Science

SketchMiner: Mining Learner-Generated Science Drawings with Topological Abstraction

Mining learner generated sketches holds significant potential for acquiring deep insight into learners’ mental models. Drawing has been shown to benefit both learning outcomes and engagement, and learners’ sketches offer a rich source of diagnostic information. Unfortunately, interpreting learners’ sketches—even sketches comprised of semantically grounded symbols—poses significant computational challenges.

Author/Presenter

Andy Smith

Eric Wiebe

Bradford Mott

James Lester

Year
2014
Short Description

This paper introduces SketchMiner, which uses drawing topologies to automatically interpret learner-generated sketches.

Scaffolding Argumentation about Water Quality: A Mixed-method Study in a Rural Middle School

A common way for students to develop scientific argumentation abilities is through argumentation about socioscientific issues, defined as scientific problems with social, ethical, and moral aspects. Computer-based scaffolding can support students in this process. In this mixed method study, we examined the use and impact of computer based scaffolding to support middle school students’ creation of evidence-based arguments during a 3-week problem-based learning unit focused on the water quality of a local river.

Author/Presenter

Brian R. Belland

Jiangyue Gu

Sara Armbrust

Brant Cook

Lead Organization(s)
Year
2015
Short Description

In this mixed method study, we examined the use and impact of computer based scaffolding to support middle school students’ creation of evidence-based arguments during a 3-week problem-based learning unit focused on the water quality of a local river. We found a significant and substantial impact on the argument evaluation ability of lower-achieving students, and preliminary evidence of an impact on argument evaluation ability among low-SES students. We also found that students used the various available support—computer-based scaffolding, teacher scaffolding, and groupmate support—in different ways to counter differing challenges. We then formulated changes to the scaffolds on the basis of research results.

A Pilot Meta-Analysis of Computer-Based Scaffolding in STEM Education

This paper employs meta-analysis to determine the influence of computer-based scaffolding characteristics and study and test scorequality on cognitive outcomes in science, technology, engineering, and mathematics education at the secondary, college, graduate, and adult levels.

Author/Presenter

Brian R. Belland

Andrew E. Walker

Megan Whitney Olsen

Heather Leary

Lead Organization(s)
Year
2015

A Blended Professional Development Program to Help a Teacher Learn to Provide One-to-One Scaffolding

Argumentation is central to instruction centered on socio-scientific issues (Sadler & Donnelly in International Journal of Science Education, 28(12), 1463–1488, 2006. doi:10.1080/09500690600708717). Teachers can play a big role in helping students engage in argumentation and solve authentic scientific problems. To do so, they need to learn one-to-one scaffolding—dynamic support to help students accomplish tasks that they could not complete unaided.

Author/Presenter

Brian R. Belland

Ryan Burdo

Jiangyue Gu

Lead Organization(s)
Year
2015

Exploring Ecosystems from the Inside: How Immersive Multi-user Virtual Environments Can Support Development of Epistemologically Grounded Modeling Practices in Ecosystem Science Instruction

Recent reform efforts and the next generation science standards emphasize the importance of incorporating authentic scientific practices into science instruction. Modeling can be a particularly challenging practice to address because modeling occurs within a socially structured system of representation that is specific to a domain. Further, in the process of modeling, experts interact deeply with domain-specific content knowledge and integrate modeling with other scientific practices in service of a larger investigation.

Author/Presenter

Amy M. Kamarainen

Shari Metcalf

Tina Grotzer

Chris Dede

Year
2015

Exploring Opportunities for STEM Teacher Leadership: Summary of a Convocation

Many national initiatives in K-12 science, technology, engineering, and mathematics (STEM) education have emphasized the connections between teachers and improved student learning. Much of the discussion surrounding these initiatives has focused on the preparation, professional development, evaluation, compensation, and career advancement of teachers. Yet one critical set of voices has been largely missing from this discussion - that of classroom teachers themselves.

Author/Presenter

National Research Council

Year
2014

Use of Google Earth, Cyber Databases, and Geotagged Photos to Enhance Students’ Scientific Practices and Understanding

Wang, S.-K. Hsu, H.-Y. & Jean Posada. (2014). Use of Google Earth, Cyber Databases, and Geotagged Photos to Enhance Students’ Scientific Practices and Understanding. Science Scope, 37(6), 37-42.

Author/Presenter

Shiang-Kwei Wang

Hui-Yin Hsu

Jean Posada

Year
2014
Short Description

Using Google Earth, Cyber Databases, and Geotagged Photos to Enhance Students’ Scientific Practices and Understanding of Darwin’s Theory of Evolution

Resource(s)

Technologies and Reformed-Based Science Instruction: The Examination of a Professional Development Model Focused on Supporting Science Teaching and Learning with Technologies

While access to computers, other technologies, and cyber-enabled resources that could be leveraged for enhancing student learning in science is increasing, generally it has been found that teachers use technology more for administrative purposes or to support traditional instruction. This use of technology, especially to support traditional instruction, sits in opposition to most recent standards documents in science education that call for student involvement in evidence-based sense-making activities.

Author/Presenter

Todd Campbell

Max L. Longhurst

Shiang-Kwei Wang

Hui-Yin Hsu

Dan C. Coster

Year
2015
Resource(s)

Professional Development to Enhance Teachers' Practices in Using Information and Communication Technologies (ICTs) as Cognitive Tools: Lessons Learned from a Design-Based Research Study

Technology integration in K-12 classrooms is usually overly teacher-centered and has insufficient impact on students' learning, especially in enhancing students' higher-order cognitive skills. The purpose of this project is to facilitate science teachers' use of information and communication technologies (ICTs) as cognitive tools to shift their practices from traditional teacher-centered methods to constructivist, student-centered ones.

Author/Presenter

Shiang-Kwei Wang

Hui-Yin Hsu

Thomas C. Reeves

Daniel C. Coster

Year
2014

Succeeding with Inquiry in Science and Math Classrooms

Thinking critically. Communicating effectively. Collaborating productively. Students need to develop proficiencies while mastering the practices, concepts, and ideas associated with mathematics and science. Successful students must be able to work with large data sets, design experiments, and apply what they’re learning to solve real-world problems. Research shows that inquiry-based instruction boosts students’ critical thinking skills and promotes the kind of creative problem solving that turns the classroom into an energized learning environment.

Author/Presenter

Jeff C. Marshall

Lead Organization(s)
Year
2013