Reasoning Skills

Supporting Teachers in Responsive Instruction for Developing Expertise in Science (Collaborative Research: Linn)

This project takes advantage of advanced technologies to support science teachers to rapidly respond to diverse student ideas in their classrooms. Students will use web-based curriculum units to engage with models, simulations, and virtual experiments to write multiple explanations for standards-based science topics. The project will also design planning tools for teachers that will make suggestions relevant research-proven instructional strategies based on the real-time analysis of student responses.

Partner Organization(s): 
Award Number: 
1813713
Funding Period: 
Sat, 09/01/2018 to Wed, 08/31/2022
Full Description: 

Many teachers want to adapt their instruction to meet student learning needs, yet lack the time to regularly assess and analyze students' developing understandings. The Supporting Teachers in Responsive Instruction for Developing Expertise in Science (STRIDES) project takes advantage of advanced technologies to support science teachers to rapidly respond to diverse student ideas in their classrooms. In this project students will use web-based curriculum units to engage with models, simulations, and virtual experiments to write multiple explanations for standards-based science topics. Advanced technologies (including natural language processing) will be used to assess students' written responses and summaries their science understanding in real-time. The project will also design planning tools for teachers that will make suggestions relevant research-proven instructional strategies based on the real-time analysis of student responses. Research will examine how teachers make use of the feedback and suggestions to customize their instruction. Further we will study how these instructional changes help students develop coherent understanding of complex science topics and ability to make sense of models and graphs. The findings will be used to refine the tools that analyze the student essays and generate the summaries; improve the research-based instructional suggestions in the planning tool; and strengthen the online interface for teachers. The tools will be incorporated into open-source, freely available online curriculum units. STRIDES will directly benefit up to 30 teachers and 24,000 students from diverse school settings over four years.

Leveraging advances in natural language processing methods, the project will analyze student written explanations to provide fine-grained summaries to teachers about strengths and weaknesses in student work. Based on the linguistic analysis and logs of student navigation, the project will then provide instructional customizations based on learning science research, and study how teachers use them to improve student progress. Researchers will annually conduct at least 10 design or comparison studies, each involving up to 6 teachers and 300-600 students per year. Insights from this research will be captured in automated scoring algorithms, empirically tested and refined customization activities, and data logging techniques that can be used by other research and curriculum design programs to enable teacher customization.

An Integrated Approach to Early Elementary Earth and Space Science

This project will study if, how, and under what circumstances an integration of literacy strategies, hands-on inquiry-based investigations, and planetarium experiences supports the development of science practices (noticing, recognizing change, making predictions, and constructing explanations) in early elementary level students. The project will generate knowledge about how astronomy-focused storybooks, hands-on investigations, and planetarium experiences can be integrated to develop age-appropriate science practices in very young children.

Award Number: 
1813189
Funding Period: 
Sat, 09/01/2018 to Mon, 08/31/2020
Full Description: 

State science standards increasingly emphasize the importance of engaging K-12 students directly in natural phenomena and providing opportunities to construct explanations grounded in evidence. Moreover, these state science standards introduce earth and space science content in the early elementary grades. This creates a critical need for new pedagogies, materials, and resources for science teachers in all grades, but the need is particularly urgent in grades K-3 where teachers have had little preparation to teach science, let alone astronomy. There is also growing consensus that when learning opportunities in formal and informal settings are closely aligned, children's science literacy is developed in ways greater than either setting can achieve alone. The investigators will study if, how, and under what circumstances an integration of literacy strategies, hands-on inquiry-based investigations, and planetarium experiences supports the development of science practices (noticing, recognizing change, making predictions, and constructing explanations) in early elementary level students. This project will generate knowledge about how astronomy-focused storybooks, hands-on investigations, and planetarium experiences can be integrated to develop age-appropriate science practices in very young children (noticing, recognizing change, making predictions, and constructing explanations).

