Research – The Lawrence Hall of Science https://lawrencehallofscience.org The public science center of the University of California, Berkeley. Mon, 29 Jul 2024 20:52:03 +0000 en-US hourly 1 https://wordpress.org/?v=6.7.2 https://lawrencehallofscience.org/wp-content/uploads/2020/12/cropped-sample_favicon.png Research – The Lawrence Hall of Science https://lawrencehallofscience.org 32 32 Reflecting on Practice™ (RoP) https://lawrencehallofscience.org/research/reflecting-on-practice-rop/ Sun, 21 Jul 2024 16:19:00 +0000 https://lawrencehallofscience.org/?p=11500 RoP is a professional learning program designed for adoption by informal science learning environments so that all educators in an organization can participate and learn together. The trademarked program immerses all types of educators—veteran and beginning, full-time and part-time, career and seasonal—in discussions about, reflections on, and applications of research and theory on learning and teaching science. The ideas and tasks that the program offers will create and strengthen a shared knowledge base and develop a professional language among educators within a given institution. It makes public the practices of all educators through promulgating a greater understanding of, and reflections on, their beliefs, goals, and actions.

RoP was developed at the Lawrence Hall of Science, and was designed to help educators within an institution learn together and from one another. Anyone interested in RoP can purchase the curriculum or reach out to RoP to find out more.

Contact: Sarah Pedemonte spedemonte@berkeley.edu

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Make Math REAL: Maker Challenges to Promote Math Learning among English Language Learners https://lawrencehallofscience.org/research/our-work/make-math-real-maker-challenges-to-promote-math-learning-among-english-language-learners/ Fri, 03 Mar 2023 18:35:39 +0000 https://lawrencehallofscience.org/?p=21857 In collaboration with Sonoma State University, Make Math REAL is an NSF-funded project to develop, test, and study Maker Learning Cycle (MLC) curriculum units for linguistically and culturally diverse students in grades 4 and 5. Each Maker challenge engages students in hands-on creation of solutions to authentic problems in a social context, and each challenge is followed by one to three mathematics lessons related to the challenge. This project is guided by the hypothesis that authentic Maker experiences promote deeper engagement with mathematics concepts among linguistically and culturally diverse students; promote STEM activation in the dimensions of fascination, competency beliefs, and innovation stance; and enhance teacher perceptions of linguistically and culturally diverse students’ capacities.

Through a combination of student surveys, math assessments, student interviews, and classroom observations, the research is guided by two questions: (1) How and to what extent do the MLCs support engagement for linguistically and culturally diverse students in ways that traditional instruction does not? And (2) To what extent do MLCs support linguistically and culturally diverse students’ growth in STEM learning activation and deeper mathematics learning?

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Youth Present to Joint Powers Authority on Local Lead Contamination Research Findings https://lawrencehallofscience.org/news/youth-present-to-joint-powers-authority-on-local-lead-contamination-research-findings/ Thu, 19 Jan 2023 17:45:36 +0000 https://lawrencehallofscience.org/?p=20274
Students analyze soil samples in the community
Students analyze soil samples

On October 27, 2022, a group of young people presented the findings of their environmental quality research to the Alameda County Joint Powers Authority Board of Directors, which is comprised of representatives from City Councils of each Alameda County city, the Alameda County Board of Supervisors, and the Alameda County Lead Poisoning Prevention Program. During the presentation, the youth revealed that they have found alarming levels of lead in soil samples collected from public parks and neighborhoods in West and East Oakland, CA. The young people shared the fact that of the 150 samples they collected, processed, and analyzed, a very high percentage contain hazardous levels of lead. Joint Powers Authority directors were impressed by the work of the youth and expressed their intent to take steps to elevate the issue.

The youth who delivered the presentation were participants of a program called Energy Interns, based at the Lawrence Hall of Science, and presented in collaboration with local youth-serving community groups including The Good Brothas Network and Lao Family Community Development. Kevin Cuff, director of the program, and Jim Neiss-Cortez, instructor, shared the mission of the program, which is to develop youths’ awareness of environmental justice issues in their community and increase their capacity to use science to address them. In doing so, the program also aims to expose youth to careers in environmental science, public health, management, and advocacy. The Energy Interns program is made possible by a three-year National Science Foundation Innovative Technology Experiences for Students and Teachers (ITEST) program grant (award #1849958) awarded to the University of California at Berkeley’s Lawrence Hall of Science (the Lawrence).

Program participants took turns presenting their findings to Joint Powers Authority directors, sharing graphs that showed the portion of their samples that exceeded the state of California EPA’s acceptable limits of lead contamination. Their data was derived from samples obtained from sites nearby to where they lived, worked, and went to school. Over 82% of the samples collected in East Oakland had unacceptable levels of lead, and over 75% of samples that were collected in West Oakland. The presenters expressed particular concern about risks associated with such high levels of lead contamination, especially the life-long neurological damage that can occur for youth who experience lead poisoning. 

