Northern Michigan University's Center for Native American Studies and the Office of Diversity and Inclusion will lead this Design and Development Launch Pilot about culturally inclusive K-16 STEM education for American Indian and Native Alaskan (AIAN) students. This project was created in response to the NSF Inclusion across the Nation of Communities of Learners of Underrepresented Discoverers in Engineering and Science (NSF INCLUDES) program solicitation (NSF 16-544). The INCLUDES program is a comprehensive national initiative designed to enhance U.S. leadership in science, technology, engineering and mathematics (STEM) discoveries and innovations focused on NSF's commitment to diversity, inclusion, and broadening participation in these fields. The INCLUDES Design and Development Launch Pilots represent bold, innovative ways for solving a broadening participation challenge in STEM.
The full participation of all of America's STEM talent is critical to the advancement of science and engineering for national security, health and prosperity. Our nation is advancing knowledge and practices to address the undergraduate STEM achievement and the graduation gap between NAAIs and non-native Americans. This project, the NSF INCLUDES: Indigenous Women Working Within the Sciences (IWWS), has the potential to advance knowledge, instructional pedagogy and practices to improve the performance of NAAI high school students and undergraduate students in STEM.
This project team will work to: (1) pilot activities and coursework to train K-16 STEM educators about American Indian inclusive methods and materials, (2) to provide AIAN high school students with STEM college preparatory experience using inclusive STEM practices, and (3) to provide a cohort of female AIAN high school students additional university experiences and mentors as these students transition to postsecondary education. Activities include a five-day summer educators institute for 40 K-16 STEM educators, an additional weekend workshop for 20 K-16 STEM educators, a summer STEM academy for 96 AIAN high school students, a STEM weekend workshop for female AIAN high school students, and a mentoring program for AIAN high school students.
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TEAM MEMBERS:
April LindalaJessica CruzMartin Reinhardt
resourceprojectProfessional Development, Conferences, and Networks
This collaboration between two Historically Black Colleges and Universities (HBCUs) will form a networked improvement community located within the Piedmont Region of North Carolina. In close partnership with community colleges and civic organizations, the project will reach families and students that lead to broader participation of underrepresented groups in science, technology, engineering, and mathematics (STEM) fields. The overall goal is to build and sustain a scalable, inquiry-based network with the purpose of increasing the academic success of underrepresented ethnic minorities and women in the STEM continuum. By engaging in culturally relevant socio-environmental frameworks, project outcomes will positively impact student retention, knowledge, and quantitative skills in STEM across socio-economic divides and STEM disciplines.
The Launch Pilot phase will focus on evidence-based teaching and learning approaches for middle school students. The core structure of the network will serve as a platform to launch and guide other age- and level-specific educational instruction, research, and assessment initiatives. Student understanding of the nature of science will be enhanced by adapting structure, behavior, and function (SBF) theory and system thinking hierarchical (STH) models. Ultimately, the network will represent a driver for social innovation that positively impacts broadening participation in STEM.
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 HeatherlyKaren ONeilErica Harvey
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 ParrishMarco HatchSelina Heppell
A non-technical description of the project test explains its significance and importance.
The goal of this project is to help students easily identify themselves as science or engineering professionals and increase the proportion of the local population, dominantly minorities, who pursue science and technology careers. Experience has demonstrated that students are most engaged in technical fields when they can participate in active, hands-on learning around problems with application to their local community. The focus of the effort is in marine science, which has local relevance to both the environment and the economy of the U.S. Virgin Islands. The project will use interventions at three crucial stages: middle school, high-school-college transition, and master-PhD transition, to engage students with specific active-learning and research-oriented programs. Community partners comprise a wide-ranging local organization that leverages the resources of other successful collaborations.
