STEM Practices

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

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.

Lead Organization(s): 
Award Number: 
1812660
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.

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.

Understanding the Role of Simulations in K-12 Science and Mathematics Teacher Education

This project will develop and implement a working conference for scholars and practitioners to articulate current use cases and theories of action regarding the use of simulations in PreK-12 science and mathematics teacher education. The conference will be structured to provide opportunities for attendees to share their current research, theoretical models, conceptual views, and use cases focused on the design and use of digital and non-digital simulations for building and assessing K-12 science and mathematics teacher competencies.

Lead Organization(s): 
Award Number: 
1813476
Funding Period: 
Sat, 09/01/2018 to Sat, 08/31/2019
Full Description: 

The recent emergence of updated learning standards in science and mathematics, coupled with increasingly diverse school students across the nation, has highlighted the importance of updating professional learning opportunities for science and mathematics teachers. One promising approach that has emerged is the use of simulations to engage teachers in approximations of practice where the focus is on helping them learn how to engage in ambitious content teaching. In particular, recent technological advances have supported the emergence of new kinds of digital simulations and have brought increased attention to simulations as a tool to enhance teacher learning. This project will develop and implement a working conference for scholars and practitioners to articulate current use cases and theories of action regarding the use of simulations in PreK-12 science and mathematics teacher education. The conference will be structured to provide opportunities for attendees to share their current research, theoretical models, conceptual views, and use cases focused on the design and use of digital and non-digital simulations for building and assessing K-12 science and mathematics teacher competencies.

While the use of simulations in teacher education is neither new nor limited to digital simulation, emerging technological capabilities have enabled digital simulations to become practical in ways not formerly available. The current literature base, however, is dated and the field lacks clear theoretic models or articulated theories of action regarding what teachers could or should learn via simulations, and the essential components of effective learning trajectories. This working conference will be structured to provide opportunities for attending, teacher educators, researchers, professional development facilitators, policy makers, preservice and inservice teachers, and school district leaders to share their current research, theoretical models, conceptual views, and use cases regarding the role of simulations in K-12 science and mathematics teacher education. The conference will be organized around four major goals, including: (1) Define how simulations (digital and non-digital) are conceptualized, operationalized, and utilized in K-12 science and mathematics teacher education; (2) Document and determine the challenges and affordances of the varied contexts, audiences, and purposes for which simulations are used in K-12 science and mathematics teacher education and the variety of investigation methods and research questions employed to investigate the use of simulations in these settings; (3) Make explicit the theories of action and conceptual views undergirding the various simulation models being used in K-12 science and mathematics teacher education; and (4) Determine implications of the current research and development work in this space and establish an agenda for studying the use of simulations in K-12 science and mathematics teacher education. The project will produce a white paper that presents the research and development agenda developed by the working conference, describes a series of use cases describing current and emergent practice, and identifies promising directions for future research and development in this area. Conference outcomes are expected to advance understanding of the varied ways in which digital and non-digital simulations can be used to foster and assess K-12 science and mathematics teacher competencies and initiate a research and development agenda for examining the role of simulations in K-12 science and mathematics teacher education.


Project Videos

2019 STEM for All Video Showcase

Title: Understanding the Role of Simulations in Teacher Preparation

Presenter(s): Lisa Dieker, Angelica Fulchini Scruggs, Heather Howell, Michael Hynes, & Jamie Mikeska


Science, Technology, Engineering and Mathematics Teaching in Rural Areas Using Cultural Knowledge Systems

This project will collaborate with Indigenous communities to create educational resources serving Inupiaq middle school students and their teachers. The Cultural Connections Process Model (CCPM) will formalize, implement, and test a process model for community-engaged educational resource development for Indigenous populations. The project will contribute to a greater understanding of effective natural science teaching and science career recruitment of minority students.

Award Number: 
1812888
Funding Period: 
Sat, 09/01/2018 to Tue, 08/31/2021
Full Description: 

The Cultural Connections Process Model (CCPM) will formalize, implement, and test a process model for community-engaged educational resource development for Indigenous populations. The project will collaborate with Indigenous communities to create educational resources serving Inupiaq middle school students and their teachers. Research activities take place in Northwest Alaska. Senior personnel will travel to rural communities to collaborate with and support participants. The visits demonstrate University of Alaska Fairbanks's commitment to support pathways toward STEM careers, community engagement in research, science teacher recruitment and preparation, and STEM career awareness for Indigenous and rural pre-college students. Pre-service teachers who access to the resources and findings from this project will be better prepared to teach STEM to Native students and other minorities and may be more willing to continue careers as science educators teaching in settings with Indigenous students. The project will contribute to a greater understanding of effective natural science teaching and science career recruitment of minority students. The project's participants and the pre-college students they teach will be part of the pipeline into science careers for underrepresented Native students in Arctic communities. The project will build on partnerships outside of Alaska serving other Indigenous populations and will expand outreach associated with NSF's polar science investments.

