evaluation that is part of this study provides information about how new forms of extrinsic motivation might be used to support student engagement and persistence in learning about science and engineering.
The University of California, Davis Tahoe Environmental Research Center (TERC), UC Davis W.M. Keck Center for Active Visualization in the Earth Sciences (KeckCAVES), ECHO Lake Aquarium and Science Center (ECHO), UC Berkeley Lawrence Hall of Science (LHS), and the Institute for Learning Innovation (ILI) will study how 3-D visualizations can most effectively be used to improve general public understanding of freshwater lake ecosystems and Earth science processes through the use of immersive three-dimensional (3-D) visualizations of lake and watershed processes, supplemented by tabletop science activity stations. Two iconic lakes will be the focus of this study: Lake Tahoe in California and Nevada, and Lake Champlain in Vermont and New York, with products readily transferable to other freshwater systems and education venues. The PI will aggregate and share knowledge about how to effectively utilize 3-D technologies and scientific data to support learning from immersive 3-D visualizations, and how other hands-on materials can be combined to most effectively support visitor learning about physical, biological and geochemical processes and systems. The project will be structured to iteratively test, design, and implement 3-D visualizations in both concurrent and staggered development. The public will be engaged in the science behind water quality and ecosystem health; lake formation; lake foodwebs; weather and climate; and the role and impact of people on the ecosystem. A suite of publicly available learning resources will be designed and developed on freshwater ecosystems, including immersive 3-D visualizations; portable science stations with multimedia; a facilitator's guide for docent training; and a Developer's Manual to allow future informal science education venues. Project partners are organized into five teams: 1) Content Preparation and Review: prepare and author content including writing of storyboards, narratives, and activities; 2) 3-D Scientific Visualizations: create visualization products using spatial data; 3) Science Station: plan, design, and produce hands-on materials; 4) Website and Multimedia: produce a dissemination strategy for professional and public audiences; 4) Evaluation: conduct front-end, formative, and summative evaluation of both the 3-D visualizations and science activity stations. The summative evaluation will utilize a mixed methods approach, using both qualitative and quantitative methods, and will include focus groups, semi-structured interviews, web surveys, and in-depth interviews. Leveraging 3-D tools, high-quality visual displays, hands-on activities, and multimedia resources, university-based scientists will work collaboratively with informal science education professionals to extend the project's reach and impact to an audience of 400,000 visitors, including families, youth, school field trip groups, and tourists. The project will implement, evaluate, and disseminate knowledge of how 3-D visualizations and technologies can be designed and configured to effectively support visitor engagement and learning about physical, biological and geochemical processes and systems, and will evaluate how these technologies can be transferred more broadly to other informal science venues and schools for future career and workforce development in these critical STEM areas.
Taking NPASS (National Partnerships for Afterschool Science) to Scale builds on a previously funded effort (DRL 0515549) designed to provide professional development for out-of-school time (OST) science trainers, administrators, and frontline staff in collaboration with the California School-Age Consortium, the Georgia Afterschool Investment Council, The After-School Institute, Minnesota School Age Child Care Alliance, University of Missouri-Columbia, University of New Hampshire, and the Ohio Child Care Resource and Referral Association. Rutgers University-New Brunswick. The primary target audiences for this project are OST science trainers, administrators of statewide OST networks and frontline staff as well as youth participating in afterschool programs, most of whom are from traditionally underserved and economically challenged groups. Deliverables include three-day, semi-annual train-the-trainer institutes; annual seminars for NPASS leaders; professional development tools; science kits; and the NPASS website. The project design consists of four levels of management and delivery. At Level 1, the NPASS2 primary partners, EDC and the Boston Children's Museum, provide three-day state-based OST Science Trainer Institutes on a semi-annual basis. The Science Trainer Institutes combine hands-on experience with pedagogical training in informal science learning, youth development, and the logistics of working with OST sites. During Level 2, the eight State Leadership Teams recruit two cohorts of OST practitioners to attend Science Trainer Institutes. The new Science Trainers then identify OST sites to attend a series of half-day science trainings in Level 3. Each session introduces and models new science projects for use in afterschool settings, including the NSF-funded Design It! or Explore It! materials. Finally, at Level 4, OST sites serving children from predominantly underserved and underrepresented populations are invited to join the NPASS2 initiative. OST sites receive a materials kit and guide for the activities at each training session. It is estimated that as many as 10 OST state leaders and 100 science trainers will be reached at 750 community sites serving 22,000 youth. The combined intervention has the potential to change the OST landscape. The project evaluation to be conducted by the Goodman Research Group (GRG) employs a longitudinal design to determine participants' growth over time and the magnitude of change among the variables. The formative evaluation is designed to assess the development of the project's deliverables while the summative evaluation focuses on professional audience impacts. The NPASS2 summative evaluation examines the OST science trainers, OST state network administrators, youth workers, and site administrators through a baseline survey, in addition to annual questionnaires and interviews of network administrators and OST site administrators. The pre-post design measures changes in trainers' understanding, attitudes, behavior, and skills related to informal STEM education research or practice. To maximize the efficiency and authenticity of the evaluation, GRG will use the SET/STEM Leader Competencies Rubric currently being developed jointly by EDC in collaboration with the National 4-H Council\'s SET PD Committee.
