This project seeks to apply explainable artificial intelligence to the challenge of personalizing training for adult citizen scientists. The approach will be developed in the context of the Native Bee Watch (NBW) biodiversity monitoring project that began in 2016 at Colorado State University.
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TEAM MEMBERS:
Sarath SreedharanNikhil KrishnaswamyJill ZarestkyNathaniel Blanchard
This project aims to (1) advance understanding of sociotechnical ecosystems involving AI to support diasporic urban farming; (2) collaboratively develop AI-based technologies that better integrates and sustains technological gains with diasporic knowledge, and (3) systematically assess the impact of AI-based farming technologies on diasporic communities and industrial partners.
Structural inequities contribute to the disproportionate incarceration of Black and African American women, as well as women from the working class. This project will work toward redressing these inequities through developing and researching an ecosystem designed to support formerly incarcerated women's transition into careers that require technology-based skills or computational thinking.
Stark inequities evident in the low representation of Black women in Science, Technology, Engineering, Mathematics, and Medicine (STEMM) careers persist despite considerable investment in the diversification of the education-to-workplace STEMM pipeline. College participation rates of Black women measure 4-5% of all degrees in biological and physical sciences, 2-3% of degrees in computer science and math, and roughly 1% in engineering. Ultimately, Black women make up only 2.5% of the workforce in STEMM-related fields, indicating that they chronically experience stalled professional advancement. Because there are so few longitudinal studies in either formal or informal settings, educators and researchers lack critical insights into why BA/BS credentialed Black women drop out of STEMM careers at high rates upon entering the workforce. This Research in Service to Practice project will conduct a longitudinal examination of key professional outcomes and life trajectories among adult Black women who enrolled Women in Natural Sciences (WINS), a 40-year-old out-of-school time (OST) high school STEM enrichment program. Prior research on WINS documents that alumnae outperform national averages on all metrics related to STEMM advancement up through college graduation. This study will test the hypothesis that such success continues for these cohorts as they pursue life goals and navigate the workforce. Findings from this study will promote the progress of science, pivotal to NSF’s mission as the project builds knowledge about supportive and frustrating factors for Black women in STEMM careers. Strategic impact lies in the novel participant-centered research methods that amplify Black women’s voices and increase both accuracy and equity in informal STEM learning research.
This research probes the experiences of Black women at a critical phase of their workforce participation when BS/BA credentialed WINS alumnae establish their careers (ages 26-46). The team will conduct a longitudinal comparative case study of outcomes and life trajectories among 20 years of WINS cohorts (1995-2015). Research questions include (1) What do the life-journey narratives of WINS alumnae in adulthood reveal about influential factors in the socio-cultural ecological systems of Black women in STEMM? (2) What are the long-term outcomes among WINS women regarding education, STEMM and other careers, socio-economic status, and STEMM self-efficacy and interest? How do these vary? (3) What salient program elements in WINS are highlighted in alumnae narratives as relevant to Black women’s experiences in adulthood? How do these associations vary? (4) How do selected outcomes (stated in RQ2) and life story narratives among non-enrolled applicants compare to program alumnae? and (5) How do salient components in the WINS program associate with socio-cultural factors in regard to Black women’s careers and other life goals? Participants include 100 Black WINS alumnae as an intervention group and a matched comparison group of 100 Black women who successfully applied to the WINS program but did not or could not enroll. Measurable life outcomes and life trajectory narratives with maps of experiences from both groups will be studied via a convergent mixed methods design inclusive of quantitative and qualitative analyses. Comparisons of outcomes and trajectories will be made between the study groups. Further, associations between alumnae’s long-term outcomes and how they correlate their WINS experiences with other socio-cultural factors in their lives will be identified. It is anticipated that findings will challenge extant knowledge and pinpoint the most effective characteristics of and appropriate measures for studying lasting impacts of OST STEMM programs for Black women and girls. The project is positioned to contribute substantially to national efforts to increase participation of Black women in STEMM.
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TEAM MEMBERS:
Ayana Allen-HandyJacqueline GenovesiLoni Tabb
Creating science education that can contribute to cultivating just, culturally thriving, and sustainable worlds is an important issue of our time. Indigenous peoples have persistently been under-represented in science reproducing inequalities in a myriad of ways from educational attainment, participation in and contributing to innovations in foundational knowledge, to effective policy making that upholds and respects Indigenous sovereignty. The development of models of science education that attend to intersections of knowledge and development, socio-scientific decision-making and civic leadership, and the complexities and contradictions of these realities, is imperative. This five-year Innovations in Development project broadens participation and strengthens infrastructure and capacity for Indigenous learners to meet, adapt to, and lead change in relation to the socio-ecological challenges of the 21st century. The project engages multi-sited community-based design studies to develop and research the impacts of Indigenous informal field-based science education with three Indigenous leadership communities from the Pacific Northwest and the Great Lakes. This project will have broader impacts through model development, building infrastructure to transform the capacity of informal field-based science education, and will produce cutting edge foundational knowledge about pressing 21st century issues with a particular focus on Indigenous communities. The project increases Indigenous participation in research through 1) engagement of Indigenous community members as research assistants, 2) training of Indigenous graduate fellows, and post-doctoral fellows, and 3) supporting the careers of more junior Indigenous scholars.
This research seeks to identify key design features of an Indigenous field (land/water) based model of science education and to understand how learners’ and educators’ reasoning, deliberation, decision-making, and leadership about complex socio-ecological systems and community change evolve in such learning environments. The project also examines key aspects of co-design and partnership with Tribal communities and how these methods of co-production of new science enable new capacities for systems transformation. This multi-layered project is organized through 3 panels of studies including: Panel 1) community-based design experiments to develop and refine a model of Indigenous informal science education; Panel 2) co-design and implementation of professional learning programs for Indigenous informal science education; and Panel 3) foundational studies in cognition and learning with respect to socio-ecological systems thinking and the impact on learning and instructional practices. Of particular importance in this research is the rigorous development and articulation of effective pedagogical practices and orientations. More broadly, findings will have clear implications for theories of cognitive development, deliberation and environmental decision making and especially those pertaining to how knowledge is shaped by culture and experience.
This project is funded by the Advancing Informal STEM Learning (AISL) program.
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TEAM MEMBERS:
Filiberto Barajas-LopezAnna LeesMegan BangAnna LeesFiliberto Barajas-Lopez