CCPM will build on cultural knowledge systems and NSF polar research investments to address science themes relevant to Inupiat people, who have inhabited the region for thousands of years. An Inupiaq scholar will conduct project research and guide collaboration between Indigenous participants and science researchers using the Inupiaq research methodology known as Katimarugut (meaning "we are meeting"). The project research and development will engage 450 students in grades 6-8 and serves 450 students (92% Indigenous) and 11 teachers in the remote Arctic. There are two broad research hypotheses. The first is that the project will build knowledge concerning STEM research practices by accessing STEM understandings and methodologies embedded in Indigenous knowledge systems; engaging Indigenous communities in project development of curricular resources; and bringing Arctic science research aligned with Indigenous priorities into underserved classrooms. The second is that classroom implementation of resources developed using the CCPM will improve student attitudes toward and engagement with STEM and increase their understandings of place-based science concepts. Findings from development and testing will form the basis for further development, broader implementation and deeper research to inform policy and practice on STEM education for underrepresented minorities and on rural education.

Design and Development of a K-12 STEM Observation Protocol (Collaborative Research: Roehrig)

This project will design and develop a new K-12 classroom observation protocol for integrated STEM instruction (STEM-OP). The STEM-OP will inform the instruction of integrated STEM in many contexts with the goal of improving integrated STEM education.

Award Number: 
1813342
Funding Period: 
Sat, 09/01/2018 to Wed, 08/31/2022
Full Description: 

This project will design and develop a new K-12 classroom observation protocol for integrated STEM instruction (STEM-OP). The STEM-OP will be developed for use in K-12 STEM settings. While the importance of integrated STEM education is established, there remains disagreement on models and effective approaches for integrated STEM instruction. This issue is confounded by the lack of observation protocols sensitive to integrated STEM teaching and learning to inform research to the effectiveness of new models and strategies. Existing instruments were not developed for use in integrated STEM learning environments. The STEM-OP will be designed to be used effectively by multiple stakeholders in a variety of contexts. Researchers will benefit from having the STEM-OP available for them to carry out research and continue to improve STEM education in a variety of ways. Existing instruments were not developed for use in integrated STEM learning environments.  The STEM-OP and associated training materials will be available for use by other education stakeholders, such as K-12 teachers and district administrators, through a publicly available online platform. In brief, the STEM-OP will inform the instruction of integrated STEM in many contexts with the goal of improving integrated STEM education.

The primary product of this project is the new observation protocol called STEM-OP for K-12 classrooms implementing integrated STEM lessons. The project will use over 500 integrated STEM classroom videos to design the STEM-OP. Using exploratory and confirmatory factor analysis, the STEM-OP will be a valid and reliable instrument for use in a variety of educational contexts. The research will explore the different ways that elementary, middle, and high school science teachers enact integrated STEM instruction. This study will shed light on the nature of STEM instruction in each of these grade bands and provide information building towards an understanding of learning progressions for engineering practices across grade bands. Research exploring how the nature of STEM integration changes from day to day over the course of a unit will provide critical information about the different sequencing and trajectories of STEM units. Examining how integrated STEM instruction unfolds over a full unit of instruction will inform the understanding of integrated STEM practices at both micro- and macro- levels of analysis. The STEM-OP and associated training materials will be available for use by other education stakeholders, such as K-12 teachers and district administrators, through a publicly available, which will be distributed via a publicly available, online platform that includes a training manual and classroom video for practice scoring.

Design and Development of a K-12 STEM Observation Protocol (Collaborative Research: Dare)

This project will design and develop a new K-12 classroom observation protocol for integrated STEM instruction (STEM-OP). The STEM-OP will inform the instruction of integrated STEM in many contexts with the goal of improving integrated STEM education.

