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resource research Public Programs
New York City is a leader in Open Data initiatives, and has a large and diverse population. This project studies informal data science learning at workshops and trainings associated with NYC’s open data ecosystem. This poster was presented at the 2021 NSF AISL Awardee Meeting.
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TEAM MEMBERS: Oded Nov Camillia Matuk Graham Dove
resource research Media and Technology
The news arguably serves to inform the quantitative reasoning (QR) of news audiences. Before one can contemplate how well the news serves this function, we first need to determine how much QR typical news stories require from readers. This paper assesses the amount of quantitative content present in a wide array of media sources, and the types of QR required for audiences to make sense of the information presented. We build a corpus of 230 US news reports across four topic areas (health, science, economy, and politics) in February 2020. After classifying reports for QR required at both the
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TEAM MEMBERS: John Voiklis Jena Barchas-Lichtenstein Elizabeth Attaway Uduak G. Thomas Shivani Ishwar Patti Parson Laura Santhanam Isabella Isaacs-Thomas
resource project Public Programs
This AISL Pilots and Feasibility project will study the data science learning that takes place as members of the public explore and analyze open civic data related to their everyday lives. Government services, such as education, transportation, and non-emergency municipal requests, are becoming increasingly digital. Generally, program workshops and events may be able to support participants in using such data to answer their own questions, such as: "How do City agencies respond to noise in my neighborhood?" and "How do waste and recycling services in my neighborhood compare with others?" This project seeks to understanding how such programs are designed and facilitated to support diverse communities in accessing and meaningfully analyzing data will promote innovation and knowledge building in informal data science education. The team will begin by summarizing best practices in data science education from a variety of fields. Next they will explore the design and impacts of two programs in New York City, a leader in publicly available Open Data initiatives. This phase will explore activities and facilitation approaches, participants' objectives and data literacy skills practice, and begin to identify potential barriers to entry and levels of participation. Finally, the team will build capacity for other similar organizations to explore and understand their impacts on community members' engagement with civic data. This pilot study will establish preliminary evidence of the effectiveness of these programs, and in turn, inform future research into the identifying and amplifying best practices to support public engagement with data.

This research team will begin by synthesizing data science learning best practices based on varied literatures and surveys with academic and practitioner experts.

Synthesis results will be applied as a lens to gather preliminary evidence regarding the impacts of two programs on participants' data science practices and understanding of the nature of data in the context of civics. The programs include one offered by the Mayor's Office of Data Analytics (MODA), which is the NYC agency with overall responsibility for the City's Open Data programs, and BetaNYC, a leading nonprofit organization working to improve lives through civic design, technology, and engagement with government open data. The research design triangulates ethnographic observations and artifacts, pre and post adapted surveys, and interviews with participants and facilitators. Researchers will identify programmatic metrics and adapts existing measures to assess various outcomes related to public engagement with data, including: question formulation, data set selection and manipulation, the use of data to make inferences, and understanding variability, sampling and context. These metrics will be shared through an initial assessment framework for data science learning in the context of community engagement with civic open data. Researchers will also begin to identify barriers to broader participation through literature synthesis, interviews with participants and facilitators, and conversations with other organizations in our networks, such as NYC Community Boards. Findings will determine the suitability of the programs under study and inform future research to identify and amplify best practices in supporting public engagement with data.

This project is funded by the NSF Advancing Informal STEM Learning program, which seeks to advance new approaches to, and evidence-based understanding of, the design and development of STEM learning in informal environments. This includes providing multiple pathways for broadening access to and engagement in STEM learning experiences, advancing innovative research on and assessment of STEM learning in informal environments, and developing understandings of deeper learning by participants.

This Pilots and Feasibility Studies award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
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TEAM MEMBERS: Oded Nov Camilia Matuck Graham Dove
resource project Media and Technology
This Research Advanced by Interdisciplinary Science and Engineering (RAISE) project is supported by the Division of Research on Learning in the Education and Human Resources Directorate and by the Division of Computing and Communication Foundations in the Computer and Information Science and Engineering Directorate. This interdisciplinary project integrates historical insights from geometric design principles used to craft classical stringed instruments during the Renaissance era with modern insights drawn from computer science principles. The project applies abstract mathematical concepts toward the making and designing of furniture, buildings, paintings, and instruments through a specific example: the making and designing of classical stringed instruments. The research can help instrument makers employ customized software to facilitate a comparison of historical designs that draws on both geometrical proofs and evidence from art history. The project's impacts include the potential to shift in fundamental ways not only how makers think about design and the process of making but also how computer scientists use foundational concepts from programming languages to inform the representation of physical objects. Furthermore, this project develops an alternate teaching method to help students understand mathematics in creative ways and offers specific guidance to current luthiers in areas such as designing the physical structure of a stringed instrument to improve acoustical effect.

