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
Education stakeholders from advocates to developers are increasingly recognizing the potential of science games in advancing student academic motivation for and interest in science and science careers. To maximize this potential, the project will use science games (e.g. Land Science, River City, and EcoMUVE), shown to be enjoyable to students and proven to promote student learning in science at the middle school level. Through a two-phase process, games will be used as vehicles for learning about ways to change how students think about science and potentially STEM careers. The goal of the intervention is to explore which processes and design features of science games will actually help students move beyond a temporary identity of being a scientist or engineer (as portrayed while playing the game) to one where students began to see themselves in real STEM careers. Students' participation will be guided by teams of teachers, faculty members, and graduate students from Drexel University and a local school. All science students attending the local inner city middle school in Philadelphia, PA, will participate in the intervention.
Using an exploratory mixed-method design, the first two years of the project will focus on exploring, characterizing, coding, and analyzing data sets from three large games designed to help students think about possible careers in science. During year 3, the project will integrate lessons learned from the first two years into the existing middle school science curriculum to engage students in a one-year intervention using PCaRD (Play Curricular activity Reflection Discussion). During the intervention, the PI will work with experts from Drexel University and a local school to collect data on the design features of Land Science to capture identity change in the science identity of the participating students. Throughout the course of year 3, the PI will observe, video, interview, survey, and use written tasks to uncover if the Land Science game is influencing students' identity in any way (from a temporary to a long-term perspective about being a scientist or engineer). Data collected during three specified waves during the intervention will be compared to analyses of existing logged data through collaborations with researchers at Harvard University and the University of Wisconsin-Madison. These comparisons will focus on similar middle-aged science students who used the same gaming environments as the students involved in this study. However, the researcher will intentionally look for characteristics related to motivation, science knowledge, and science identity change.
This project will integrate research and education to investigate learning as a process of change in student science identity within situated environmental contexts of digital science gameplay around curricular and learning activities. This integrated approach will allow the researcher to explore how gaming is inextricably linked to the student as an individual while involved in the learning of domain specific content in science. The collaboration among major university and school partners; the expertise of the researcher in educational psychology, educational technology, and science games; and the project's advisory board makes this a real-life opportunity for the researcher to use information that naturally exists in games to advance knowledge in the field about the value of gaming to changing students' science identities. It also responds to reports by the National Research Council committee on science learning and computer games, which identifies games as having the potential to catalyze new approaches to science learning.
Citizen science by youth is rapidly expanding, but very little research has addressed the ways programs meet the dual goals of rigorous conservation science and environmental science education. We examined case studies of youth-focused community and citizen science (CCS) and analyzed the learning processes and outcomes, and stewardship activities for youth, as well as contributions to site and species management, each as conservation outcomes. Examining two programs (one coastal and one water quality monitoring) across multiple sites in the San Francisco Bay Area, CA, in- and out-of-school
The trend of utilising open learning environments and informal learning sources has a clear link to outdoor education, which bridges the gap between formal education and informal learning. According to the findings related to informal learning and its relevance to early professional development, the crucial era seems to be the first 3 years as an inexperienced teacher. Despite the long history, outdoor education needs new research methods. In Finland, the new National Curriculum 2016 underlines teaching of this “phenomenon” besides the traditional subject orientated teaching. This challenges
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TEAM MEMBERS:
Hannu SalmiArja KaasinenLiisa Suomela
Educators have been increasingly interested in teaching mathematics in informal settings. However, there is little research on the actual learning outcomes of out-of-school mathematics instruction or the role of interest in explaining the outcomes. In this study, 793 12-year-old pupils were taken into a science center mathematics exhibition in Latvia and Sweden, measuring their prior knowledge of the contents of the exhibition, general cognitive competences and individual interest in school mathematics before the visit, and their situational interest and learning outcomes after the exhibition
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TEAM MEMBERS:
Mari-Pauliina VainikainenHannu SalmiHelena Thuneberg
Dinosaurs have been a very popular science topic since signs of their presence on earth were first discovered. They have represented so-called ‘edutainment’ for some people. Learning from informal sources and in- an out-of-school environment can be effective and motivating. In this study, 12-year-old pupils (N = 366) visited a dinosaur science centre exhibition in Finland. Pupils were tested with standardised tests of motivation as defined by self-determination theory, cognitive skills, and interest via pre-, post-, and delayed post-tests during a six-month period. Findings show that pupils
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TEAM MEMBERS:
Hannu SalmiHelena ThunebergMari-Pauliina Vainikainen
The aim of the study was to analyse learning using Augmented Reality (AR) technology and the motivational and cognitive aspects related to it in an informal learning context. The 146 participants were 11- to 13-year-old Finnish pupils visiting a science centre exhibition. The data, which consisted of both cognitive tasks and self-report questionnaires, were collected using a pre- post-test design and were analysed by SEM path-analysis. The results showed that AR-technology experience was beneficial for all, but especially for the lowest-achieving group and for the girls. In general, pre
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TEAM MEMBERS:
Hannu SalmiHelena ThunebergMari-Pauliina Vainikainen
This final evaluation report shares findings from the summative evaluation study of the Connected Science Learning: Linking In-School and Out-of-School STEM Learning (CSL) journal as well as themes that emerged across the broader three-year evaluation study. The ongoing study was conducted by researchers at the Center for Research on Lifelong STEM Learning at Oregon State University in collaboration with the National Science Teachers Association (NSTA) and the Association of Science-Technology Centers (ASTC).