Tornado Alley is a large-format 2D/3D film and comprehensive outreach program exploring the science behind severe weather events. The project focuses on cutting-edge developments in the fields of meteorology and earth science, demonstrating weather monitoring technologies. The project spotlights the current research of the VORTEX 2 (V2) project--the most ambitious effort ever to understand the origins, structure and evolution of tornadoes. The principle target audiences are science museum audiences, with additional special attention to under-served, rural mid-western communities, which will be served by digital 3D screenings. The film will be produced by Graphic Films and Giant Screen Films and distributed by Giant Screen Films. The Franklin Institute will create and manage outreach to professional audiences. Informal Learning Solutions will conduct formative evaluation; RMC Research Corporation will conduct summative evaluation of the project. The film, produced by Paul Novros (PI) and directed by Sean Casey, will collaborate closely with the V2 team, led by Dr. Josh Wurman, and consult with the project advisors to assure clarity and accuracy of the science being presented. A distance-learning initiative to serve educators--both formal and informal--will be managed by Karen Elinich (co-PI) of The Franklin Institute. The project's innovative outreach strategies leverage the mobility of the tornado intercept vehicle (TIV) built by Sean Casey, and the Doppler on Wheels and MGAUS (weather balloon vehicles) to bring scientists and weather-monitoring technology into direct contact with audiences. Outreach to underserved audiences, especially rural audiences, will provide opportunities for interactions with V2 PIs and their students, who serve as role models in science careers. In addition, cyber infrastructure will allow groups of educators to interact remotely with V2 researchers and experience visualizations of weather data. The film and ancillary materials will be translated into Spanish. The project serves as a model for the dissemination of the methods and results of a specific major NSF hard-science research endeavor to the general public through ISE products and activities. The goal of the project is for the audience to increase their knowledge and understanding of the scientific process, learn what meteorologists do, what technologies are used in meteorology and weather science and the factors and forces in meteorological events. It is intended that young audience members will also develop and interest in weather science and potential careers in science and engineering. In the first five years of the film\'s release, the audience is anticipated at 7 million plus. In addition, the live outreach events are expected to engage approximately 40,000-60,000 individuals.
The Community Collaborative Rain, Hail and Snow (CoCoRaHS) network is an existing backyard citizen science project that is enhancing the research efforts of scientists and promoting climate literacy among the public by engaging volunteers in precipitation-monitoring activities. More than 14,000 volunteer citizen scientists of all ages in 50 states currently measure precipitation from their homes, schools, public areas and businesses using rain gauges, snow rulers and hail pads, and then post their data to the CoCoRaHS website. Building on this work, the current Broad Implementation project is enhancing CoCoRaHS' network and making it possible for more people from across the country to monitor precipitation. The enhancements include (1) installing a new generation of data entry, storage, management, analysis and visualization tools, (2) collecting evapo-transpiration data to improve scientists' water cycle models, (3) revising and creating new citizen science training materials (print and multimedia), (4) expanding national collaboration and outreach via integration of social networking and mobile device technologies, and (5) developing a standards-aligned K-12 education outreach component that has a national reach. Citizen scientists are being equipped and trained to be neighborhood climate data analysts and are provided with new tools for data analysis and inquiry learning. The enhancements will allow new collaborations between museums and science centers, targeted outreach to underserved audiences, and recruitment of thousands of new volunteers for the CoCoRaHS network. Through a partnership with the National Association of Conservation Districts, the project will conduct educational outreach to all 3,140 counties in the country. Anticipated results include increased numbers of people, particularly younger people, participating in precipitation-monitoring activities, and increased participant knowledge, skills, interest, and involvement in climate science and scientific inquiry. Building the project's capacity to involve 20,000-50,000 more volunteers across nation will increase the density of precipitation-monitoring stations, providing scientists with higher quality weather data.