Emergent research on the development of children's science thinking indicates that when young children are engaged with science-focused storybooks and activities that each highlight the same phenomenon, children notice and gather evidence, make predictions and claims based on evidence, and provide explanations grounded in the experiences provided to them. This project has two phases. In Phase 1, first and third grade teachers will be recruited. They will help identify specific learner needs as these relate to the earth and space science standards in their grade band, assist in the development and pilot testing of a prototype instructional sequence and supporting activities taking place within their classrooms and at a local planetarium. In Phase 2, the revised learning sequence and research protocol will be implemented with the same teachers and a new cohort of children. The mixed method research design includes video observations, teacher interviews, and teacher and student surveys. Data analysis will focus on science practices, connections across contexts (e.g., school and planetarium), and instructional adaptations. The project involves a research-practice collaboration between the Astronomical Society of the Pacific, Rockman & Associates, the Lawrence Hall of Science at the University of California, Berkeley, and West Chester University.

GeoHazard: Modeling Natural Hazards and Assessing Risks

This project will develop and test a new instructional approach that integrates a data analysis tool with Earth systems models in a suite of online curriculum modules for middle and high school Earth science students. The modules will facilitate development of rich conceptual understandings related to the system science of natural hazards and their impacts.

Lead Organization(s): 
Award Number: 
1812362
Funding Period: 
Sat, 09/01/2018 to Wed, 08/31/2022
Full Description: 

As human populations grow and spread into areas where extreme natural events impact lives, there is increasing need for innovative Earth science curriculum materials that help students interpret data and and understand the factors and risks associated with natural hazards. Studying the processes underlying these naturally occurring events and the relationships between humans and their environments would enrich the standard Earth science curriculum by providing students with valuable insights about the potential impacts of extreme natural events. This project will respond to that need by developing and testing a new instructional approach that integrates a data analysis tool with Earth systems models in a suite of online curriculum modules for middle and high school Earth science students. Each module will be designed as a sequence of activities lasting approximately 7-10 class periods. These will be stand-alone modules so each teacher can implement just one module or several modules. The modules will facilitate development of rich conceptual understandings related to the system science of natural hazards and their impacts. Students will develop scientific arguments that include risk assessment based on their understanding of real-world data and the particular Earth system being studied. The project will develop a set of computational models designed specifically to explore geoscience systems responsible for natural hazards. An open-source data analysis tool will also be modified for students to create and analyze visualizations of the magnitude, frequency, and distribution of real-world hazards and the impact of those hazards on people. Students will compare data generated from the Earth systems models with real-world data in order to develop an understanding of the cause and progression of natural hazards, as well as to make predictions and evaluate future risks.

The four-year, early stage design and development project will be conducted in two phases. In Phase 1, design-based research will be used to iteratively design and test Earth systems models. A team of five lead teachers will field test modules and provide focus group feedback during the development phase of the curricula. These lead teachers will provide input into the design and development of the tools, the organization and structure of the curriculum, and provide suggestions about classroom implementation to support the development of teacher support materials. After the models are developed, four curriculum modules related to hurricanes, earthquakes, floods, and wildfires will be developed, tested, and revised. In Phase 2, a group of 30 teachers will participate in implementation studies that will test usability of the modules across students from diverse backgrounds and feasibility of implementation across a range of classroom settings. Research will focus on understanding how to support student analysis of real-world datasets in order to improve their conceptual understanding of complex Earth systems associated with natural hazards. The project will also examine the role of uncertainty when students make scientific arguments that include predictions about the behaviors of complex systems and the uncertainties related to risk assessment. The project aims to clarify student views of uncertainty and how teachers can better support student understanding of the inherently uncertain nature of systems, models, and natural hazards, while understanding that models can be used to reduce impact. Questions guiding project research include: (1) How do students use flexible data visualizations to make sense of data and build and refine conceptual models about natural hazards? (2) How do students incorporate data from models and the real world in formulating scientific arguments; how do students use scientific uncertainty to assess risks based on their understanding of a natural hazard system; and how do students quantify and explain risks to humans and compare different sources of risks? And (3) Do GeoHazard curriculum modules help students make gains in risk-infused scientific argumentation practice and conceptual understanding underlying natural hazards? To what extent, for whom, and under what conditions is the GeoHazard curriculum useful in developing risk-infused scientific argumentation practice and conceptual understanding?

Engaging High School Students in Computer Science with Co-Creative Learning Companions (Collaborative Research: Magerko)

This research investigates how state-of-the-art creative and pedagogical agents can improve students' learning, attitudes, and engagement with computer science. The project will be conducted in high school classrooms using EarSketch, an online computer science learning environments that engages learners in making music with JavaScript or Python code.