The project develops a domain-specific functional programming language based on straight-edge and compass constructions and applies it in three complementary directions. The first direction develops software tools (compilers) to inform the construction of classical stringed instruments based on geometric design principles applied during the Renaissance era. The second direction develops an analytical and computational understanding of the art history of these instruments and explores extensions to other maker domains. The third direction uses this domain-specific language to design an educational software tool. The tool uses a calculative and constructive method to teach Euclidean geometry at the pre-college level and complements the traditional algebraic, proof-based teaching method. The representation of instrument forms by high-level programming abstractions also facilitates their manufacture, with particular focus on the arching of the front and back carved plates --- of considerable acoustic significance --- through the use of computer numerically controlled (CNC) methods. The project's novelties include the domain-specific language itself, which is a programmable form of synthetic geometry, largely without numbers; its application within the contemporary process of violin making and in other maker domains; its use as a foundation for a computational art history, providing analytical insights into the evolution of classical stringed instrument design and its related material culture; and as a constructional, computational approach to teaching geometry.

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: Harry Mairson
resource project Higher Education Programs
The Sustainability Teams Empower and Amplify Membership in STEM (S-TEAMS), an NSF INCLUDES Design and Development Launch Pilot project, will tackle the problem of persistent underrepresentation by low-income, minority, and women students in STEM disciplines and careers through transdisciplinary teamwork. As science is increasingly done in teams, collaborations bring diversity to research. Diverse interactions can support critical thinking, problem-solving, and is a priority among STEM disciplines. By exploring a set of individual contributors that can be effect change through collective impact, this project will explore alternative approaches to broadly enhance diversity in STEM, such as sense of community and perceived program benefit. The S-TEAMS project relies on the use of sustainability as the organizing frame for the deployment of learning communities (teams) that engage deeply with active learning. Studies on the issue of underrepresentation often cite a feeling of isolation and lack of academically supportive networks with other students like themselves as major reasons for a disinclination to pursue education and careers in STEM, even as the numbers of underrepresented groups are increasing in colleges and universities across the country. The growth of sustainability science provides an excellent opportunity to include students from underrepresented groups in supportive teams working together on problems that require expertise in multiple disciplines. Participating students will develop professional skills and strengthen STEM- and sustainability-specific skills through real-world experience in problem solving and team science. Ultimately this project is expected to help increase the number of qualified professionals in the field of sustainability and the number of minorities in the STEM professions.

While there is certainly a clear need to improve engagement and retention of underrepresented groups across the entire spectrum of STEM education - from K-12 through graduate education, and on through career choices - the explicit focus here is on the undergraduate piece of this critical issue. This approach to teamwork makes STEM socialization integral to the active learning process. Five-member transdisciplinary teams, from disciplines such as biology, chemistry, computer and information sciences, geography, geology, mathematics, physics, and sustainability science, will work together for ten weeks in summer 2018 on real-world projects with corporations, government organizations, and nongovernment organizations. Sustainability teams with low participation by underrepresented groups will be compared to those with high representation to gather insights regarding individual and collective engagement, productivity, and ongoing interest in STEM. Such insights will be used to scale up the effort through partnership with New Jersey Higher Education Partnership for Sustainability (NJHEPS).
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TEAM MEMBERS: Amy Tuininga Ashwani Vasishth Pankaj Lai
resource project Professional Development, Conferences, and Networks
The American Association for the Advancement of Science (AAAS) and the National Science Foundation (NSF) will continue its collaboration in providing to early- and mid-career scientists and engineers experiential professional development and public service fellowships via the AAAS Science and Technology Fellowship Program. Consistent with the immersion model adopted by AAAS, Fellows at NSF will be selected annually through a competitive process and placed in organizations throughout the Foundation. Fellows will work with NSF staff on a broad range of activities in order to gain insight into how national science and technology policy goals are translated into and reflected by NSF's mission and strategic goals and how and by whom national science and technology policy is driven, shaped and prioritized. NSF fellowship assignments are designed to: educate and expose Fellows to NSF programmatic planning, development and oversight activities in all fields of fundamental research via hands-on engagement; utilize the Fellows' expertise on projects that apprise NSF officials in areas of mutual interest to the Fellow and the host organization; and provide developmental opportunities to inform future career decisions. The program includes an orientation on executive branch and congressional operations, as well as a year-long suite of knowledge- and skill-building seminars involving science, technology and public policy within the federal as well as NSF contexts.

