This paper contributes a theoretical framework informed by historical, philosophical and ethnographic studies of science practice to argue that data should be considered to be actively produced, rather than passively collected. We further argue that traditional school science laboratory investigations misconstrue the nature of data and overly constrain student agency in their production. We use our “Data Production” framework to analyze activity of and interviews with high school students who created data using sensors and software in a ninth-grade integrated science class. To understand the
The RASOR project is designed to increase engagement of students from rural Alaska communities in biomedical/STEM careers. Rural Alaskan communities are home to students of intersecting identities underrepresented in biomedical science, including Alaska Native, low-income, first generation college, and rural. Geographic isolation defines these communities and can limit the exposure of students to scientifically-minded peers, professional role models, and science career pathways. However these students also have a particularly strong environmental connection through subsistence and recreational activities, which makes the one-health approach to bio-medicine an intuitive and effective route for introducing scientific research and STEM content. In RASOR, we will implement place-based mentored research projects with students in rural Alaskan communities at the high school level, when most students are beginning to seriously consider career paths. The biomedical one-health approach will build connections between student experiences of village life in rural Alaska and biomedical research. Engaging undergraduate students in research has proved one of the most successful means of increasing the persistence of minority students in science (Kuh 2008). Furthermore, RASOR will integrate high school students into community-based participatory research (Israel et al. 2005). This approach is designed to demonstrate the practicality of scientific research, that science has the ability to support community and cultural priorities and to provide career pathways for individual community members. The one-health approach will provide continuity with BLaST, an NIH-funded BUILD program that provides undergraduate biomedical students with guidance and support. RASOR will work closely with BLaST, implementing among younger (pre-BLaST) students approaches that have been successful for retaining rural Alaska students along STEM pathways and tracking of post-RASOR students. Alaska Native and rural Alaska students are a unique and diverse population underrepresented in biomedical science and STEM fields.
Exploratorium’s The Phenomenal Genome: Evolving Public Understanding of Genetics in the Post-Mendelian Era project addresses the increasing need to develop genomic literacy in the public at large. The explosion of genomics research over the past two decades has led to an increasingly complex picture of the determinants of human health and human phenotypes, and the applications of this research are now making their way into the clinic, the media, and the hands of consumers. The goal of this project is to create a model for increasing genomic literacy through Informal Science Education programming (ISE), creating a pathway for better decision making for the health of individuals and society at large. The Phenomenal Genome focuses on general science museum visitors and teachers of middle and high school students.
The core of the Exploratorium’s approach to science education is the creation of intriguing, provocative and investigable phenomena that are experienced directly and personally through exhibits, facilitated explorations, programs, and teacher professional development. Over two years, we will develop, test, and iterate inquiry-based professional development to help teachers develop understanding and integrate the principles of contemporary genomics and genetics into their classrooms. 120 middle and high school teachers will be served during this period, and many more beyond that, as the activities and workshops developed become a regular part of our teacher professional development programming. A learning scientist specializing in teacher learning will conduct research to determine which approaches and experiences are most effective for this context, and why.
In a parallel process, we will develop and test exhibits and experiences on the museum floor for museum visitors, using a similar iterative process of prototype testing with an embedded learning scientist to study visitor learning. We plan to define the approaches that work across audiences and contexts, as well as those that work best in particular contexts.
Through this work, we will develop new resources for teaching and learning contemporary genomics and genetics, and identify promising practices in communicating contemporary genomics and genetics in informal spaces across audiences. We will disseminate our findings via conferences, peer-reviewed articles, and workshops for the ISE community.
This video presents reflections on SCIENCES: Supporting a Community’s Informal Education Needs—Confidence and Empowerment in STEM. SCIENCES brought together Eden Place Nature Center and the Chicago Zoological Society to collaboratively support environmental conservation and lifelong scientific learning in the Fuller Park neighborhood of Chicago.
The SCIENCES project began in 2013 and focused on adapting existing educational programs into a suite of environmentally focused science learning opportunities for professional, student, and public audiences in the Fuller Park neighborhood
The summative evaluation documents and articulates what SCIENCES has improved or changed, and in what ways. The final design of the summative evaluation was based on findings from the front-end and formative evaluations, including using participatory evaluation techniques to engage community members in discussing their experience with the programs and assessment of community needs and assets at the close of the project.
The goal of the summative evaluation was to address discrete program impacts in the context of the project, as well as the cross-program impact of providing a thematically
Growing Beyond Earth (GBE) is Fairchild’s NASA-funded classroom science project designed to advance research on growing plants aboard spacecraft. As NASA looks toward a long term human presence beyond Earth orbit, there are specific science, technology, engineering, and math (STEM) challenges related to food production. GBE is addressing those challenges by expanding the diversity and quality of edible plants that can be grown in space. On Earth, GBE is also improving technologies for gardening in urban, indoor, and other resource-limited settings.
