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resource research Media and Technology
This "mini-poster," a two-page slideshow presenting an overview of the project, was presented at the 2023 AISL Awardee Meeting.
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TEAM MEMBERS: H Chad Lane Neil Comins Jorge Perez-Gallego David Condon
resource research Media and Technology
The goal of our project is to develop strategies that effectively engage autistic adolescents in informal STEM learning opportunities that promote the self-efficacy and interest in STEM careers that will empower them to seek out career opportunities in STEM fields. The research aims are to: 1. Identify evidence-based strategies to engage autistic youth in informal STEM learning opportunities that are well matched to their attentional profiles: Hypothesis 1: Pedagogical strategies vary in how engaging they are for people with diverse attentional profiles; people with more focused
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TEAM MEMBERS: Katie Gillespie Amy Hurst Beth Rosenberg Jessye Herrell Eliana Grossman Sharang Biswas Eunju Pak Cristina Ulerio Ariana Riccio Jin Delos Santos Patrick Dwyer Sergey Shevchuk-Hill Wendy Martin Lillian Hwang-Geddes Bella Kofner Rheniela Faye Concepcion Theresa Major Saumya Dave Kyle Gravitch Terrance Bobb
resource research Media and Technology
In this paper, we examine the relationship between participants’ childhood science, technology, engineering, and mathematics (STEM) related experiences, their STEM identity (i.e., seeing oneself as a STEM person), and their college career intentions. Whereas some evidence supports the importance of childhood (i.e., K‐4) informal STEM education experiences, like participating in science camps, existing research does not adequately address their relationship to STEM career intention later in life. Grounding our work in identity research, we tested the predictive power of STEM identity on career
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TEAM MEMBERS: Remy Dou Zahra Hazari Katherine Dabney Gerhard Sonnert Philip Sadler
resource evaluation Media and Technology
The independent evaluation firm, Knight Williams, Inc., developed a two-part post-program survey to gather information about the Year 1 SciGirls CONNECT2 outreach programs conducted by 14 partner organizations. The evaluation aimed for one educator from each organization to complete Part 1 of the survey, which consisted of program reporting questions. In all, one educator from 13 partner organizations completed Part 1, for a response rate of 93%. Part 2 of the survey asked for program reflections, with a focus on perceived program goals, impacts, highlights, and challenges. Given the
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resource evaluation Media and Technology
The independent evaluation firm Knight Williams, Inc. conducted a formative evaluation during Year 2 of the SciGirls CONNECT2 program in order to gather information about the partner educators’ use of, reflections on, and recommendations relating to the draft updated SciGirls Strategies. The evaluation aimed for two educators from each of 14 partner organizations – specifically the program leader and one educator who was familiar with the original SciGirls Seven – to provide reflections on their use of the draft SciGirls Strategies in their programs through an online survey and follow-up
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resource evaluation Media and Technology
The independent evaluation firm, Knight Williams, Inc., administered an online survey and conducted follow-up interviews with educators from 14 SciGirls CONNECT2 partner organizations to gather information about their use of, reflections on, and recommendations relating to the SciGirls Seven strategies. The evaluation aimed for two educators from each partner organization – specifically the program leader and one educator who was familiar with the SciGirls Seven – to share reflections on the strategies after they completed their Year 1 programs. In all, 24 educators from 13 partners completed
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resource project Media and Technology
It is estimated that there could be 40 billion earth-sized planets orbiting in the habitable zones of stars in the Milky Way. Major advances in long range telescopes have allowed astronomers to identify thousands of exoplanets in recent decades, and the discovery of new exoplanets is a now a common occurrence. Public excitement for the discoveries grown alongside these discoveries, thus opening new possibilities for inspiring a new generation of scientists and engineers that may dream of one day visiting these planets. This project investigates the use of interactive, intelligent educational technologies to generate interest in STEM by allowing learners to explore and even create their own exoplanets. Research will occur across several informal learning contexts, including summer camps, after school programs, planetarium shows, and at home. The approach is based on the idea of "What if?"questions about Earth (e.g., "What if the Moon did not exist?"), designed to trigger interest in STEM and frame exploratory and elaborative discussions around hypothetical science questions that are subsequently linked to the search for habitable exoplanets. Learners are able to interact with and explore scientifically accurate simulations of alternative versions of Earth, while making observations and posing explanations for what they see. Technology-based informal learning experiences designed to act as triggers for and sustainment of interest in STEM have the potential to plug the leaky STEM pipeline, and thus have profound implications for the future of science and technology in the United States.