A technical description of the project
This project will create a transferable model that uses innovative partnerships among universities, governmental and non-governmental organizations, a professional society, and businesses, to create a local backbone organization with a shared vision for change and common success metrics broaden participation in science, technology, engineering, and mathematics (STEM). This project addresses the critical challenge of building scientific identity to increase interest and engagement of underrepresented minorities in STEM fields in the U.S. Virgin Islands. The plan includes targeted interventions at three significant times in the student career pathway (middle/high school, early college, and graduate school) that comprise: (1) field experiences in the marine sciences for middle/high school students, (2) early field research experiences for college freshmen and sophomore students, (3) bridge programming to a Ph.D. partnership with Pennsylvania State University, and (4) an intensive mentoring program. The model is grounded in social innovation theory through a framework that meets the five conditions for collective impact: common agenda, shared measurement of data and results, mutually reinforcing activities, continuous communication, and backbone support.
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TEAM MEMBERS:
Kristin Wilson GrimesMarilyn BrandtNastassia JonesCarrie BucklinMonica Medina
The INCLUDES project will build on the Leveraging and Integrating New Knowledge in STEMS (LINKS) framework that was developed at the University of Rochester to target students participating in Upward Bound programs at four institutions that will comprise the Upstate NY Alliance: Cornell University, D'Youville College, Monroe Community College, and the University of Rochester. The project will increase curricular and experiential learning offerings to underserved students by integrating faculty and graduate students into Upward Bound programs. Applying the LINKS framework, educators will learn and develop new means for managing classroom diversity, including ethnicity, language, age, educational background, and other cultural markers that shape the way students learn. The team will develop and disseminate best practices on creating inclusive teaching and research environments. The Upstate NY Alliance will produce a proof of concept model for national scale-up with measurable outcomes for varying populations of at-risk high school students.
The Alliance will strive to translate and further develop the LINKS framework within the context of each of the varied institutional environments, resulting in a more robust model that draws from the strengths of all of the schools with a core focus and range of applications. The project will create a diverse collegial community dedicated to bridging the gap between P-12 and higher education learning environments. It also will implement a clearly-articulated and successful collaboration among the four institutions that will provide multiple opportunities to share best practices, engage in cross-institution dialog, and leverage each member's strengths to enhance and further develop the LINKS framework.
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TEAM MEMBERS:
Beth OlivaresLaurel SangerJason AdsitKathryn DimidukWendi Heinzelman
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 LawlessDonald WinkLudwig Carlos NitscheAixa AlfonsoJeremiah Abiade
The Bay Area Regional Collaboration to Expand and Strengthen STEM (RECESS) is a regional, unified STEM continuum effort from preschool through graduate school and career. RECESS is based on successful collective impact efforts in other fields and employs a participatory action research (PAR) approach to broaden participation in STEM. In the PAR framework, youth and their families will help to define the issues and develop expertise about community needs through a shared research process.
RECESS introduces participatory action research as an innovative element to the collective impact social agency framework. The intent is to determine the extent to which the engagement and involvement of the students and communities targeted can effectively shape the function of the collective impact network of organizations.
During the two year planning phase, RECESS (a) conducts a comprehensive needs assessment and gap analysis; (b) establishes a functioning organization of stakeholders with a common agenda and governance model; and (c) develops a detailed action plan. It is a significant contribution to the body of knowledge on effective and innovative collective impact structures designed to promote STEM education and participation.
The Morgan State University INCLUDES project will build on an existing regional partnership of four Historically Black Colleges and Universities that are working together to improve STEM outcomes for middle school minority male students that are local to Morgan State in Baltimore, North Carolina A&T in Greensboro, Jackson State in Mississippi, and Kentucky State in Frankfort. Additional partners include SRI International, the National CARES Mentoring Network, and the Verizon Foundation. Using the collective impact-style approaches such as planning and implementing a Network Improvement Community (NIC), developing a shared agenda and implementing mutually reinforcing activities, these partners will address two common goals: (1) Broaden the participation of underrepresented minority males in science and engineering through educational experiences that prepare them for careers in STEM fields; and (2) Create a Network Improvement Community focused on STEM achievement in minority males. Program elements include high-quality instruction in STEM content, mentoring, and professional development. The project will expand to include eight additional partners (six HBCUs and two Hispanic-Serving Institutions) and schools and districts in communities local to their campuses. The INCLUDES pilot will help scale innovations that target impacting minorities in STEM.
