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resource research Informal/Formal Connections
In this paper we investigate how people become engaged with open data, what their motivations are, and the barriers and facilitators program participants perceive with regard to using open data effectively.
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TEAM MEMBERS: Jack Shanley Camillia Matuk Oded Nov Graham Dove
resource evaluation Informal/Formal Connections
This summary brief captures highlights from the second year of the NSF-funded WaterMarks project. The technical evaluation report for this same project period can be found on the main project page. The purpose of this document is to communicate key updates (as observed by the evaluation team) in a less technical way with the many different audiences who have an interest in keeping up with WaterMarks.
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TEAM MEMBERS: Donnelley (Dolly) Hayde Laura Weiss Justin Reeves Meyer
resource evaluation Informal/Formal Connections
This is the evaluation report for the second year of the NSF-funded WaterMarks project. It reflects a current summary of available evidence about the intended outcomes of program activities to date, as well as commentary on how the project is using (or could use) this information moving forward.
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TEAM MEMBERS: Donnelley (Dolly) Hayde Laura Weiss Justin Reeves Meyer
resource evaluation Informal/Formal Connections
This summary brief captures highlights from the evaluation report for the first year of the NSF-funded WaterMarks project (also available on this page). The purpose of this document is to communicate key updates from evaluation in a less technical way with the many different audiences who have an interest in keeping up with WaterMarks.
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TEAM MEMBERS: Donnelley (Dolly) Hayde Laura Weiss Justin Reeves Meyer
resource evaluation Informal/Formal Connections
This is the evaluation report for the first year of the NSF-funded WaterMarks project. It reflects an initial summary of available evidence about the intended outcomes of program activities to date, as well as commentary on how the project is using (or could use) this information moving forward. This report contains descriptions of embedded measures (i.e. anonymized drawings and reflections captured on a thematic postcard) included in community walks and analyses of secondary data (i.e., interviews conducted by other members of hte project team), as well as reflections emerging from the
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TEAM MEMBERS: Donnelley (Dolly) Hayde Laura Weiss Justin Reeves Meyer
resource research Public Programs
This book chapter describes zoo and aquariums' history of conservation education programming for students and teachers. It showcases several examples of student-teacher-scientist partnerships, including Project TRUE, highlighting the program's success at cultivating sustained interest in science careers among high school youth. Zoos and aquariums have a long history of providing conservation education to students and teachers. As the conservation work of zoos and aquariums has grown, so have the opportunities to connect students and teachers to the work of these scientists. This chapter
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resource project Informal/Formal Connections
Diversity in the STEM workforce is essential for expanding the talent pool and bringing new ideas to bear in solving societal problems, yet entrenched gaps remain. In STEM higher education, students from certain racial and ethnic groups continue to be underrepresented in STEM majors and fields. Colleges and universities have responded by offering precollege STEM programs to high school students from predominantly underrepresented groups. These programs have been shown to positively affect students' analytical and critical thinking skills, STEM content knowledge and exposure, and self-efficacy through STEM-focused enrichment and research experiences. In fact, salient research suggests that out-of-school-time, precollege STEM experiences are key influencers in students' pursuit of STEM majors and careers, and underscore the value of precollege STEM programs in their ability to prepare students in STEM. This NSF INCLUDES Alliance: STEM PUSH - Pathways for Underrepresented Students to Higher Education Network - will form a national network of precollege STEM programs to actualize their value through the creation, spread and scale of an equitable, evidence-based pathway for university admissions - precollege STEM program accreditation. Building on several successful NSF INCLUDES Design and Development Launch Pilots, this Alliance will use a networked improvement community approach to transform college admissions by establishing an accreditation process for precollege STEM programs in which standards-based credentials serve as indicators of program quality that are recognized by colleges and universities as rigorous and worthy of favorable consideration during undergraduate admissions processes. Given the high enrollment of students from underrepresented groups in precollege STEM programs, the Alliance endeavors to broaden participation in STEM by maximizing college access and STEM outcomes in higher education and beyond.