The project seeks to advance the science of designing technologies for promoting interest in STEM and informal astronomy education in several ways. First, the project will develop simulations for exploratory learning about astronomy and planetary science. These simulations will present hypothetical worlds based on what-if questions and feasible models of known exoplanets, thus giving learners a chance to better understand the challenges of finding a habitable world and learning about what is needed to survive there. Second, a new PBS NOVA Lab will be developed that will focus on Exoplanet education. This web-based activity has the potential to reach millions of learners and will help them understand how planets are formed and the requirements for supporting life. Learners who use the lab will have an opportunity to invent their own exoplanets and export them for first-person exploration. Third, researchers on the project will design and implement Artificial Intelligence-based pedagogical agents to support learning and promote interest. These agents will inhabit the simulations with the learner, acting as a coach and guide, and be designed to be culturally responsive and personalized based on learner preferences. Fourth, interactive exoplanet-focused planetarium shows, that will involve live interaction with simulations, will take place at the Fiske Planetarium (Boulder, CO). Finally, the project will develop a server-based infrastructure for tracking and supporting long term development of interest in STEM. This back-end will track fine-grained behaviors, including movement, actions, and communications in the simulations. Such data will reveal patterns about how interest develops, how learners engage in free-choice learning activities, and how they interact with agents and peers in computer simulations. A design-based research methodology will be employed to assess the power of these different experiences to trigger interest and promote learning of astronomy. A range of different pathways for interest in STEM will therefore be considered and assessed. Research will measure the power of these experiences to trigger interest in STEM and promote re-engagement over time. Innovation lies in the use of engaging and intelligent technologies with thought-provoking pedagogy as a method for extended engagement of diverse young learners in STEM. Project research and educational resources will be widely disseminated to researchers, designers developers and the general public via peer-reviewed research journals, conference presentations, informal STEM education networks of science museums, children's museums, Fab Labs, and planetariums, and public media such as public television's NOVA science program website.

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: H Chad Lane Neil Comins Jorge Perez-Gallego David Condon
resource research Media and Technology
The concept of connected learning proposes that youth leverage individual interest and social media to drive learning with an academic focus. To illustrate, we present in-depth case studies of Ryan and Sam, two middle-school-age youth, to document an out-of-school intervention intended to direct toward intentional learning in STEM that taps interest and motivation. The investigation focused on how Ryan and Sam interacted with the designed elements of Studio STEM and whether they became more engaged to gain deeper learning about science concepts related to energy sustainability. The
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TEAM MEMBERS: Michael Evans Megan Lopez Donna Maddox Tiffany Drape Rebekah Duke
resource research Media and Technology
This position paper, co-authored Center for Childhood Creativity's Director Elizabeth Rood and Director of Research Helen Hadani, details the importance of exposing children ages 0-8 to science, technology, engineering, and math (STEM) experiences. The review of more than 150 empirical studies led Rood and Hadani to conclude that, despite what has been previously thought, modern research supports the understanding that children are capable of abstract thinking and STEM-learning from infancy, beginning before their first birthday. The Roots of STEM Success, authored in support of classroom
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TEAM MEMBERS: Helen Shwe Hadani Elizabeth Rood Amy Eisenmann Ruthe Foushee Garrett Jaeger Gina Jaeger Joanna Kauffmann Katie Kennedy Lisa Regalla
resource project Media and Technology
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 Lane Jorge Perez-Gallego Neil Comins
resource project Media and Technology
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 Grover Marie Bienkowski John Stamper
resource research Media and Technology
Ideas from social justice can help us understand how equity issues are woven through out-of-school science learning practices. In this paper, I outline how social justice theories, in combination with the concepts of infrastructure access, literacies and community acceptance, can be used to think about equity in out-of-school science learning. I apply these ideas to out-of-school science learning via television, science clubs and maker spaces, looking at research as well as illustrative examples to see how equity challenges are being addressed in practice. I argue that out-of-school science
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TEAM MEMBERS: emily dawson