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 project will advance knowledge in the design of interest triggers for science in immersive digital simulation learning games. When learners are interested in a topic, it can have a profound impact on the quality of their learning. Although much is known about how informal learning experiences can promote interest in STEM, much less research has addressed links between technology use and interest development. This Exploratory Pathways project will investigate (1) the impact of entertainment technology use by middle school learners on STEM interest development, (2) the design of interactive educational technologies created specifically to trigger interest in astronomy, and (3) informal learning resources for sustained interaction with STEM content over time. In particular, learners will have the opportunity to interactively explore the scientific consequences of considering alternative versions of Earth via "What if?" questions, such as "What if the earth had no moon?" or "What if the earth were twice its current size?". While using the simulations, learners will be invited to make observations and propose scientific explanations for what they see as different. Given recent discoveries of potentially habitable worlds throughout the Galaxy, such questions have high relevance to public discourse around space exploration, conditions necessary for life, and the long-term future of the human race. Studies will occur across three informal learning settings: museum exhibits, afterschool programs, and summer camps, and are driven by the following research questions: What technology-based triggers of interest have the strongest influence on interest? Which contextual factors are most important for supporting long-term interest development? And, what kinds of technology-based triggers are most effective for learners from audiences who are underrepresented in STEM? This research will result in an empirically tested approach for cultivating interest that will allow educators to leverage the "What if?" pedagogy in their own work, as well as downloadable materials suitable for use in both informal and formal learning settings.
Planned studies will identify features that are effective in triggering interest, with an emphasis on groups underrepresented in STEM, and elaborate on the importance of engaging learners in explanatory dialogues and in service of interest development. It is hypothesized that interacting in such novel ways can act as a trigger for interest in astronomy, physics, and potentially other areas of STEM. Design iterations will also investigate different forms of learning supports, such as guidance from facilitators, collaboration, and automated guidance available within the simulations, and identify how features vary with respect to learning contexts. Data collected will include interview and survey data to track interest development, measures of knowledge in astronomy and physics, and log files of simulation use to better understand how behaviors in the simulations align with stated interests. Results of the studies will advance the theoretical understanding of interest development and its relationship to interactive experiences, and will also have practical implications for the deployment of technology in informal settings by identifying features critical for triggering the interest of middle school learners. This project is funded by the Advancing Informal STEM Learning (AISL) 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.
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TEAM MEMBERS:
H Chad LaneJorge Perez-GallegoNeil Comins
The Cyberlearning and Future Learning Technologies Program funds efforts that will help envision the next generation of learning technologies and advance what we know about how people learn in technology-rich environments. Cyberlearning Exploration (EXP) Projects explore the viability of new kinds of learning technologies by designing and building new kinds of learning technologies and studying their possibilities for fostering learning and challenges to using them effectively. This project brings together two approaches to help K-12 students learn programming and computer science: open-ended learning environments, and computer-based learning analytics, to help create a setting where youth can get help and scaffolding tailored to what they know about programming without having to take tests or participate in rigid textbook exercises for the system to know what they know.
The project proposes to use techniques from educational data mining and learning analytics to process student data in the Alice programming environment. Building on the assessment design model of Evidence-Centered Design, student log data will be used to construct a model of individual students' computational thinking practices, aligned with emerging standards including NGSS and research on assessment of computational thinking. Initially, the system will be developed based on an existing corpus of pair-programming log data from approximately 600 students, triangulating with manually-coded performance assessments of programming through game design exercises. In the second phase of the work, curricula and professional development will be created to allow the system to be tested with underrepresented girls at Stanford's CS summer workshops and with students from diverse high schools implementing the Exploring Computer Science curriculum. Direct observation and interviews will be used to improve the model. Research will address how learners enact computational thinking practices in building computational artifacts, what patters of behavior serve as evidence of learning CT practices, and how to better design constructionist programming environments so that personalized learner scaffolding can be provided. By aligning with a popular programming environment (Alice) and a widely-used computer science curriculum (Exploring Computer Science), the project can have broad impact on computer science education; software developed will be released under a BSD-style license so others can build on it.
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TEAM MEMBERS:
Shuchi GroverMarie BienkowskiJohn Stamper
As part of an overall strategy to enhance learning within informal environments, the Innovations at the Nexus of Food, Energy, and Water Systems (INFEWS) and Advancing Informal STEM Learning (AISL) programs partnered to support innovative models poised to catalyze well-integrated interdisciplinary research and development efforts within informal contexts that transform scientific understanding of the food, energy, and water systems (FEWS) nexus in order to improve system function and management, address system stress, increase resilience, and ensure sustainability. This project addresses this aim by using systems thinking and interdisciplinary integration approaches to develop a novel immersive educational simulation game and associated materials designed to highlight the role and importance of corn-water-ethanol-beef (CWEB) systems in supporting the ever increasing demands for food, energy, and water in the United States. The focus on FEWS and sustainable energy aligns well with both the INFEWS program and the sizable sustainability-related projects in the AISL program portfolio. The development and broad dissemination of a multiuser game specific to CWEB systems are particularly innovative contributions and advance for both program portfolios and their requisite fields of study. An additional unique feature of the game is the embedding of varying degrees of economic principles and decision-making along with the nuisances of cultural context as salient variables that influence systems thinking. Of note, a team of computer science, management and engineering undergraduate students at the University of Nebraska - Lincoln will be responsible for the engineering, development, and deployment of the game as their university capstone projects. If successful, this game will have a significant reach and impact on youth in informal programs (i.e., 4-H clubs), high school teachers and students in agriculture vocational education courses, college students, and the public. The impact could extend well beyond Nebraska and the targeted Midwestern region. In conjunction with the game development, mixed-methods formative and summative evaluations will be conducted by an external evaluator. The formative evaluation of the game will focus on usability testing, interest and engagement with a select sample of youth at local 4-H clubs and youth day camps. Data will be collected from embedded in-game survey questionnaires, rating scales, observations and focus groups conducted with evaluation sample. These data and feedback will be used to inform the design and refinement of the game. The summative evaluation will focus on the overall impacts of the game. Changes in agricultural systems knowledge, attitudes toward agricultural systems, interest in pursuing careers in agricultural systems, and decision making will be aligned with the Nebraska State Science Standards and tracked using the National Agricultural Literacy Outcomes (NALOs) assessment, game analytics and pre/post-test measures administered to the evaluation study sample pre/post exposure to the game.
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TEAM MEMBERS:
Jeyamkondan SubbiahEric ThompsonDeepak KeshwaniRichard KoelschDavid Rosenbaum