The STEM PUSH Network is a national alliance of precollege STEM programs, STEM and culturally responsive pedagogy experts, formal and informal education practitioners, college admissions professionals, the accreditation sector, and other higher education representatives. The Alliance will establish a formidable collaborative improvement space using the networked improvement community model and a "next generation" accreditation model that will serve as a mechanism for communicating the power of precollege programs to admissions offices. Framing this work is the notion that the accreditation of precollege STEM programs is an equitable supplemental admissions criterion to the current, often cited as a culturally biased, standardized test score-based system. To achieve its shared vision and goals, the Alliance has four key objectives: (1) establish and support a national precollege STEM program networked community, (2) develop a standards-based precollege STEM program accreditation system to broaden participation in STEM, (3) test and validate the model within the networked improvement community, and (4) spread, scale, and sustain the model through its backbone organization, the STEM Learning Ecosystem Community of Practice. Each objective will be closely monitored and evaluated by an external evaluator. In addition, the data infrastructure developed through this Alliance will provide an unprecedented opportunity to advance scholarship in the fields of networked improvement community design and development, the efficacy of STEM precollege programs, and effective practices for broadening participation pathways from high school to higher education. By the end of five years, the STEM PUSH Network will transform ten urban ecosystems across the country into communities where students from underrepresented groups have increased college access and therefore, entree to STEM opportunities and majors in higher education. The model has the potential to be replicated by another 80 STEM ecosystems that will have access to Alliance materials and strategies through the backbone organization.

This NSF INCLUDES Alliance is funded by NSF Inclusion across the Nation of Communities of Learners of Underrepresented Discoverers in Engineering and Science (NSF INCLUDES), a comprehensive national initiative to enhance U.S. leadership in discoveries and innovations by focusing on diversity, inclusion and broadening participation in STEM at scale. It is also co-funded by the NSF Innovative Technology Experiences for Students and Teachers program and the Advancing Informal STEM Learning Program.

This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
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TEAM MEMBERS: Alison Slinskey Legg Jan Morrison Jennifer Iriti Alaine Allen David Boone
resource project Informal/Formal Connections
Cities are facing new demands as their urban populations rapidly grow. Smart City initiatives are being developed to address issues of mobility, infrastructure, security, and safety, while enhancing the quality of life of citizens. One-size-fits-all solutions are not viable. Instead, the diversity of a city's residents, including life experiences, cultural backgrounds, needs, and behaviors, must be taken into account to achieve transformative, citizen-centered solutions. Engineers, scientists, policy makers, entrepreneurs, and thought leaders must be prepared to tackle future Smart City challenges, and address knowledge barriers in understanding the needs of citizens across age, occupation, financial standing, disability, and technology savviness. This National Science Foundation Research Traineeship (NRT) award to the Arizona State University addresses this need by training the next generation of MS and PhD students for careers in Smart Cities-related fields. The project anticipates training thirty-eight (38) MS and PhD students, including twenty-four (24) funded trainees, from the following degree programs: Human and Social Dimensions of Science and Technology; Public Affairs; Computer Science; Civil, Environmental, and Sustainable Engineering; Mechanical & Aerospace Engineering; and Applied Engineering Programs. In addition to trainees, it is envisioned that over 300 other MS and PhD students in STEM disciplines will participate in opportunities made available through this traineeship. The knowledge and technologies developed from this project will contribute toward improving the quality of life for all of society through interdisciplinary, citizen-centered Smart City solutions.

An integrated education-research-practice model focused on the technological, societal, and environmental research aspects of citizen-centered solutions for Smart Cities will be employed to instill trainees with transdisciplinary skills and knowledge through cross-disciplinary courses; experience with leading collaborative, use-inspired research projects; applied learning through internships with partners and teaching opportunities; research experiences through service learning and leadership; and entrepreneurial education. Trainees will pursue research thrusts in Citizen-Centered Design; Smart City Infrastructure and Dynamics; and Socio-Environmental Practices and Policies. These thrusts are embedded in integrative priority application areas of Transportation and Accessibility; Safety, Security, and Risk Reduction; and Engagement and Education. Research efforts will significantly advance data-enabled citizen engagement; urban informatics; Internet-of-Things technologies; inclusion and accessibility; urban infrastructure; transportation systems; cybersecurity; swarm robotics; urban sustainability; quality of life and equity for citizens; hazards management and risk reduction; and societal concerns and ethics of emerging Smart City technologies. Focused efforts will be made to recruit underrepresented minorities, women, and individuals with disabilities, in order to tap underutilized talent, equip them to address the needs of their communities, and increase involvement of these groups in Smart Cities-related fields.

