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resource research Media and Technology
Citizen science continues to grow, potentially increasing competition among projects to recruit and retain volunteers interested in participating. Using web analytics, we examined the ability of a marketing campaign to broaden project awareness, while driving engagement and retention in an online, crowdsourced project. The campaign challenged audiences to support the classification of >9,000 pairs of images. The campaign was successful due to increased engagement, but it did not increase the time participants spent classifying images. Engagement over multiple days was significantly shorter
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TEAM MEMBERS: Alycia Crall Margaret Kosmala Rebecca Cheng Jonathan Brier Darlene Cavalier Sandra Henderson Andrew Richardson
resource research Media and Technology
SciGirls Strategies is a National Science Foundation–funded project led by Twin Cities PBS (TPT) in partnership with St. Catherine University, the National Girls Collaborative, and XSci (The Experiential Science Education Research Collaborative) at the University of Colorado Boulder’s Center for STEM Learning. This three-year initiative aims to increase the number of high school girls recruited to and retained in fields where females are traditionally underrepresented: technical science, engineering, technology, and math (STEM) pathways. We seek to accomplish this goal by providing career and
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TEAM MEMBERS: Rita Karl Bradley McLain Alicia Santiago
resource evaluation Media and Technology
As part of the National Science Foundation (NSF) funding for the In Defense of Food project directed by Kikim Media, the independent evaluation firm Knight Williams Inc.1 conducted a summative evaluation of the project’s key deliverables, which included: a PBS television broadcast program, an outreach effort, and an educational curriculum. This report (Study 2 of 3) focuses on the outreach effort.
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TEAM MEMBERS: Valerie Knight-Williams Divan Williams Rachael Teel Dobrowolski Gabriel Simmons Michael Schwarz
resource project Media and Technology
This award supports a conference that will inform the design of "backbone" organizations for the NSF INCLUDES (Inclusion across the Nation of Communities of Learners of Underrepresented Discoverers in Engineering and Science) program. NORC at the University of Chicago (an independent research institution that delivers reliable data and rigorous analyses to guide programmatic and policy decisions) and TERC (a nonprofit education research and development organization based in Cambridge, MA, dedicated to improving STEM learning for all) collaborate on Envisioning Impact, a two-part in-person and virtual event that will inform the design of INCLUDES Alliance and National Network backbone organizations.

The objectives of the conference are to: (1) facilitate a shared vision of impact for INCLUDES broadening participation projects and program; (2) stimulate discourse on key elements of a shared measurement system for continuous improvement and outcome assessment; and (3) inform decisions on the infrastructure and priority services INCLUDES backbone organizations will provide to assist grantees (and others) in assessing progress towards collective impact. The conference will bring members of three communities together: PIs and evaluators of INCLUDES Design and Development Launch Pilots; investigators and evaluators of other NSF-supported broadening participation alliances, extension projects, and other collective efforts to support inclusion and diversity in STEM; and members of prior and extant NSF-supported knowledge-networking, collaboratory, and resource network initiatives. Members of these communities will collaborate in two separate events: an in-person, 1.5 day conference, and a follow-on virtual Video Hall that will allow a larger number of participants to engage, over a one week period, in facilitated community discourse around short video narratives produced by each project.
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TEAM MEMBERS: Kevin Brown Sarah-Kathryn McDonald Joni Falk
resource project Media and Technology
Mathematics is the foundation of many STEM fields and success in mathematics is a catalyst for success in other scientific disciplines. Increasing the participation of women and other under-represented groups in the mathematics profession builds human capital that produces a diverse pool of problem solvers in business and industry, research mathematicians, faculty at all levels, and role models for the next generation. Existing support and enrichment programs have targeted women in mathematics at different stages in their undergraduate and graduate education, with different strategies to building community, creating a sense of belonging, and promoting a growth mind set. These strategies challenge some of the most common obstacles to success, including isolation, stereotype threat, not committing to mathematics early enough, and imposter syndrome. Acknowledging the diversity among women in terms of socio-economic background and educational background, this project proposes to examine the effectiveness of these programs through the lens of two primary questions: (1) Which elements of these programs are most critical in the success of women, as a function of their position along these distinct diversity axes?, and (2) which features of these programs are most effective as a function of the stage of the participant's career? These questions are guided by the rationale that a better understanding of, and improved pathways by, which programs recruit and retain undergraduate and graduate women in mathematics has the strong potential to increase the representation of women among mathematics PhDs nationwide.