In the long-term, the AAAS Fellowship program seeks to build leadership capacity for a strong national science and engineering enterprise. Upon completion of the Fellowship, Fellows will have gained: a broader understanding and increased insights about the development and execution of federal-level science, technology, engineering and mathematics policies and initiatives as well as how policy and science intersect; enhanced skills in communicating science to support policy development; and a greater capacity to serve more effectively in future leadership roles in diverse environments, including public and policy arenas, academia and the private sector. The ultimate outcome of the Fellowship program experience -- policy savvy science and engineer leaders who understand government and policymaking and are well-trained to develop and execute solutions to address the nation's challenges.
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TEAM MEMBERS: Olga Francois Cynthia Robinson
resource project Media and Technology
Purpose: There is concern about a decline in mathematics achievement scores among U.S. students during the middle school years. For example, while 4th grade U.S. students rank 8th overall on an international mathematics comparison, by 10th grade U.S. student's drop significantly to 25th in the same comparison. Some researchers posit that much of this decline relates to how math is taught in the U.S. and with how students become less engaged as learners in middle school. The purpose of this project is to develop a web-based game to engage 7h grade students in a narrative-based story which will apply learning of content and skills aligned to the Common Core State Standards (CCSS) in mathematics.

Project Activities: During Phase I in 2012, the team developed a functioning prototype and conducted usability and feasibility research with fourteen 7th grade students. Researchers found that the prototype functioned as intended and that students were highly engaged while playing the game. In Phase II, the team will develop a fully-functional user interface with animated characters, interactivity across student users, narrative scripts and accompanying art assets, 36 problem sets, and student and teacher dashboards and databases. After development is complete, a pilot study will examine the usability and feasibility, fidelity of implementation, and the promise of the game to improve math learning. The study will include 120 students in 6 classrooms in three schools, with one classroom per school randomly assigned to use the game and the other half assigned to a business-as-usual control. Analyses will compare student scores on pre and post mathematics measures.

Product: Empires is a web-based game that addresses 36 pre-algebra Common Core State Standards in mathematics for 7th and 8th grades. The game follows a storyline in a recreation of an ancient empire which is at the brink of agricultural revolution and of becoming a trade economy. As students play the game, they engage in math-focused activities to drive the action, such as taxing citizens to learn ratios and proportions, allocating resources to learn percentages, and measuring the distance and time between a neighboring empire by applying the principles of the Pythagorean Theorem. As a socially networked game, students will interact with other students in the class to complete trades that lead to encounters with different math problems. The game will include two helpful, funny, advisors who will scaffold learning through mathematical discourse, arguing over the next most important thing to do. The game design architecture will work on a wide range of computers, including desktops and iPads. A teacher's guide and companion website will provide guidance to classroom activities that complement the game.
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TEAM MEMBERS: Scott Laidlaw
resource project Public Programs
As part of its overall strategy to enhance learning in informal environments, the Advancing Informal STEM Learning (AISL) program funds innovative resources for use in a variety of settings. This proposed effort embraces broad participation by the three Ute tribes, History Colorado, and scientists in the field of archaeology to investigate and integrate traditional ecological knowledge and contemporary Western science. The project will preserve knowledge from the Ute peoples of Colorado and Utah, including traditional technology, ethnobotany, engineering and math. Results from this project will inform educational efforts in similar communities.