The NSF Research Traineeship (NRT) Program is designed to encourage the development and implementation of bold, new potentially transformative models for STEM graduate education training. The program is dedicated to effective training of STEM graduate students in high priority interdisciplinary research areas through comprehensive traineeship models that are innovative, evidence-based, and aligned with changing workforce and research needs.

This project is funded by the National Science Foundation's (NSF's) Advancing Informal STEM Learning (AISL) program, which supports innovative research, approaches, and resources for use in a variety of learning settings.
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TEAM MEMBERS: Michael Kennedy Ram Pendyala Cynthia Selin Ann McKenna Troy McDaniel Gail-Joon Ahn Sethuraman Panchanathan
resource project Public Programs
General Summary

Because of the siloed nature of formal educational curricula, students who opt out of STEM coursework, for whatever reason, lose the opportunity to engage with the domain of science almost entirely, thereby closing the door to the STEM workforce pipeline. This disproportionately impacts students of color and women. This project advances an alliance that consists of a consortium of community-engaged partners, including university and k-12 educational agencies, community colleges, community organizations, cultural institutions and local businesses. The project built around this alliance will leverage interdisciplinary spaces in the curriculum, particularly the humanities and social sciences, across academic levels, as a forum for integrating and applying STEM to bear on the practical, social, economic and political issues of modern life. The PIs establish a physical Community STEM Center as an anchoring institution for STEM engagement. This Center will be situated within the community that the alliance serves, bringing STEM opportunities and engagement to students instead of asking them to come where STEM education is currently provided. The activities enacted through the Community STEM Center will focus on enduring problems experienced by the communities, where students, community residents, teachers, and experts from higher education, industry and other community-based entities can come together to work on understanding them and developing evidenced centered advocacy as a means for addressing them. To facilitate the work at the Community STEM Center, the project creates a Community Ambassadors Program (CAP), leveraging participation across alliance members in partnership with the community. This Design and Development Launch Pilot will cultivate the necessary knowledgebase to develop a scalable model for implementation across diverse urban communities.