This project seeks to increase and diversify the number of professional mathematicians in the United States by identifying and proliferating best practices and known mechanisms for increasing the success of women in mathematics graduate programs, particularly women from under-represented groups. The PIs on this proposal, all of whom are leaders of initiatives that have been active for nearly two decades, will work with experts in management, data collection and reporting, and communications to address the following three challenges: (1) develop a common system of measuring the effectiveness of each element in these initiatives; (2) develop a process for effective, collective decision making; and (3) create connections between existing activities and resources. This project is both exploratory research and effectiveness research. The project team first will explore the contextual factors that serve to support or inhibit female pursuit of mathematics doctorates by interviewing a variety of women who were undergraduate mathematics majors in the past, as well as current professional mathematicians. They then will use this information to better understand the most effective features of various current and past initiatives that are trying to increase the participation of women in advanced mathematics. A key stakeholder meeting will develop a process for effective, collective decision-making, to utilize what the project team learns from the interviews. The leadership team will develop a website with discussion board and social media components to highlight best practices and facilitate a virtual community for women interested in mathematics. Finally, a distillation of program elements and their targeted effectiveness will inform the selection of interconnected activities to test on a scalable model. These prototypes will be implemented at several sites chosen to represent a diversity of constituencies and local support infrastructure.
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TEAM MEMBERS: Judy Walker Ami Radunskaya Ruth Haas Deanna Haunsperger
resource project Media and Technology
Developing and maintaining a diverse, innovative workforce in the fields of science, technology, engineering and math (known as STEM) is critical to American competitiveness in the world, but national surveys report a current and future shortage of highly qualified STEM professionals in the US. One problem creating this shortage is that more than half of all college students who declare a major in STEM fields drop out or change their majors in the first two years of their post-secondary education. This problem is particularly acute for first generation college students. If we could increase the STEM degree completion rate by just 25%, we would make up 75% of the additional workforce needed over the next decade.

Our project aims to increase the STEM persistence of first generation college students and focuses on rural students in West Virginia. Project partners including scientists from National Labs, college faculty, local school system staff, informal educators, State Department of Education officials, and West Virginia college students will collaborate to develop summer and academic year activities that support young undergraduates majoring in STEM. Activities that we will pilot include early opportunities to do science research, academic year courses that develop science, math and communication skills, and the formation of Hometown STEM Ambassadors; undergraduate STEM students that encourage younger students back in their hometown schools. We will study the impact of these activities on students' persistence in STEM majors.

Our Project is called FIRST TWO: Improving STEM Persistence in the First Two Years of College (FIRST TWO).

Technical Details:

During the Development Launch Project, partners will create and pilot components of two courses that will confer college credit to students in two and four year schools. Each course will have as its center piece a research and development internship. By the end of the Project Development Pilot, FIRST TWO course modules will be integrated into courses the State, and be transferable between community colleges and four-year schools.

An innovative component of FIRST TWO is the creation of Hometown STEM ambassadors--students who participate in both courses will be prepared to mentor their peers, and also conduct outreach in their home school districts. They will make presentations to hometown K-12 students, and will discuss STEM college readiness issues with local education leaders. We believe reconnecting post-secondary students with their home communities and providing place-based relevance to their STEM education will have a positive impact on their persistence, as well as the added benefit of encouraging K-12 students to envision themselves as future STEM professionals.

FIRST TWO will:

- integrate early experience in STEM internships, online communities of practice and STEM skills development into a discovery-based "principles of research and development" college seminar for first year students;

- sustain engagement through a second service learning course, called STEM Leadership that will develop communication and mentoring skills and produce peer mentors who will mentor younger students, join in the efforts to change the STEM education experience at their schools, and conduct outreach in their hometown communities during the students? second year and third years.

- secure state-wide adoption and transferability of these courses, or course materials, and ultimately scale the program across the Appalachian region and to other states with large rural student populations.

