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resource project Exhibitions
The AI behind Virtual Humans Exhibit aims to communicate to the public about the capabilities and impact of artificial intelligence (AI) through AI technologies used in Virtual Humans including facial recognition and natural language processing. AI has and will continue to profoundly impact society in the United States and around the globe. It is important to prepare the nation’s youth and the future workforce with fundamental knowledge of AI. Informal settings, such as museums, offer open and flexible opportunities in helping youth and the general public learn about AI. Virtual Humans provide an ideal vehicle to illustrate many fields of AI, as AI is arguably the science of building intelligence that thinks and acts like humans. Led by a multidisciplinary team of researchers with expertise in AI, learning design, and assessment from the Institute for Creative Technologies at University of Southern California and the Lawrence Hall of Science at University of California, Berkeley, this project will develop a Virtual Human exhibit to engage visitors through structured conversations with a Virtual Human, while showcasing how AI drives the Virtual Human’s behavior behind the scenes. The exhibit will include collaborative learning experiences for visitors such as parent-child, siblings and peers to explore what AI is and is not, what AI is and is not capable of, and what impact it will have on their lives.

The project will investigate three research questions: (1) How can a museum exhibit be designed to engage visitor dyads in collaborative learning about AI? (2) How can complex AI concepts underlying the Virtual Human be communicated in a way that is understandable by the general public? And (3) How does and to what extent the Virtual Human exhibit increase knowledge and reduce misconceptions about AI?

The project leverages existing conversational Virtual Human technology developed through decades of collaborative research in AI, including machine vision, natural language processing, automated reasoning, character animation, and machine learning. Set in the informal setting of a museum, the exhibit will be designed following evidence-based research in Computer Supported Collaborative Learning. The project team will use a mixed methods design, drawing on design-based research methodologies and experimental studies. The research team will conduct analysis of visitor observations and interviews for iterative formative improvement. Randomized experimental studies will be conducted in both lab and naturalistic environments to gauge visitor knowledge about AI. Quasi-experimental analyses will be performed to study the relationship between engagement with exhibit features and AI knowledge. The project will produce an interactive exhibit with a Virtual Human installed at the Lawrence Hall of Science and other participating museums, and instruments to measure AI learning. The project will also produce a website where visitors can experience parts of the exhibit online and continue more in-depth learning about AI and the Virtual Human technology. The project holds the potential for producing theoretical and practical advances in helping the general public develop an understanding of AI capability and ethics, advancing knowledge in the process through which young learners develop knowledge about AI, and formulating design principles for creating collaborative learning experiences in informal settings. The results will be disseminated through conference presentations, scholarly publications, and social media. The Virtual Human exhibit will be designed for dissemination and made available for installations at informal science education communities.
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TEAM MEMBERS: Ning Wang eric greenwald Ari Krakowski
resource research Exhibitions
The data collection procedure and process is one of the most critical components in a research study that affects the findings. Problems in data collection may directly influence the findings, and consequently, may lead to questionable inferences. Despite the challenges in data collection, this study provides insights for STEM education researchers and practitioners on effective data collection, in order to ensure that the data is useful for answering questions posed by research. Our engineering education research study was a part of a three-year, NSF funded project implemented in the Midwest
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TEAM MEMBERS: Ibrahim Yeter Anastasia Marie Rynearson Hoda Ehsan Annwesa Dasgupta Barbara Fagundes Muhsin Meneske Monica Cardella
resource research Exhibitions
Computational Thinking (CT) is an often overlooked, but important, aspect of engineering thinking. This connection can be seen in Wing’s definition of CT, which includes a combination of mathematical and engineering thinking required to solve problems. While previous studies have shown that children are capable of engaging in multiple CT competencies, research has yet to explore the role that parents play in promoting these competencies in their children. In this study, we are taking a unique approach by investigating the role that a homeschool mother played in her child’s engagement in CT
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TEAM MEMBERS: Hoda Ehsan Abeera Rehmat Hayaam Osman Carson Ohland Ibrahim Yeter Monica Cardella
resource research Exhibitions
For the past two decades, researchers and educators have been interested in integrating engineering into K-12 learning experiences. More recently, computational thinking (CT) has gained increased attention in K-12 engineering education. Computational thinking is broader than programming and coding. Some describe computational thinking as crucial to engineering problem solving and critical to engineering habits of mind like systems thinking. However, few studies have explored how computational thinking is exhibited by children, and CT competencies for children have not been consistently defined
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resource research Exhibitions
Informal learning environments such as science centers and museums are instrumental in the promotion of science, technology, engineering, and mathematics (STEM) education. These settings provide children with the chance to engage in self-directed activities that can create a of lifelong interest and persistence in STEM. On the other hand, the presence of parents in these settings allows children the opportunity to work together and engage in conversations that can boost understanding and enhance learning of STEM topics. To date, a considerable amount of research has focused on adult-child
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TEAM MEMBERS: Hoda Ehsan Carson Ohland Monica Cardella
resource project Exhibitions
Computational Thinking (CT) is a relatively new educational focus and a clear need for learners as a 21st century skill. This proposal tackles this challenging new area for young learners, an area greatly in need of research and learning materials. The Principal Investigators will develop and implement integrated STEM+C museum exhibits and integrate CT in their existing engineering design based PictureSTEM curriculum for K-2 students. They will also pilot assessments of the CT components of the PictureSTEM curriculum. This work will make a unique contribution to the available STEM+C learning materials and assessments. There are few such materials for the kindergarten to second grade (K-2) population they will work with. They will research the effects of the curriculum and the exhibits with a mixed methods approach. First, they will collect observational data and conduct case studies to discover the important elements of an integrated STEM+C experience in both the formal in-school setting with the curriculum and in the informal out-of-school setting with families interacting with the museum exhibits. This work will provide a novel way to understand the important question of how in- and out-of-school experiences contribute to the development of STEM and CT thinking and learning. Finally, they will collect data from all participants to discover the ways that their activities lead to increases in STEM+C knowledge and interest.