Award Number: 
1814083
Funding Period: 
Sat, 09/15/2018 to Wed, 08/31/2022
Full Description: 
This research investigates how state-of-the-art creative and pedagogical agents can improve students' learning, attitudes, and engagement with computer science. The project will be conducted in high school classrooms using EarSketch, an online computer science learning environments that engages over 160,000 learners worldwide in making music with JavaScript or Python code. The researchers will build the first co-creative learning companion, Cai, that will scaffold students with pedagogical strategies that include making use of learner code to illustrate abstraction and modularity, suggesting new code to scaffold new concepts, providing help and hints, and explaining its decisions. This work will directly address the national need to develop computing literacy as a core STEM skill.
 
The proposed work brings together an experienced interdisciplinary team to investigate the hypothesis that adding a co-creative learning companion to an expressive computer science learning environment will improve students' computer science learning (as measured by code sophistication and concept knowledge), positive attitudes towards computing (self-efficacy and motivation), and engagement (focused attention and involvement during learning). The iterative design and development of the co-creative learning companion will be based on studies of human collaboration in EarSketch classrooms, the findings in the co-creative literature and virtual agents research, and the researchers' observations of EarSketch use in classrooms. This work will address the following research questions: 1) What are the foundational pedagogical moves that a co-creative learning companion for expressive programming should perform?; 2) What educational strategies for a co-creative learning companion most effectively scaffold learning, favorable attitudes toward computing, and engagement?; and 3) In what ways does a co-creative learning companion in EarSketch increase computer science learning, engagement, and positive attitudes toward computer science when deployed within the sociocultural context of a high school classroom? The proposed research has the potential to transform our understanding of how to support student learning in and broaden participation through expressive computing environments.

Design and Development of Transmedia Narrative-based Curricula to Engage Children in Scientific Thinking and Engineering Design (Collaborative Research: Ellis)

This project will address the need for engineering resources by applying an innovative pedagogy called Imaginative Education (IE) to create middle school engineering curricula. In IE, developmentally appropriate narratives are used to design learning environments that help learners engage with content and organize their knowledge productively. This project will combine IE with transmedia storytelling.

Lead Organization(s): 
Award Number: 
1814033
Funding Period: 
Sun, 07/15/2018 to Thu, 06/30/2022
Full Description: 

Engineering is an important component of the Next Generation Science Standards (NGSS). However, resources for supporting teachers in implementing these standards are scarce. This project will address the need for resources by applying an innovative pedagogy called Imaginative Education (IE) to create middle school engineering curricula. In IE, developmentally appropriate narratives are used to design learning environments that help learners engage with content and organize their knowledge productively. To fully exploit the potential of this pedagogy, this project will combine IE with transmedia storytelling. In transmedia storytelling, different elements of a narrative are spread across a variety of formats (such as books, websites, new articles, videos and other media) in a way that creates a coordinated experience for the user. Once created, the curricula will be implemented in classrooms to research its impact on (1) increasing learners' capacities to engage in both innovative and direct application of engineering concepts, and (2) improving learners' science, technology, engineering, and mathematics (STEM) identity. 

This research will be led by Smith College and Springfield Technical Community College in collaboration with Springfield (MA) Public Schools (SPS). Additional expertise in evaluating the findings will be provided by the Collaborative for Educational Services and an external advisory board of leaders in STEM education and transmedia storytelling. The project will result in the development of a transmedia learning environment that includes two NGSS-aligned, interdisciplinary engineering units and seven lessons that integrate science and engineering. The research study will be implemented in four phases in eight SPS middle schools. Approximately 900 students will participate each year. In Phase 1, the project team will collaborate with SPS teachers to create engineering units, lessons, and standards-based achievement measures. In Phase 2, teachers in the treatment group will participate in professional development (PD) workshops covering IE, transmedia learning environments, structure of the curriculum, and connections to NGSS. In Phase 3 the curricula will be implemented in treatment classrooms and both treatment and control group students will be assessed. In Phase 4, testing and assessment will continue in SPS schools and will be expanded to rural and suburban classrooms. Teachers in these classrooms will use online multimedia PD that will ensure scalability and mirrors the structure and content of in-person PD. Data analysis will provide evidence of whether this imaginative and transmedia educational approach improves students' capacities for using engineering concepts and enhances their STEM identity.