- collaborate with National Labs to determine the feasibility of a National STEM Persistence Alliance partnering National Lab internship programs with 2 and 4-year schools who serve FGC students.

Finally, there are many studies that inquire into the factors that correlate with post-secondary retention in general, and with STEM attrition specifically but few that focus on rural students. FIRST TWO will fully articulate a rigorous educational research project aimed at advancing understanding of the factors affecting rural students' entry into and persistence in STEM career pathways. This research will study the impact FIRST TWO program components make on rural FGC students' persistence in STEM majors. Instruments will be developed and validated that test the components proposed in FIRST TWO interventions. As we scale the program to a larger Alliance, so will the research study scale, providing a unique opportunity to inform the education community about the rural students' experience.
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TEAM MEMBERS: Sue Heatherly Karen ONeil Erica Harvey
resource project Media and Technology
One common barrier to STEM engagement by underserved and underrepresented communities is a feeling of disconnection from mainstream science. This project will involve citizen scientists in the collection, mapping, and interpretation of data from their local area with an eye to increasing STEM engagement in underrepresented communities. The idea behind this is that science needs to start at home, and be both accessible and inclusive. To facilitate this increased participation, the project will develop a network of stakeholders with interests in the science of coastal environments. Stakeholders will include members of coastal communities, academic and agency scientists, and citizen science groups, who will collectively and collaboratively create a web-based system to collect and view the collected and analyzed environmental information. Broader impacts include addressing the STEM barriers to those who reside in the coastal environment but who are underrepresented in STEM education, vocations and policy-making. These include tribal communities (racial and ethnic inclusion), fishery communities (inclusion of communities of practice), and rural communities without direct access to colleges or universities. This project will create a physical, a social, and a virtual, environment where all participants have an equal footing in the processes of "doing science" - the Coastal Almanac. The Almanac is simultaneously a network of individuals and organizations, and a web-based repository of coastal data collected through the auspices of the network. During the testing phase, the researchers will implement the "rules of engagement" through multiple interaction pathways in the growing Coastal Almanac network: increases in rigorous citizen science, development of specific community-scientist partnerships to collect and/or use Almanac data, development of K-12 programs to collect and/or use Almanac data. The proposed work will significantly scale up citizen science and community-based science programs on the West Coast, broadening participation by targeting members of coastal communities with limited access to mainstream science, including participants from non-STEM vocations, and Native Americans. The innovation of the Coastal Almanac is in allowing the process of deepening involvement in science, and through that process increasing agency of community members to be bona fide members of the science team, to evolve organically, in the manner dictated by community members and the situation, rather than a priori by the project team and mainstream science. The project has the potential in the long-term to increase participation in marine science education, workforce, and policy-making by underrepresented groups resident in the coastal environment. Contributions by project citizen scientists will also provide valuable data to mainstream science and to resource management efforts.
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TEAM MEMBERS: Julia Parrish Marco Hatch Selina Heppell
resource project Media and Technology
Part I

Although major growth in engineering and computing jobs is expected in the next 10 years, students are not majoring in sufficient numbers to meet this demand. These impending workforce demands cannot be met without developing the skills of racial and ethnic minorities: however, Hispanics and Black/African Americans make up only a small percentage of doctoral students in the United States. The goal of the Consortium of Minority Doctoral Scholars (CMDS) Design and Development Launch Pilot is to broaden the participation of minorities in these fields. This pilot project will create a data portal that will allow the research team to study and understand the efficacy of various mentoring strategies that might be piloted across institutions and minority doctoral scholars programs.