The Principal Investigators will build on an integrated STEM curriculum by integrating CT and develop integrated museum exhibits. They base both activities on engineering design implemented through challenge based programming activities. They will research and/or develop assessments of both STEM+C integrated thinking and CT. Their research strategy combines Design Based Research and quantitative assessment of the effectiveness of the materials for learning CT. In the first two years of their study, they will engage in iterations on the design of the curriculum and the exhibits based on observation and case-study data. There will be 16 cases that draw from each grade level and involve data collection for the case student in both schools and museums. They will also use this work to illuminate what integrated STEM+C thinking and learning looks like across formal and informal learning environments. Based in some part on what they discover in this first phase, they will conduct the quantitative assessments with all (or at least most) students participating in the study
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TEAM MEMBERS: Tamara Moore Monica Cardella Senay Purzer Sean Brophy Morgan Hynes Tamara Moore Hoda Ehsan
resource research Public Programs
This guide describes what took place during NYSCI’s Big Data for Little Kids workshop series, Museum Makers: Designing With Data. In addition to detailed outlines of the activities implemented during the program, this guide includes a glossary of recurrent terms and resources used throughout the workshops. In 2017, as part of a National Science Foundation funded project, the New York Hall of Science (NYSCI) set out to teach Big Data concepts to children ages 4 – 8 years old. NYSCI developed and piloted an after-school program for families to utilize the data cycle as a method of informed
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TEAM MEMBERS: ChangChia James Liu
resource project Exhibitions
As part of its overall strategy to enhance learning in informal environments, the Advancing Informal STEM Learning (AISL) program funds innovative research, approaches and resources for use in a variety of settings. This study will capitalize on the increased availability and affordability of immersive interactive technologies, such as Augmented Reality devices and virtual characters, to investigate their potential for benefitting STEM learning in informal museum contexts. This project will combine these technologies to create an Augmented Reality experience that will allow middle-school youth and their families to meet and assist a virtual crew on a historic ship at the Independence Seaport Museum in Philadelphia. The players in this game-like experience will encounter technologies from the turn of the 20th century, including steam power, electricity, and wireless communication. Crew members and technologies will be brought to life aboard the USS Olympia, the largest and fastest ship in the US Navy launched in 1892. The historic context will be positioned in relation to current day technologies in ways that will enable a change in interest towards technology and engineering in middle school-age youth. This will result in a testbed for the feasibility of facilitating short-term science, technology, engineering and mathematics (STEM) identity change with interactive immersive technologies. A successful feasibility demonstration, as well as the insights into design, could open up novel ways of fostering STEM interest and identity in informal learning contexts and of demonstrating the impact of this approach. The potential benefit to society will rest in the expected results on the basic science regarding immersive interactive technologies in informal learning contexts as well as in demonstrating the feasibility of the integrated approach to assessment.

This project will use a living lab methodology to evaluate interactive immersive technologies in terms of their support for STEM identity change in middle-school age youth. The two-year design-based research will iteratively develop and improve the measurement instrument for the argument that identity change is a fundamental to learning. A combination of Augmented Reality and intelligent virtual agents will be used to create an interactive experience--a virtual living lab--in an informal museum learning exhibit that enables change interests towards technology and engineering and provides short-term assessment tools. In collaboration with the Independence Seaport Museum in Philadelphia, the testbed for the approach will be an experience that brings to life the technologies of the early 20th century aboard a historic ship. Through the application of Participatory Action Research techniques, intelligent virtual agents interacting with youth and families will customize STEM information relating to the ship's mission and performance. Topics explored will make connections with current day technologies and scientific understanding. Mixed-methods will be used to analyze interactions, interview and survey data, will form the basis for assessing the impact on youth's STEM interests. The elicitation method specifically includes assessment metrics that are relevant to the concept of learning as identity change. This assessment, through immersive interactive technologies, will target the priority areas of engagement in STEM as well as the measurement of outcomes.