GBE is unique in its focus on real
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TEAM MEMBERS:
Marion LitzingerCatherine RaymondCarl LewisAmy Padolf
Biology has become a powerful and revolutionary technology, uniquely poised to transform and propel innovation in the near future. The skills, tools, and implications of using living systems to engineer innovative solutions to human health and global challenges, however, are still largely foreign and inaccessible to the general public. The life sciences need new ways of effectively engaging diverse audiences in these complex and powerful fields. Bio-Tinkering Playground will leverage a longtime partnership between the Stanford University Department of Genetics and The Tech Museum of Innovation to explore and develop one such powerful new approach.
The objective of Bio-Tinkering Playground is to create and test a groundbreaking type of museum space: a DIY community biology lab and bio-makerspace, complete with a unique repertoire of hands-on experiences. We will tackle the challenge of developing both open-ended bio-making activities and more scaffolded ones that, together, start to do for biology, biotech, and living systems what today’s makerspaces have done for engineering.
A combined Design Challenge Learning, making, and tinkering approach was chosen because of its demonstrated effectiveness at fostering confidence, creative capacity, and problem solving skills as well as engaging participants of diverse backgrounds. This educational model can potentially better keep pace with the emerging and quickly evolving landscape of biotech to better prepare young people for STEM careers and build the next generation of biotech and biomedical innovators.
Experience development will be conducted using an iterative design process that incorporates prototyping and formative evaluation to land on a final cohort of novel, highly-vetted Bio-Tinkering Playground experience. In the end, the project will generate a wealth of resources and learnings to share with the broader science education field. Thus, the impacts of our foundational work can extend well beyond the walls of The Tech as we enable other educators and public institutions around the world to replicate our model for engagement with biology.
This project will examine the characteristics and outcomes of a large sample of environmental education field trip programs for youth to elucidate program characteristics that most powerfully influence 21st century learning outcomes. Environmental education programs for youth, particularly day-long school trip programs, are popular and reside at the intersection of formal and informal STEM education. Such field trips provide opportunities for diverse audiences to participate in shared learning experiences, but current understanding of what leads to success in these programs is limited. This large-scale study will address this gap in knowledge by investigating the linkages between program characteristics and participant outcomes for at least 800 single-day environmental education field trip programs for youth in grades 5-8, particularly programs for diverse and underserved audiences. This study will result in the identification of evidence-based practices that will inform future program design for a wide variety of settings, including nature centers, national parks, zoos, museums, aquaria, and other locations providing informal environmental education programs.
This Research in Service to Practice study is guided by two research questions: 1) What program characteristics (context, design, and delivery) most powerfully influence learner self-determination and learner outcomes? And 2) Do the most influential program characteristics differ across diverse and underserved audiences (e.g. African American, Hispanic/Latino, economically disadvantaged) and contexts (e.g. rural versus urban)? This project will examine a wide range of program-related factors, including pedagogical approaches and contextual characteristics. A valid and reliable protocol for observing 78 program characteristics hypothesized to influence learner outcomes developed by a previous project will be used to systematically sample and observe 500 single-day environmental education field trip programs for youth in grades 5-8 distributed across at least 40 U.S. states and territories. Programs for diverse and underserved youth will be emphasized, and a diverse set of programs in terms of program type and context will be sought. Data from this sample will be combined with those of an existing sample of 334 programs provided by over 90 providers. The final combined sample of over 800 programs will provide sufficient statistical power to confidently identify which program components are most consistently linked with learning outcomes. This sample size will also enable stratification of the sample for examination of these relationships within relevant subpopulations. Principal component analyses will be used to reduce data in theoretically meaningful and statistically valid ways, and multilevel structural equation modeling will be employed to examine the influences of both participants' individual characteristics and program and context characteristics on participant outcomes. Since one research question focuses on whether program outcomes are the same across different audiences, the project will include at least 200 programs for each of three specific audiences to ensure sufficient statistical power for confidence in the results: primarily African American, primarily Hispanic/Latino, and primarily White.
This project is funded by the National Science Foundation's (NSF's) Advancing Informal STEM Learning (AISL) program, which supports innovative research, approaches, and resources for use in a variety of learning settings.
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TEAM MEMBERS:
Robert PowellMarc SternBrandon Frensley
American Indian and Alaska Native communities continue to disproportionately face significant environmental challenges and concerns as a predominately place-based people whose health, culture, community, and livelihood are often directly linked to the state of their local environment. With increasing threats to Native lands and traditions, there is an urgent need to promote ecological sustainability awareness and opportunities among all stakeholders within and beyond the impacted areas. This is especially true among the dozens of tribes and over 50,000 members of the Coast Salish Nations in the Pacific Northwest United States. The youth within these communities are particularly vulnerable. This Innovations in Development project endeavors to address this serious concern by implementing a multidimensional, multigenerational model aimed at intersecting traditional ecological knowledge with contemporary knowledge to promote: (a) environmental sustainability awareness, (b) increased STEM knowledge and skills across various scientific domains, and (c) STEM fields and workforce opportunities within Coast Salish communities. Building on results from a prior pilot study, the project will be grounded on eight guiding principles. These principles will be reflected in all aspects of the project including an innovative, culturally responsive toolkit, curriculum, museum exhibit and programming, workshops, and a newly established community of practice. If successful, this project could provide new insights on effective mechanisms for not only promoting STEM knowledge and skills within informal contexts among Coast Salish communities but also awareness and social change around issues of environmental sustainability in the Pacific Northwest.