Design and Development of Transmedia Narrative-based Curricula to Engage Children in Scientific Thinking and Engineering Design (Collaborative Research: McGinnis-Cavanaugh)

This project will address the need for engineering resources by applying an innovative pedagogy called Imaginative Education (IE) to create middle school engineering curricula. In IE, developmentally appropriate narratives are used to design learning environments that help learners engage with content and organize their knowledge productively. This project will combine IE with transmedia storytelling.

Partner Organization(s): 
Award Number: 
1813572
Funding Period: 
Sun, 07/15/2018 to Thu, 06/30/2022
Project Evaluator: 
Collaborative for Educational Services (CES)
Full Description: 

Engineering is an important component of the Next Generation Science Standards (NGSS). However, resources for supporting teachers in implementing these standards are scarce. This project will address the need for resources by applying an innovative pedagogy called Imaginative Education (IE) to create middle school engineering curricula. In IE, developmentally appropriate narratives are used to design learning environments that help learners engage with content and organize their knowledge productively. To fully exploit the potential of this pedagogy, this project will combine IE with transmedia storytelling. In transmedia storytelling, different elements of a narrative are spread across a variety of formats (such as books, websites, new articles, videos and other media) in a way that creates a coordinated experience for the user. Once created, the curricula will be implemented in classrooms to research its impact on (1) increasing learners' capacities to engage in both innovative and direct application of engineering concepts, and (2) improving learners' science, technology, engineering, and mathematics (STEM) identity. 

This research will be led by Smith College and Springfield Technical Community College in collaboration with Springfield (MA) Public Schools (SPS). Additional expertise in evaluating the findings will be provided by the Collaborative for Educational Services and an external advisory board of leaders in STEM education and transmedia storytelling. The project will result in the development of a transmedia learning environment that includes two NGSS-aligned, interdisciplinary engineering units and seven lessons that integrate science and engineering. The research study will be implemented in four phases in eight SPS middle schools. Approximately 900 students will participate each year. In Phase 1, the project team will collaborate with SPS teachers to create engineering units, lessons, and standards-based achievement measures. In Phase 2, teachers in the treatment group will participate in professional development (PD) workshops covering IE, transmedia learning environments, structure of the curriculum, and connections to NGSS. In Phase 3 the curricula will be implemented in treatment classrooms and both treatment and control group students will be assessed. In Phase 4, testing and assessment will continue in SPS schools and will be expanded to rural and suburban classrooms. Teachers in these classrooms will use online multimedia PD that will ensure scalability and mirrors the structure and content of in-person PD. Data analysis will provide evidence of whether this imaginative and transmedia educational approach improves students' capacities for using engineering concepts and enhances their STEM identity.

Developing a Generalized Storyline that Organizes the Supports for Evidence-based Modeling of Long-Term Impacts of Disturbances in Complex Systems

This project will support students to develop evidence-based explanations for the impact of disturbances on complex systems.

Lead Organization(s): 
Award Number: 
1813802
Funding Period: 
Sun, 07/15/2018 to Thu, 06/30/2022
Full Description: 

This project will support students to develop evidence-based explanations for the impact of disturbances on complex systems. The project will focus on middle school environmental science disciplinary core ideas in life, Earth, and physical sciences. There are a wide variety of complex systems principles at work in disturbance ecology. This project serves as a starting point on supporting students to coordinate different sources of information to parse out the direct and indirect effects of disturbances on components of a system and to examine the interconnections between components to predict whether a system will return to equilibrium (resilience) or the system will change into a new state (hysteresis). These same complex systems principles can be applied to other scientific phenomena, such as homeostasis and the spread of infectious disease. This project will bring the excitement of Luquillo Long Term Ecological Research (LTER) to classrooms outside of Puerto Rico, and has a special emphasis on low performing, low income, high minority schools in Chicago. Over 6000 students will directly benefit from participation in the research program. The units will be incorporated into the Journey to El Yunque web site for dissemination throughout Chicago Public Schools (CPS) and the LTER network. The units will be submitted for review at the Achieve network, thus extending the reach to teachers around the country. The project will impact science teachers and curriculum designers through an online course on storyline development. This project aims to improve students' ability to engage in argument from evidence and address what the literature has identified as a significant challenge, namely the ability to evaluate evidence. Researchers will also demonstrate how it is possible to make progress on implementing Next Generation Science Standards in low performing schools. Through the web-based platform, these results can be replicated across many other school districts.

