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resource project Public Programs
Increasingly, the prosperity, innovation and security of individuals and communities depend on a big data literate society. Yet conspicuously absent from the big data revolution is the field of teaching and learning. The revolution in big data must match a complementary revolution in a new kind of literacy, through a significant infusion of STEM education with the kinds of skills that the revolution in 21st century data-driven science demands. This project represents a concerted effort to determine what it means to be a big data literate citizen, information worker, researcher, or policymaker; to identify the quality of learning resources and programs to improve big data literacy; and to chart a path forward that will bridge big data practice with big data learning, education and career readiness.

Through a process of inquiry research and capacity-building, New York Hall of Science will bring together experts from member institutions of the Northeast Big Data Innovation Hub to galvanize big data communities of practice around education, identify and articulate the nature and quality of extant big data education resources and draft a set of big data literacy principles. The results of this planning process will be a planning document for a Big Data Literacy Spoke that will form an initiative to develop frameworks, strategies and scope and sequence to advance lifelong big data literacy for grades P-20 and across learning settings; and devise, implement, and evaluate programs, curricula and interventions to improve big data literacy for all. The planning document will articulate the findings of the inquiry research and evaluation to provide a practical tool to inform and cultivate other initiatives in data literacy both within the Northeast Big Data Innovation Hub and beyond.
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resource project Professional Development, Conferences, and Networks
The scientific community has been under increasing pressure from policymakers and the public to explain how research contributes to the public good. The community has emphasized two distinct approaches to explaining its operations and value. The first is the use of narratives that can make the work of science more accessible and engaging to nonscientists. The other is the use of new data mining and analysis methods to document quantitatively the complex paths by which research progresses and eventually contributes to a variety of societal goals. While both of these approaches have proved useful, the goal of this workshop is to explore ways that they might be combined into a hybrid approach that will be even more effective.

This workshop will assemble experts in the narrative and data-driven science communication approaches with leading science researchers to discuss how these various perspectives can be merged to define a template for a type of communication that encompasses the appeal of narrative, the rigor of new analytic data, and the understanding of how science works in practice.
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TEAM MEMBERS: Kevin Finneran
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 Public Programs
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 Newton Luo Cassie Xu Margie Turrin Einat Lev Matthew Palmer
resource project Professional Development, Conferences, and Networks
Most experimental studies in the behavioral sciences rely on college students as participants for reasons of convenience, and most take place in North America and Europe. As a result, studies are only sampling from a narrow range of human experiences. The results of these studies have limited generalizability, failing to reflect the full range of mental and behavioral phenomena across diverse cultures and backgrounds. However sampling from broader populations is challenging, due to limited opportunities and access, heightened cost, and the need for specific knowledge about how to adapt research protocols to different communities. The goal of this workshop is to develop some tools and guidelines to help researchers overcome barriers to broader sampling, and to incentivize doing so through better institutional support.

The goal of this workshop is to develop tools to support and encourage increased robustness and generalizability in the experimental behavioral sciences. The meeting is dedicated to identifying and developing potential solutions to the so-called "WEIRD people" problem: the fact that most experimental behavioral science research is conducted with members of WEIRD populations (Western, Educated, Industrialized, Rich Democracies). The discovery that much of this research fails to generalize to broader populations and fails to capture the range of human patterned variation in thought and behavior creates a pressing need for research approaches to be more inclusive. Although there are researchers throughout the world who have developed effective models for overcoming these limitations, there are significant barriers to achieving robust and generalizable experimental behavioral research for most researchers. This workshop will bring together scholars from a range of disciplines whose research represents positive case studies of how to overcome these barriers. The participants aspire to accomplish three goals: 1) develop tools and training materials to help researchers enhance diversity in their research populations, 2) develop infrastructure solutions for connecting researchers across diverse contexts and populations, and 3) develop a set of recommendations for institutional changes to support enhancing diversity in experimental behavioral science through manuscript, grant, and tenure review.
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TEAM MEMBERS: Douglas Medin Daniel Hruschka Lera Boroditsky Cristine Legare
resource research Media and Technology
Science is a way of knowing about the world. At once a process, a product, and an institution, science enables people to both engage in the construction of new knowledge as well as use information to achieve desired ends. Access to science—whether using knowledge or creating it—necessitates some level of familiarity with the enterprise and practice of science: we refer to this as science literacy. Science literacy is desirable not only for individuals, but also for the health and well- being of communities and society. More than just basic knowledge of science facts, contemporary
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TEAM MEMBERS: Catherine Snow Kenne Dibner
resource research Media and Technology
STEM Pathways is a collaboration between five Minnesota informal STEM (science, technology, engineering, and mathematics) education organizations—The Bakken Museum, Bell Museum of Natural History, Minnesota Zoo, STARBASE Minnesota, and The Works Museum—working with Minneapolis Public Schools (MPS) and advised by the Minnesota Department of Education. STEM Pathways (logo shown in Figure 1) aims to provide a deliberate and connected series of meaningful in-school and out-of-school STEM learning experiences to strengthen outcomes for students, build the foundation for a local ecosystem of STEM
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TEAM MEMBERS: Steven Walvig Beth Murphy Melanie Peters Abby Moore
resource research Media and Technology
Over the past ten years, investments in infrastructure for informal STEM education and science communication have resulted in significant growth in the number and variety of resources and depth of expertise available to members of the STEM research community wishing to develop outreach, engagement and broader impacts activities. This report/white paper recounts some of the developments that led to the existing synergy between Informal STEM Education (ISE), science communication, and STEM research, provides examples of infrastructure and resources that support this work, and identifies areas of
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resource research Media and Technology
These blog posts were written by researcher Andee Rubin in 2013 & 2014 as a way to provide technical assistance to investigators planning to carry out research in informal settings. The first post provides a history of human subjects protection as it emerged from medical research and thoughts about the application of these principles to informal settings. The second discusses the set of federally-mandated rules that Institutional Review Boards (IRBs) use to protect human subjects and describes how and when researchers need to seek IRB approval for their work. The third describes techniques for
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TEAM MEMBERS: Andee Rubin