Part II

The Consortium of Minority Doctoral Scholars (CMDS) will unite three of the nation's oldest and most prominent minority doctoral scholars programs (GEM, SREB and McKnight); organizations with a long history of impact in increasing the numbers of minorities obtaining advanced degrees. The CMDS Design and Development Launch Pilot will conduct extensive studies using data from these three programs. The research team will conduct a mixed method analysis of the data to discover commonalities and distinctions about the three programs' mentoring efforts as compared to students not involved in the three programs. This will result in a data-driven strategy for researching the efficacy of mentoring programs that can be applied across the three CMSD member and other minority doctoral scholars programs. By utilizing data from successful programs to pinpoint effective mentoring strategies, the project will create opportunities for larger numbers of minorities to be successful. This approach has implications not only with respect to equity and access, but also the development of a workforce that will drive future advances.
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TEAM MEMBERS: Juan Gilbert Shaundra Daily Jerlando Jackson
resource project Media and Technology
Through the NSF Innovation Corps for Learning Program, (I-Corps L), this project will develop ways to enable the SciStarter program to extend the promise of citizen science by connecting millions of citizen scientists with scientists in need of their help through formal and informal research projects. Citizen science is a fast growing field that engages the public in scientific inquiry through data collection projects and environmental monitoring using sensors, mini spectrometers, water testing kits and other tools. A challenge for the citizen science community has been access to the tools required to collect the types of data needed in citizen science projects. SciStarter facilitates broader participation in citizen science by reducing the barrier for volunteers to identify, acquire, and use the right scientific tools and instruments for each project. This I-Corps for Learning project will develop approaches to enable SciStarter to provide a larger number of citizen scientists with easier access to required and recommended instruments needed for meaningful participation in citizen science projects.

SciStarter aims to provide a holistic solution to the needs of citizen scientists that includes projects, support, and products such as training materials and consulting. SciStarter can be a catalyst in citizen science by connecting people to opportunities to engage and in lowering barriers to public participation in scientific research while creating a hybrid academic-consumer sustainability model. A central focus of this current effort will be establishing a sustainable and scalable means of enabling citizen scientists to obtain equipment and instruments in an efficient and cost-effective manner. The project will make use of elements already in place to expand the engagement of citizen scientists in new or multiple projects, to empower citizens in the process of citizen science, and to provide a useful, scalable and sustainable solution for scientists leading citizen science research projects. The extension of SciStarter will set the stage for greater inclusion of previously marginalized groups in citizen science activities and will extend to all forms of public engagement in science.
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TEAM MEMBERS: Darlene Cavalier Micah Lande
resource project Media and Technology
Changes in household-level actions in the U.S. have the potential to reduce rates of greenhouse gas (GHG) emissions and climate change by reducing consumption of food, energy and water (FEW). This project will identify potential interventions for reducing household FEW consumption, test options in participating households in two communities, and collect data to develop new environmental impact models. It will also identify household consumption behavior and cost-effective interventions to reduce FEW resource use. Research insights can be applied to increase the well-being of individuals at the household level, improve FEW resource security, reduce climate-related risks, and increase economic competitiveness of the U.S. The project will recruit, train, and graduate more than 20 students and early-career scientists from underrepresented groups. Students will be eligible to participate in exchanges to conduct interdisciplinary research with collaborators in the Netherlands, a highly industrialized nation that uses 20% less energy and water per person than the U.S.

This study uses an interdisciplinary approach to investigate methods for reducing household FEW consumption and associated direct and indirect environmental impacts, including GHG emissions and water resources depletion. The approach includes: 1) interactive role-playing activities and qualitative interviews with homeowners; 2) a survey of households to examine existing attitudes and behaviors related to FEW consumption, as well as possible approaches and barriers to reduce consumption; and 3) experimental research in residential households in two case-study communities, selected to be representative of U.S. suburban households and appropriate for comparative experiments. These studies will iteratively examine approaches for reducing household FEW consumption, test possible intervention strategies, and provide data for developing systems models to quantify impacts of household FEW resource flows and emissions. A FEW consumption-based life cycle assessment (LCA) model will be developed to provide accurate information for household decision making and design of intervention strategies. The LCA model will include the first known farm-to-fork representation of household food consumption impacts, spatially explicit inventories of food waste and water withdrawals, and a model of multi-level price responsiveness in the electricity sector. By translating FEW consumption impacts, results will identify "hot spots" and cost-effective household interventions for reducing ecological footprints. Applying a set of climate and technology scenarios in the LCA model will provide additional insights on potential benefits of technology adoption for informing policymaking. The environmental impact models, household consumption tracking tool, and role-playing software developed in this research will be general purpose and publicly available at the end of the project to inform future education, research and outreach activities.
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TEAM MEMBERS: David Watkins Buyung Agusdinata Chelsea Schelly Rachael Shwom Jenni-Louise Evans
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