The CSL journal was the result of an Early-concept Grant for Exploratory Research
The National Science Teachers Association (NSTA) and the Association for Science-Technology Centers (ASTC), with support from the National Science Foundation (NSF), has launched an initiative to develop and distribute two pilot issues of a new resource for STEM education practitioners in both formal and informal (out-of-school) settings. An aim of the new resource is to better connect practitioners across education settings and the research and knowledge base about STEM learning. David Heil & Associates, Inc. (DHA) is serving in a co-PI role on the grant to provide NSTA and ASTC with
This report details the formative evaluation study conducted through collaboration with the National Science Teachers Association (NSTA) and the Association of Science-Technology Centers (ASTC) to inform the iterative development and piloting of the Connected Science Learning: Connecting In-School and Out-of-School STEM Learning journal. The journal was the result of an Early Concept Grant for Exploratory Research (EAGER) project funded by the National Science Foundation (NSF) to develop, disseminate and evaluate a new resource for connecting STEM education practitioners across settings and to
The CADRE Early Career Guide offers advice from experienced DR K-12 awardees on becoming a successful researcher in the field of STEM education. The guide also profiles a support program, the CADRE Fellows, for doctoral students in STEM education research.
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TEAM MEMBERS:
Jennifer StilesCatherine McCullochCommunity for Advancing Discovery Research in Education (CADRE)
Purpose: The United States (U.S.) has traditionally produced the world’s top research scientists and engineers, leading to breakthrough advances in science and technology. Despite the importance of STEM careers, many U.S. students are not graduating with strong STEM knowledge, skills or interests, and the percentage of students prepared for or pursuing STEM degrees or careers is declining. Research shows that the decreased interest in STEM typically begins in the middle school years, pose significant academic and social challenges for students. This project will develop a web-based game teach 6th to 8th students key scientific inquiry skills, along with the academic mindsets and learning strategies to facilitate engagement and effective science learning.
Project Activities: The researchers will create a prototype by mapping key Next Generation Science Standards and learning goals with concepts and content, and producing a game design document. Following completion of the prototype, the researchers will finalize the server architecture, create the core code systems, concept art, and develop a prototype in order to simulate the final user experience. Iterative refinements will be conducted as needed at major production milestones until the game is fully functional. Once development is complete, the research team will assess the usability and feasibility, fidelity of implementation, and the promise of the game to improve outcomes in a pilot study. In this study, 200 students in 10 classes will participate, with 5 of the classrooms randomly assigned to use the game and 5 who will proceed as normal. All students will complete pre- and post- program surveys assessing their academic mindsets, learning strategies, and science skills.
Product: This project will develop SciSkillQuest, a web-based multiplayer game intended to teach middle school students scientific inquiry skills and to foster academic growth mindsets in science. Students will pursue quests, employing inquiry skills to navigate and succeed in the game, including Questioning, Modeling, Investigating, Analyzing, Computing, Explaining, Arguing, and Informing. The game will include different paths to a solution, role playing elements, immersive narratives, challenge-based progressions, and peer collaboration to engage players. The growth mindset message — that ability and skill are developed through effort and learning — will be introduced and reinforced through feedback by embedded in-game characters. The games will be supplemental to the curriculum but will also be designed to be integrated within instructional practice. The game will be available for mobile devices as well as web browsers.