Technical Summary

This Design and Development Launch Pilot focuses on shifting the narrative of STEM education away from a solitary focus on formalized educational experiences and targets STEM content. This project develops and facilitates a parallel set of activities designed to engage under-represented students in learning how and why STEM is relevant to their lives, and approached through new and non-traditional educational dimensions. The five main objectives of this proposed pilot are to: (1) Develop a pilot alliance of community-engaged partners, including university and k-12 educational agencies, community colleges, community organizations, cultural institutions and industry;(2)Establish a physical Community STEM Advocacy Center as an anchoring institution for change embedded within the community that the pilot alliance serves; (3) Leverage interdisciplinary spaces in curricula, across academic levels, particularly the humanities and social sciences, as a forum for integrating and applying STEM to bear on the practical, social, economic and political issues of modern life; (4) Create a Community Ambassadors Program (CAP), leveraging participation across higher education pilot alliance members in partnership with the community; and (5)Conduct an evaluation of project initiatives and research regarding the usability and feasibility of a systemic approach to developing community-based, interdisciplinary pathways to broaden STEM participation pathways. Efforts to examine the impact of this community-based, interdisciplinary approach concentrates on the proximal outcomes related to STEM interest, self-efficacy and identity. Data will be collected in pre/post format across our three constituent samples: 1) Community STEM Advocacy Center participants; 2) k-12 students; and, 3) postsecondary students. Analysis of data will be conducted through MANCOVAs to account for potential co-variation among construct scores. Qualitative data will also be collected to contextualize findings and enable the development of a rich case study. At least two observations will be conducted in the Community STEM Advocacy Center and the two classroom implementations to document engagement, participant interactions and level of STEM content.
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TEAM MEMBERS: Kimberly Lawless Donald Wink Ludwig Carlos Nitsche Aixa Alfonso Jeremiah Abiade
resource project Media and Technology
This is an Early-concept Grant for Exploratory Research supporting research in Smart and Connected Communities. The research supported by the award is collaborative with research at the University of Colorado. The researchers are studying the use of technologies to enable communities to connect youth and youth organizations to effectively support diverse learning pathways for all students. These communities, the youth, the youth organizations, formal and informal education organizations, and civic organizations form a learning ecology. The DePaul University researchers will design and implement a smart community infrastructure in the City of Chicago to track real-time student participation in community STEM activities and to develop mobile applications for both students and adults. The smart community infrastructure will bring together information from a variety of sources that affect students' participation in community activities. These include geographic information (e.g., where the student lives, where the activities take place, the student transportation options, the school the student attends), student related information (e.g., the education and experience background of the student, the economic status of the student, students' schedules), and activity information (e.g., location of activity, requirements for participation). The University of Colorado researchers will take the lead on analyzing these data in terms of a community learning ecologies framework and will explore computational approaches (i.e., recommender systems, visualizations of learning opportunities) to improve youth exploration and uptake of interests and programs. These smart technologies are then used to reduce the friction in the learning connection infrastructure (called L3 for informal, formal, and virtual learning) to enable the student to access opportunities for participation in STEM activities that are most feasible and most appropriate for the student. Such a flexible computational approach is needed to support the necessary diversity of potential recommendations: new interests for youth to explore; specific programs based on interests, friends' activities, or geographic accessibility; or programs needed to "level-up" (develop deeper skills) and complete skills to enhance youths' learning portfolios. Although this information was always available, it was never integrated so it could be used to serve the community of both learners and the providers and to provide measurable student learning and participation outcomes. The learning ecologies theoretical framework and supporting computational methods are a contribution to the state of the art in studying afterschool learning opportunities. While the concept of learning ecologies is not new, to date, no one has offered such a systematic and theoretically-grounded portfolio of measures for characterizing the health and resilience of STEM learning ecologies at multiple scales. The theoretical frameworks and concepts draw together multiple research and application domains: computer science, sociology of education, complexity science, and urban planning. The L3 Connects infrastructure itself represents an unprecedented opportunities for conducting "living lab" experiments to improve stakeholder experience of linking providers to a single network and linking youth to more expanded and varied opportunities. The University of Colorado team will employ three methods: mapping, modeling, and linking youth to STEM learning opportunities in school and out of school settings in a large urban city (Chicago). The recommender system will be embedded into youth and parent facing mobile apps, enabling the team to characterize the degree to which content-based, collaborative filtering, or constraint based recommendations influence youth actions. The project will result in two measurable outcomes of importance to key L3 stakeholder groups: a 10% increase in the number of providers (programs that are part of the infrastructure) in target neighborhoods and a 20% increase in the number of youth participating in programs.
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TEAM MEMBERS: Nichole Pinkard
resource project Media and Technology
This is an Early-concept Grant for Exploratory Research supporting research in Smart and Connected Communities. The research supported by the award is collaborative with research at DePaul University. The researchers are studying the use of technologies to enable communities to connect youth and youth organizations to effectively support diverse learning pathways for all students. These communities, the youth, the youth organizations, formal and informal education organizations, and civic organizations form a learning ecology. The DePaul University researchers will design and implement a smart community infrastructure in the City of Chicago to track real-time student participation in community STEM activities and to develop mobile applications for both students and adults. The smart community infrastructure will bring together information from a variety of sources that affect students' participation in community activities. These include geographic information (e.g., where the student lives, where the activities take place, the student transportation options, the school the student attends), student related information (e.g., the education and experience background of the student, the economic status of the student, students' schedules), and activity information (e.g., location of activity, requirements for participation). The University of Colorado researchers will take the lead on analyzing these data in terms of a community learning ecologies framework and will explore computational approaches (i.e., recommender systems, visualizations of learning opportunities) to improve youth exploration and uptake of interests and programs. These smart technologies are then used to reduce the friction in the learning connection infrastructure (called L3 for informal, formal, and virtual learning) to enable the student to access opportunities for participation in STEM activities that are most feasible and most appropriate for the student. Such a flexible computational approach is needed to support the necessary diversity of potential recommendations: new interests for youth to explore; specific programs based on interests, friends' activities, or geographic accessibility; or programs needed to "level-up" (develop deeper skills) and complete skills to enhance youths' learning portfolios. Although this information was always available, it was never integrated so it could be used to serve the community of both learners and the providers and to provide measurable student learning and participation outcomes. The learning ecologies theoretical framework and supporting computational methods are a contribution to the state of the art in studying afterschool learning opportunities. While the concept of learning ecologies is not new, to date, no one has offered such a systematic and theoretically-grounded portfolio of measures for characterizing the health and resilience of STEM learning ecologies at multiple scales. The theoretical frameworks and concepts draw together multiple research and application domains: computer science, sociology of education, complexity science, and urban planning. The L3 Connects infrastructure itself represents an unprecedented opportunities for conducting "living lab" experiments to improve stakeholder experience of linking providers to a single network and linking youth to more expanded and varied opportunities. The University of Colorado team will employ three methods: mapping, modeling, and linking youth to STEM learning opportunities in school and out of school settings in a large urban city (Chicago). The recommender system will be embedded into youth and parent facing mobile apps, enabling the team to characterize the degree to which content-based, collaborative filtering, or constraint based recommendations influence youth actions. The project will result in two measurable outcomes of importance to key L3 stakeholder groups: a 10% increase in the number of providers (programs that are part of the infrastructure) in target neighborhoods and a 20% increase in the number of youth participating in programs.
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TEAM MEMBERS: Bill Penuel Tamara Sumner Nichole Pinkard
resource project Public Programs
Citizen science refers to partnerships between volunteers and scientists that answer real world questions. The target audiences in this project are middle and high school teachers and their students in a broad range of settings: two urban districts, an inner-ring suburb, and three rural districts. The project utilizes existing citizen science programs as springboards for professional development for teachers during an intensive summer workshop. The project curriculum helps teachers use student participation in citizen science to engage them in the full complement of science practices; from asking questions, to conducting independent research, to sharing findings. Through district professional learning communities (PLCs), teachers work with district and project staff to support and demonstrate project implementation. As students and their teachers engage in project activities, the project team is addressing two key research questions: 1) What is the nature of instructional practices that promote student engagement in the process of science?, and 2) How does this engagement influence student learning, with special attention to the benefits of engaging in research presentations in public, high profile venues? Key contributions of the project are stronger connections between a) ecology-based citizen science programs, STEM curriculum, and students' lives and b) science learning and disciplinary literacy in reading, writing and math.