Lead Organization(s): 
Award Number: 
1854801
Funding Period: 
Sat, 09/01/2018 to Wed, 08/31/2022
Full Description: 

This project will design and develop a new K-12 classroom observation protocol for integrated STEM instruction (STEM-OP). The STEM-OP will be developed for use in K-12 STEM settings. While the importance of integrated STEM education is established, there remains disagreement on models and effective approaches for integrated STEM instruction. This issue is confounded by the lack of observation protocols sensitive to integrated STEM teaching and learning to inform research to the effectiveness of new models and strategies. Existing instruments were not developed for use in integrated STEM learning environments. The STEM-OP will be designed to be used effectively by multiple stakeholders in a variety of contexts. Researchers will benefit from having the STEM-OP available for them to carry out research and continue to improve STEM education in a variety of ways. Existing instruments were not developed for use in integrated STEM learning environments.  The STEM-OP and associated training materials will be available for use by other education stakeholders, such as K-12 teachers and district administrators, through a publicly available online platform. In brief, the STEM-OP will inform the instruction of integrated STEM in many contexts with the goal of improving integrated STEM education.

The primary product of this project is the new observation protocol called STEM-OP for K-12 classrooms implementing integrated STEM lessons. The project will use over 500 integrated STEM classroom videos to design the STEM-OP. Using exploratory and confirmatory factor analysis, the STEM-OP will be a valid and reliable instrument for use in a variety of educational contexts. The research will explore the different ways that elementary, middle, and high school science teachers enact integrated STEM instruction. This study will shed light on the nature of STEM instruction in each of these grade bands and provide information building towards an understanding of learning progressions for engineering practices across grade bands. Research exploring how the nature of STEM integration changes from day to day over the course of a unit will provide critical information about the different sequencing and trajectories of STEM units. Examining how integrated STEM instruction unfolds over a full unit of instruction will inform the understanding of integrated STEM practices at both micro- and macro- levels of analysis. The STEM-OP and associated training materials will be available for use by other education stakeholders, such as K-12 teachers and district administrators, through a publicly available, which will be distributed via a publicly available, online platform that includes a training manual and classroom video for practice scoring.

Design and Development of a K-12 STEM Observation Protocol (Collaborative Research: Ring-Whalen)

This project will design and develop a new K-12 classroom observation protocol for integrated STEM instruction (STEM-OP). The STEM-OP will inform the instruction of integrated STEM in many contexts with the goal of improving integrated STEM education.

Lead Organization(s): 
Award Number: 
1812794
Funding Period: 
Sat, 09/01/2018 to Wed, 08/31/2022
Full Description: 

This project will design and develop a new K-12 classroom observation protocol for integrated STEM instruction (STEM-OP). The STEM-OP will be developed for use in K-12 STEM settings. While the importance of integrated STEM education is established, there remains disagreement on models and effective approaches for integrated STEM instruction. This issue is confounded by the lack of observation protocols sensitive to integrated STEM teaching and learning to inform research to the effectiveness of new models and strategies. Existing instruments were not developed for use in integrated STEM learning environments. The STEM-OP will be designed to be used effectively by multiple stakeholders in a variety of contexts. Researchers will benefit from having the STEM-OP available for them to carry out research and continue to improve STEM education in a variety of ways. Existing instruments were not developed for use in integrated STEM learning environments.  The STEM-OP and associated training materials will be available for use by other education stakeholders, such as K-12 teachers and district administrators, through a publicly available online platform. In brief, the STEM-OP will inform the instruction of integrated STEM in many contexts with the goal of improving integrated STEM education.

The primary product of this project is the new observation protocol called STEM-OP for K-12 classrooms implementing integrated STEM lessons. The project will use over 500 integrated STEM classroom videos to design the STEM-OP. Using exploratory and confirmatory factor analysis, the STEM-OP will be a valid and reliable instrument for use in a variety of educational contexts. The research will explore the different ways that elementary, middle, and high school science teachers enact integrated STEM instruction. This study will shed light on the nature of STEM instruction in each of these grade bands and provide information building towards an understanding of learning progressions for engineering practices across grade bands. Research exploring how the nature of STEM integration changes from day to day over the course of a unit will provide critical information about the different sequencing and trajectories of STEM units. Examining how integrated STEM instruction unfolds over a full unit of instruction will inform the understanding of integrated STEM practices at both micro- and macro- levels of analysis. The STEM-OP and associated training materials will be available for use by other education stakeholders, such as K-12 teachers and district administrators, through a publicly available, which will be distributed via a publicly available, online platform that includes a training manual and classroom video for practice scoring.

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.


Project Videos

2019 STEM for All Video Showcase

Title: Transforming Engineering Education for Middle School (TEEMS)

Presenter(s): Beth McGinnis-Cavanaugh, Sonia Ellis, & Crystal Ford


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.


Project Videos

2019 STEM for All Video Showcase

Title: Transforming Engineering Education for Middle School (TEEMS)

Presenter(s): Beth McGinnis-Cavanaugh, Sonia Ellis, & Crystal Ford


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.

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