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TEAM MEMBERS: Stefan Rank Ayana Allen Glen Muschio Aroutis Foster Kapil Dandekar
resource evaluation Media and Technology
This report was completed by the Program Evaluation Research Group at Endicott College in October 2013. It describes the outcomes and impacts of a four-year, NSF-funded project called Go Botany: Integrated Tools to Advance Botanical Learning (grant number 0840186). Go Botany focuses on fostering increased interest in and knowledge of botany among youth and adults in New England. This was being done through the creation of an online flora for the region, along with the development of related tools, including PlantShare, and a user-friendly interface for ‘smartphones’. In January 2012, the PI
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TEAM MEMBERS: Judah Leblang New England Wild Flower Society
resource project Exhibitions
The National Federation of the Blind (NFB), with six science centers across the U.S., will develop, implement, and evaluate the National Center for Blind Youth in Science (NCBYS), a three-year full-scale development project to increase informal learning opportunities for blind youth in STEM. Through partnerships and companion research, the NCBYS will lead to greater capacity to engage the blind in informal STEM learning. The NCBYS confronts a critical area of need in STEM education, and a priority for the AISL program: the underrepresentation of people with disabilities in STEM. Educators are often unaware of methods to deliver STEM concepts to blind students, and students do not have the experience with which to advocate for accommodations. Many parents of blind students are ill-equipped to provide support or request accessible STEM adaptations. The NCBYS will expose blind youth to non-visual methods that facilitate their involvement in STEM; introduce science centers to additional non-visual methods that facilitate the involvement of the blind in their exhibits; educate parents as to their students' ability to be independent both inside and outside the STEM classroom; provide preservice teachers of blind students with hands-on experience with blind students in STEM; and conduct research to inform a field that is lacking in published material. The NCBYS will a) conduct six regional, two-day science programs for a total of 180 blind youth, one day taking place at a local science center; b) conduct concurrent onsite parent training sessions; c) incorporate preservice teachers of blind students in hands-on activities; and d) perform separate, week-long, advanced-study residential programs for 60 blind high school juniors and seniors focused on the design process and preparation for post-secondary STEM education. The NCBYS will advance knowledge and understanding in informal settings, particularly as they pertain to the underrepresented disability demographic; but it is also expected that benefits realized from the program will translate to formal arenas. The proposed team represents the varied fields that the project seeks to inform, and holds expertise in blindness education, STEM education, museum education, parent outreach, teacher training, disability research, and project management. The initiative is a unique opportunity for science centers and the disability population to collaborate for mutual benefit, with lasting implications in informal STEM delivery, parent engagement, and teacher training. It is also an innovative approach to inspiring problem-solving skills in blind high school students through the design process. A panel of experts in various STEM fields will inform content development. NCBYS advances the discovery and understanding of STEM learning for blind students by integrating significant research alongside interactive programs. The audience includes students and those responsible for delivering STEM content and educational services to blind students. For students, the program will demonstrate their ability to interface with science center activities. Students will also gain mentoring experience through activities paired with younger blind students. Parents and teachers of blind students, as well as science center personnel, will gain understanding in the experiences of the blind in STEM, and steps to facilitate their complete involvement. Older students will pursue design inquiries into STEM at a more advanced level, processes that would be explored in post-secondary pursuits. By engaging these groups, the NCBYS will build infrastructure in the informal and formal arenas. Society benefits from the inclusion of new scientific minds, resulting in a diverse workforce. The possibility for advanced study and eventual employment for blind students also reduces the possibility that they would be dependent upon society for daily care in the future. The results of the proposed project will be disseminated and published broadly through Web sites; e-mail lists; social media; student-developed e-portfolios of the design program; an audio-described video; and presentations at workshops for STEM educators, teachers of blind students, blind consumer groups, researchers in disability education, and museum personnel.
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resource research Media and Technology
In this article, Christine L. Brandenburg, of Rice University's Center for Technology in Teaching and Learning, discusses her research of the use of computer technology in children's museums. Bradenburg focuses on the research methods used to address how and why visitors use computer technology in children's museums. The first section of the article presents the research methods, placing them in the context of the naturalistic inquiry design of the research. The second section discusses the research methods with respect to visitor studies and to studies of computer technology in museums.
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TEAM MEMBERS: Christine Brandenburg
resource evaluation Exhibitions
Roto, an exhibition design and production firm, contracted Randi Korn & Associates, Inc. (RK&A) to conduct a front-end evaluation of Speed, an exhibition being developed for The Science Museum of Virginia (SMV) in Richmond, Virginia. RK&A explored visitors’ thoughts, perceptions, and understandings of exhibition concepts related to speed, defined as change over time. How did we approach this study? RK&A worked closely with Roto to identify the goals and objectives for the Speed exhibition. Findings from the front-end evaluation were designed to help Roto and SMV find common ground between
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TEAM MEMBERS: Randi Korn & Associates, Inc. Randi Korn Emily Skidmore Roslyn Esperon