The project will develop STEM learning pathways for middle school minority males by harnessing the collective impact of 12 university partners, local K-12 schools and districts with which they partner, and surrounding community organizations and businesses with a vested interest in achieving common goals. Products will include a roadmap for addressing the problem through a Network Improvement Community, a website that will contribute to the knowledge base regarding effective strategies for enhancing STEM educational opportunities for minority males, and common metrics, assessments, and shared measurement systems that will be used to measure the collective impact of the Network Improvement Community.
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TEAM MEMBERS:
Jumoke Ladeji-OsiasCindy ZikerGeneva HaertelKamal AliAyanna GillDerrick GilmoreClay Gloster
This is a two-year "Inclusion across the Nation of Communities of Learners of Underrepresented Discoverers in Engineering and Science" (INCLUDES) Design and Development Launch Pilot targeting high school students in the Hudson Valley, including the New York Metropolitan Area. It will support a network of institutional partners that are committed to providing internship and mentoring opportunities to youths interested in authentic research projects. The proposed work will build on a current research immersion program--the Secondary School Field Research Program (SSFRP) at Columbia University's Lamont-Doherty Earth Observatory. SSFRP serves high school students, mainly from underrepresented and underserved communities, who work with college students, science teachers, and researchers around a specific science problem. Over the past decade, the program has had demonstrable impact, including attendance to college, and students' selection of STEM majors. Tracking data indicates that retention rates of its alumni in four-year colleges are well above the norm, and a significant fraction of early participants are now in graduate programs in science or engineering. The program has surpassed all expectations in its effectiveness at engaging underserved populations in science and promoting entry into college, recruitment into STEM majors, and retention through undergraduate and into graduate studies. Hence, the project's overall goal will be to extend and adapt the research-immersive summer internship model through an alliance with peer research institutions, school districts and networks, public land and resource management agencies, private funding agencies, informal educational institutions, and experts in pedagogical modeling, metrics, and evaluation. Focused on earth and environmental sciences, the summer and year-round mentoring model will allow high school students to work in research teams led by college students and teachers under the direction of research scientists. The mentoring model will be multilayered, with peer, near-peer, and researcher-student relationships interweaving throughout the learning process.
The project has formulated a set of testable explanatory hypotheses: (1) Beyond specific subject knowledge, success rests on increased student engagement in a community of practice, with near-peer mentors, teachers, and scientists in the context of scientific research; (2) The intensity of engagement also shifts the students' vision of their future to include higher education, and specifically to imagine and move toward a STEM career; and (3) Early engagement, before students attend college, is critical because high school is where students form patterns of engagement and capacities related to science learning. Thus, the immediate goal of the two-year plan will be to create approximately 11 research internship programs focused on earth and environmental sciences, and to build the networks for growth through engagement with a wider community of educational partners. The main focus of this approach will be removing barriers between high school students and STEM organizations, and adapting the current mentoring model at Columbia University to the specific cultures of other research groups and internship programs throughout the lower Hudson Valley. The team has already assembled a diverse set of partners committed to broadening participation in STEM using a collective impact approach to early engagement in project-based learning. Research partners will provide the mentors, research projects, and laboratory facilities. The educational network partners will provide access for students, particularly those from under-resourced communities to participate, as well as participation opportunities for interested teachers. Informal learning organizations will provide access to field and research sites, along with research dissemination opportunities. In Year 1, the project will conduct a series of development workshops for partners already in place and foster the formation of new partnership clusters according to shared interest, complementary resources and geographic proximity. The workshops will provide a forum for partners to learn about each other's visions, values, challenges, and existing structures, while working through theoretical and practical issues related to STEM engagement for young investigators. In Year 2, the project will target the implementation of the internship programs at various sites according to the agreed-upon goals, program model, research projects, recruitment and retention strategy, staff training, data collection, and evaluation plans. An external evaluator will address both the formative and summative evaluation of the effort directed toward examining the three project's hypotheses concerning the educational impacts of scientific research on student engagement, extent of the immersion, and overall effectiveness of the programs.
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TEAM MEMBERS:
Robert NewtonLuo Cassie XuMargie TurrinEinat LevMatthew Palmer
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.
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.