This project will build on the long-standing collaborations between History Colorado (HC), the Southern Ute Indian Tribe, Ute Mountain Ute Tribe and Ute Indian Tribe, Uintah & Ouray Reservation, and the Dominguez Archaeological Research Group DARG). HC will implement and evaluate a regional informal learning collaboration focused on Ute traditional and contemporary STEM knowledge serving over 128,000 learners through tribal programs, local history museums and educational networks. This project will advance the understanding of integrated knowledge and the role of Ute people as STEM learners and practitioners. This Informal Science Learning project will increase lifelong STEM learning in rural communities and create a replicable model for collaboration among tribes, history museums, and scientists.
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TEAM MEMBERS: Liz Cook Sheila Goff Shannon Voirol JJ Rutherford
resource research Exhibitions
This essay is an account of the making of England and her Soldiers (1859) by Harriet Martineau and Florence Nightingale. The book is a literary account of the Crimean War, written by Martineau and based on Nightingale’s statistical studies of mortality during the conflict. Nightingale was passionate about statistics and healthcare. Whilst working as a nurse in the Crimea, she witnessed thousands of soldiers die of infectious diseases that might have been prevented with proper sanitation. After the war, she launched a campaign to convince the British government to make permanent reforms to
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TEAM MEMBERS: Iris Veysey
resource research Public Programs
In this article, science center and museum professionals from around the world share ways that they are engaging visitors in hands-on innovation. Work from the following organizations are discussed: Exploratorium, Discovery Center of Idaho, Lawrence Hall of Science, Iridescent, Conner Prairie Interactive History Park, Ideum, Discovery Place, Ontario Science Centre, Bootheel Youth Museum, Science Centre Singapore, Children's Museum of Phoenix, Discovery Museums (Acton, MA), Discovery Center of Springfield, Missouri, Museum of Science, Boston, Questacon--The National Science and Technology
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TEAM MEMBERS: Emily Schuster
resource project Media and Technology
The Virginia Institute of Marine Science (VIMS) and The Watermen's Museum, Yorktown, VA, will produce an underwater robotics research and discovery education program in conjunction with time-sensitive, underwater archeological research exploring recently discovered shipwrecks of General Cornwallis's lost fleet in the York River. The urgency of the scientific research is based upon the dynamic environment of the York River with its strong tidal currents, low visibility, and seasonal hypoxia that can rapidly deteriorate the ships, which have been underwater since 1781. Geophysical experts believe that further erosion is likely once the wrecks are exposed. Given the unknown deterioration rate of the shipwrecks coupled with the constraints of implementing the project during the 2011-2012 school-year, any delays would put the scientific research back at least 18 months - a potentially devastating delay for documenting the ships. The monitoring and studying of the historic ships will be conducted by elementary through high school-aged participants and their teachers who will collect the data underwater through robotic missions using VideoRay Remotely Operated Vehicles (ROVs) and a Fetch Automated Underwater Vehicle (AUV) from a command station at The Watermen's Museum. Students and teachers will be introduced to the science, mathematics, and integrated technologies associated with robotic underwater research and will experience events that occur on a real expedition, including mission planning, execution, monitoring, and data analysis. Robotic missions will be conducted within the unique, underwater setting of the historical shipwrecks. Such research experiences and professional development are intended to serve as a key to stimulating student interest in underwater archeological research, the marine environment and ocean science, advanced research using new technologies, and the array of opportunities presented for scientific and creative problem solving associated with underwater research. A comprehensive, outcomes-based formative and summative, external evaluation of the project will be conducted by Dr. L. Art Safer, Loyola University. The evaluation will inform the project's implementation efforts and investigate the project's impact. The newly formed partnership between the Waterman's Museum and VIMS will expand the ISE Program's objectives to forge new partnerships among informal venues, and to expand the use of advanced technologies for informal STEM learning. Extensive public dissemination during and after the project duration, includes but is not limited to, hosting an "Expedition to the Wrecks" web portal on the VIMS BRIDGE site for K-12 educators providing real-time results of the project and live webcasts. The website will be linked to the education portal at the Association for Unmanned Vehicle Systems International, the world's largest organization devoted to promoting unmanned systems and to the FIRST Robotics community through the Virginia portal. The website will be promoted through scientific societies, the National Marine Educators Association, National Science Teachers Association, and ASTC. Links will be provided to the Center for Archeological Research at the College of William and Mary and the Immersion Presents web portal--consultants to Dr. Bob Ballard's K-12 projects and JASON explorations. The NPS Colonial National Historic Park and the Riverwalk Landing will create public exhibits about the shipwreck's archeological and scientific significance, and will provide live observation of the research and the exploration technologies employed in this effort.
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TEAM MEMBERS: Mark Patterson
resource project Public Programs
"Let's Talk" will bring together professionals who are engaged in facilitating, evaluating or studying dialogue in STEM and history-based institutions for a symposium in Summer of 2015 structured as a 'meta-conversation' about what we know about dialogue. The project addresses the lack of a generalizable body of knowledge about dialogue, the need for instructional models and theory to inform the use of Dialogue programming, and the opportunity to prepare future museum professionals. Co-PI's: Kris Morrissey and Robert Garfinkle. Key activities include: Research Synthesis Paper; Symposium of professionals across STEM and history-based museums; Development of theory-based resources.
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