Researchers will to use the scientific context of the LTER program to develop a generalized storyline template for using evidence-based modeling to teach basic principles of disturbance ecology. Though a co-design process with middle school teachers in CPS, researchers will test the application of learning principles to a generalized storyline template by developing and evaluating three units on disturbance ecology - one life science, one Earth system science, and one physical science. Through a task analysis, researchers have identified three key areas of support for students to be successful at explaining how a system will respond to a disturbance. First, students need to be able to record evidence in a manner that will guide them to developing their explanation. Causal model diagrams have been used successfully in the past to organize evidence, but little is known about how students can use their causal diagrams for developing explanations. Second, there have been a wide variety of scaffolds developed to support the evaluation of scientific arguments, but less is known about how to support students in organizing their evidence to produce scientific arguments. Third, evidence-based modeling and scientific argumentation are not tasks that can be successfully accomplished by following a recipe. Students need to develop a task model to understand the reason why they are engaged in a particular task and how that task will contribute to the primary goal of explanation.

Extending and Investigating the Impact of the High School Model-based Educational Resource (Collaborative Research: Wilson)

This project builds on a line of work that has developed and studied the Model Based Educational Resource (MBER), a year-long curriculum for high school biology. The project will generate rigorous causal evidence on how this approach to biology teaching and learning can support student learning, and foundational information on how to support high school teachers in improving their teaching. It will also provide resources to expand and update MBER to reflect the changing high school science landscape by integrating Earth Science standards into the year long sequence.

Lead Organization(s): 
Award Number: 
1813538
Funding Period: 
Wed, 08/01/2018 to Sun, 07/31/2022
Full Description: 

This project builds on a line of work that has developed and studied the Model Based Educational Resource (MBER), a year-long curriculum for high school biology. In classrooms using MBER, modeling serves as an anchoring practice that keeps the inquiry tied to the goal of making sense of the world, helping teachers to engage their students in a range of cognitive and social activities that lead to deep understanding of scientific ideas. This project will generate rigorous causal evidence on how this approach to biology teaching and learning can support student learning, and foundational information on how to support high school teachers in improving their teaching. This funding will also provide resources to expand and update MBER to reflect the changing high school science landscape by integrating Earth Science standards into the year long sequence. The study will address the general research question: What is the impact of the Model Based Educational Resource (MBER) on high school students' science achievement, and what factors influence that impact? In addition to generating important research findings, the materials revised and studied in this project will be open-source and freely available to teachers and schools.

This study addresses a significant gap in the research on next generation curriculum materials. While there is emerging agreement about the importance of instructional materials in supporting teachers in effectively engaging students in the practices of science, there is very little empirical evidence to support such claims. The goal of this project is to study the impact of the MBER program through a cluster randomized trial and expand the promise of efficacy and feasibility established in previous work. This study will be able to make causal claims by using an experimental design in which 32 high school teachers serve as their own controls, and by using multi-level modeling in the analysis. This study will advance the field's knowledge about the impact of innovative materials on student learning, measured by both project-level assessments and the state science test. Exploratory research questions will examine a) how using the MBER program develops teachers' vision of the Next Generation Science Standards, b) how student learning is mediated by the fidelity of implementation of the materials, c) how teachers interact with materials designed to be modified for their classroom context, and d) to what extent the MBER materials provide equitable opportunities to learn and close achievement gaps.

Strengthening Data Literacy Across the Curriculum

This project will develop a set of statistics learning materials, with data visualization tools and an applied social science focus, to design applied data investigations addressing real-world socioeconomic questions with large-scale social science data. This project is designed to promote statistical understandings and interest in quantitative data analysis among high school students and engage students with content that resonates with their interests.