Research design and analysis are focused on understanding how professional development that involves citizen science and independent investigations influences teachers' classroom practices and student learning. The research utilizes existing instruments to investigate teachers' classroom practices, and student engagement and cognitive activity: the Collaboratives for Excellence in Teacher Preparation and Classroom Observation Protocol, and Inquiring into Science Instruction Observation Protocol. These instruments are used in classroom observations of a stratified sample of classes whose students represent the diversity of the participating districts. Curriculum resources for each citizen science topic, cross-referenced to disciplinary content and practices of the NGSS, include 1) a bibliography (books, web links, relevant research articles); 2) lesson plans and student science journals addressing relevant science content and background on the project; and 3) short videos that help teachers introduce the projects and anchor a digital library to facilitate dissemination. Impacts beyond both the timeframe of the project and the approximately 160 teachers who will participate are supported by curriculum units that address NGSS life science topics, and wide dissemination of these materials in a variety of venues. The evaluation focuses on outcomes of and satisfaction with the summer workshop, classroom incorporation, PLCs, and student learning. It provides formative and summative findings based on qualitative and quantitative instruments, which, like those used for the research, have well-documented reliability and validity. These include the Science Teaching Efficacy Belief Instrument to assess teacher beliefs; the Reformed Teaching Observation Protocol to assess teacher practices; the Standards Assessment Inventory to assess PLC quality; and the Scientific Attitude Inventory to assess student attitudes towards science. Project deliverables include 1) curriculum resources that will support engagement in five existing citizen science projects that incorporate standards-based science content; 2) venues for student research presentations that can be duplicated in other settings; and 3) a compilation of teacher-adapted primary scientific research articles that will provide a model for promoting disciplinary literacy. The project engages 40 teachers per year and their students.
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TEAM MEMBERS: Karen Oberhauser Michele Koomen Gillian Roehrig Robert Blair Andrea Lorek Strauss