Over a five-year period, the project will build upon an extant curriculum and findings codified in a pilot study. Each aspect of the pilot work will be refined to ensure that the model established in this Innovations and Development project is coherent, comprehensive, and replicable. Workshops and internships will prepare up to 200 Coast Salish Nation informal community educators to implement the model within their communities. Over 2,500 Coast Salish Nation and Swinomish youth, adults, educators, and elders are expected to be directly impacted by the workshops, internships, curriculum and online toolkit. Another 300 learners of diverse ages are expected to benefit from portable teaching collections developed by the project. Through a partnership with the Washington State Burke Natural History Museum, an exhibit and museum programming based on the model will be developed and accessible in the Museum, potentially reaching another 35,000 people each year. The project evaluation will assess the extent to which the following expected outcomes are achieved: (a) increased awareness and understanding of Indigenous environmental sustainability challenges; (b) increased skills in developing and implementing education programs through an Indigenous lens; (c) increased interest in and awareness of the environmental sciences and other STEM disciplines and fields; and (d) sustainable relationships among the Coast Salish Nations. A process evaluation will be conducted to formatively monitor and assess the work. A cross cultural team, including a recognized Coast Salish Indigenous evaluator, will lead the summative evaluation. The project team is experienced and led by representatives from the Swinomish Indian Tribal Community, Oregon State University, Garden Raised Bounty, the Center for Lifelong STEM Learning, the Urban Indian Research Institute, Feed Seven Generations, and the Burke Museum of Natural History and Culture.
This project is funded by the National Science Foundation's (NSF's) Advancing Informal STEM Learning (AISL) program, which supports innovative research, approaches, and resources for use in a variety of learning settings.
A team of experts from five institutions (University of Minnesota, Adler Planetarium, University of Wyoming, Colorado State University, and UC San Diego) links field-based and online analysis capabilities to support citizen science, focusing on three research areas (cell biology, ecology, and astronomy). The project builds on Zooniverse and CitSci.org, leverages the NSF Science Gateways Community Institute, and enhances the quality of citizen science and the experience of its participants.
This project creates an integrated Citizen Science Cyberinfrastructure (CSCI) framework that expands the capacity of research communities across several disciplines to use citizen science as a suitable and sustainable research methodology. CSCI produces three improvements to the infrastructure for citizen science already provided by Zooniverse and CitSci.org:
Combining Modes - connecting the process of data collection and analysis;
Smart Assignment - improving the assignment of tasks during analysis; and
New Data Models - exploring the Data-as-Subject model. By treating time series data as data, this model removes the need to create images for classification and facilitates more complex workflows. These improvements are motivated and investigated through three distinct scientific cases:
Biomedicine (3D Morphology of Cell Nucleus). Currently, Zooniverse 'Etch-a-Cell' volunteers provide annotations of cellular components in images from high-resolution microscopy, where a single cell provides a stack containing thousands of sliced images. The Smart Task Assignment capability incorporates this information, so volunteers are not shown each image in a stack where machines or other volunteers have already evaluated some subset of data.
Ecology (Identifying Individual Animals). When monitoring wide-ranging wildlife populations, identification of individual animals is needed for robust estimates of population sizes and trends. This use case combines field collection and data analysis with deep learning to improve results.
Astronomy (Characterizing Lightcurves). Astronomical time series data reveal a variety of behaviors, such as stellar flares or planetary transits. The existing Zooniverse data model requires classification of individual images before aggregation of results and transformation back to refer to the original data. By using the Data-as-Subject model and the Smart Task Assignment capability, volunteers will be able to scan through the entire time series in a machine-aided manner to determine specific light curve characteristics.
The team explores the use of recurrent neural networks (RNNs) to determine automated learning architectures best suited to the projects. Of particular interest is how the degree to which neighboring subjects are coupled affects performance. The integration of existing tools, which is based on application programming interfaces (APIs), also facilitates further tool integration. The effort creates a citizen science framework that directly advances knowledge for three science use cases in biomedicine, ecology, and astronomy, and combines field-collected data with data analysis. This has the ability to solve key problems in the individual applications, as well as benefiting the research of the dozens of projects on the Zooniverse platform. It provides benefits to researchers using citizen scientists, and to the nearly 1.6 million citizen scientists themselves.
This award by the Office of Advanced Cyberinfrastructure is jointly supported by the Division of Research on Learning in Formal and Informal Settings, within the NSF Directorate for Education and Human Resources.
This project is funded by the National Science Foundation's (NSF's) Advancing Informal STEM Learning (AISL) program, which supports innovative research, approaches, and resources for use in a variety of learning settings.
This game is used to measure whether program participation helps to evelop the child’s ability to accurately predict or infer an animal’s emotional state.