Award Number: 
1813956
Funding Period: 
Sun, 07/01/2018 to Wed, 06/30/2021
Full Description: 

The Strengthening Data Literacy across the Curriculum (SDLC) project seeks to significantly enhance the learning and teaching of Science, Technology, Engineering, and Mathematics (STEM) high school students and teachers through the development of resources, models, and tools. This project is designed to promote statistical understandings and interest in quantitative data analysis among high school students. The project will target students outside mathematics and statistics classes who seldom have opportunities formally make sense of large-scale quantitative data. The population for the initial study will be humanities/social studies and mathematics/statistics high school teachers and their classes. The focus on social justice themes are intended to engage students with content that resonates with their interests. This strategy has the potential to demonstrate ways to provide rich, meaningful statistical instruction to a population that seldom has the opportunity for such learning. By capturing students' imagination and interest with social justice themes, this project has the potential of high impact in today's society where understanding and preparing statistical reports are becoming more critical to the general populace.

This project will build on prior theory and research to develop a new set of statistics learning materials, with data visualization tools and an applied social science focus to design three 2-week applied data investigations (self-contained modules) addressing real-world socioeconomic questions with large-scale social science data. The modules will be aligned with the high school Common Core State Standards for Mathematics and key statistical content for college students. The purpose of the study is to strengthen existing theories of how to design classroom learning materials to support two primary sets of outcomes for high school students, particularly among those historically underrepresented in STEM fields: 1) stronger understandings of important statistics concepts and data analysis practices, and 2) interest in statistics and working with data.  The modules will engage students in a four-step investigative process where they will (1) formulate questions that can be answered with data; (2) design and implement a plan to assemble appropriate data; (3) use numerical and graphical methods to explore the data; and (4) summarize conclusions relating back to the original questions and citing relevant components of the analysis that support their interpretation and acknowledging other interpretations.

The project will employ a Design-Based Implementation Research (DBIR) design using both quantitative and qualitative data to determine results of targeted outcomes (noted above) as well track whether there is any evidence to support the conjectures that key module components directly impact targeted student outcomes. Starting with a well-defined, preliminary conceptual framework for the study, the project team will conduct four cycles of iterative design and testing of the proposed SDLC modules over two academic years, with each cycle occurring during a fall or spring semester.

A Practice-based Online Learning Environment for Scientific Inquiry with Digitized Museum Collections in Middle School Classrooms

This project will develop and study a prototype online learning environment that supports student learning via Engaging Practices for Inquiry with Collections in Bioscience (EPIC Bioscience), which uses authentic research investigations with digitized collections from natural history museums. 

Lead Organization(s): 
Award Number: 
1812844
Funding Period: 
Fri, 06/15/2018 to Mon, 05/31/2021
Full Description: 

There are an estimated 2-4 billion specimens in the world's natural history collections that contain the data necessary to address complex global issues, including biodiversity and climate. Digitized natural history collections present an untapped opportunity to engage learners in crucial questions of science with far-reaching potential consequences via object-based research investigations. This project will develop and study a prototype online learning environment that supports student learning via Engaging Practices for Inquiry with Collections in Bioscience (EPIC Bioscience). EPIC Bioscience uses authentic research investigations with digitized collections from natural history museums. The project team will create a curriculum aligned with the Next Generation of Science Standards (NGSS) for middle school students, emphasizing a major disciplinary core idea in grades 6-8 life science, Ecosystems: Interactions, Energy, and Dynamics. The project has three major goals: 1) Develop an online learning environment that guides students through research investigations using digitized natural history collections to teach NGSS life science standards. 2) Investigate how interactive features and conversational scaffolds in the EPIC Bioscience learning environment can promote deeper processing of science content and effective knowledge building. 3) Demonstrate effective approaches to using digitized collections objects for contextualized, research-based science learning that aligns to NGSS standards for middle school classrooms.

The project will examine how and when interactive features of a digital learning environment can be combined with deep questions and effective online scaffolds to promote student engagement, meaningful collaborative discourse, and robust learning outcomes during research with digitized museum collections. Research activities will address: How can interactive features of EPIC Bioscience help students learn disciplinary core ideas and cross cutting concepts via science practices through collections-based research? How can effective patterns of collaborative scientific discourse be supported and enhanced during online, collections-based research? How does the use of digitized scientific collections influence students' levels of engagement and depth of processing during classroom investigations? A significant impact of the proposed work is expanded opportunities for research with authentic museum objects for populations who are traditionally underserved in STEM and are underrepresented in museum visitor demographics (Title I schools, racial/ethnic minorities, and rural school populations). Research activities will engage over 1,500 Title I and rural students (50 classes across three years) in meaningful research investigations with collections objects that address pressing global issues.

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