EBAYS Soil Lead Mapping Project

To build a diverse workforce and achieve socioeconomic well-being for a larger segment of the general population, now, more than ever, youth in urban communities need access to effective workforce development opportunities. Given that the effects of climate change are steadily becoming more noticeable and severe, it is especially important that such opportunities relate to emerging fields engaged in addressing associated needs and demands. Two such fields are clean energy and environmental health, which will drive the need for “green jobs” and environmental monitoring workforce development. The Energy Interns program seeks to surmount this challenge by providing youth who reside in low-income, urban communities in the San Francisco Bay Area with STEM learning experiences that expose them to clean energy and environmental science-related career pathways. The internship program supports the development of a well-honed set of skills, understandings, and awareness that facilitate a higher degree of participation in STEM-related educational, occupational, and civic activities. 

The program partners with community organizations and has taken place in Oakland and San Francisco. During the past year, over 40 youth have participated in the program, and there are another 18 months left of the program. Research on the impacts of the program is ongoing, but early results indicate that youth who have participated in the program have expressed greater confidence in pursuing STEM careers and greater awareness of the types of careers they could pursue. Youth shared:

“Before… I would not imagine myself applying for any type of green job or anything like that… but I think now in the future, I probably will.”

“I feel like more opened up to science careers and views, cuz now I’ve seen the potential of how science-based view could be… connecting back with the community.”

The research will also examine for whom and under which conditions participation in Energy Interns has the greatest impact. These findings will yield valuable insights and model components that can help to fortify other training programs with STEM components, which will increase their capacity to serve youth in their quest for rewarding careers/better lives. 

“Results of our research further illustrate the power of providing youth with high-quality, authentic, and relevant community-based research that enables participants to seamlessly connect STEM learning with lived experiences,” shared program director Kevin Cuff.

For more information view the Energy Interns program or contact program director Kevin Cuff.

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Youth Engaged in STEM and Service (YESS) https://lawrencehallofscience.org/research/our-work/youth-engaged-in-stem-and-service-yess/ Mon, 05 Dec 2022 21:00:00 +0000 https://lawrencehallofscience.org/?p=19863

Youth Engaged in STEM and Service (YESS)

Youth Engaged in STEM and Service (YESS) is a four-year (2020-24) National Science Foundation ITEST-funded project to design, implement, and study the cultural relevance and outcomes of two solar-technology summer camp experiences.

Students from the YESS program are building solar suitcases.

Youth, ages 13-15,  from female identifying and black and brown communities participate in engaging, hands-on solar technology summer camps. Through a collaborative and iterative development process, we design, test, and refine two culturally-relevant summer camp models and curricula to focus on (a) local relevance or (b) global service learning. Local relevance is the pedagogical approach of making connections between science content and local issues so youth can gain an understanding of the relevance of alternative energy in their lives. Youth learn about natural disasters that are relevant to the surrounding area (e.g., drought, wildfires, earthquakes) and how solar technology can mitigate these disasters. In the service learning camp, youth learn about global energy poverty and work to identify solutions to provide solar power for an international community. Youth then build and ship a solar suitcase, a standalone power source, to a community without access to electricity. In both camps, youth learn about electricity, energy, engineering, and solar technology; practice science and engineering practices; gain a greater awareness of STEM career pathways; and reflect on their own STEM identities.  This project is a partnership between Lawrence Hall of Science, Girls Inc. of Island City, Boys & Girls Club of Alameda, Alameda Unified School District and We Share Solar.  

The research includes a three-part study: (1) Design-based Research: How can solar-based summer camps be designed to be culturally relevant through a local  relevance and/or global service learning lens? (2) Implementation Study: How are the camps implemented? How do camp features support student engagement? And (3) Outcomes Study: To what extent do the camps support positive outcomes and are there any differences by camp or gender?

Contact

For more information about this project please contact

Joanna Totino

Project Director

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Environmental Protectors Project https://lawrencehallofscience.org/research/current-projects/environmental-protectors-project/ Tue, 29 Nov 2022 01:03:49 +0000 https://lawrencehallofscience.org/?p=19334

This four-year National Science Foundation-funded project engages youth of color between 14 and 18 years of age, who live in Oakland, CA, Flint,  MI,  or  Chelsea,  MA, in community-driven science research activities. Our research investigates the impacts of participating in the project, including science identity and appreciation of the value of  STEM  and civic agency outcomes. In addition to generating evidence about these outcomes, we hope to begin to understand how these dispositions and stances grow and support each other. 

The project engages youth in authentic science research practices to investigate community-related environmental issues. The project is a collaboration with partners in each of the three communities (Lawrence Hall of Science in Berkeley, CA; Harvard Museum of Natural History in Chelsea, MA; Brownell Boulevard Coalition in Flint, MI). The project programming is presented 4 times per year at each of the 3 sites. During this programming, youth are engaged in:

  • Mini-investigations within their communities during which they will collect, organize, interpret and communicate accurate and relevant data on concentration levels of lead in local soils and Particulate Matter concentration levels in air indoors and outdoors.
  • Discussion and critical analysis of the data as it relates to the social, political, and historical dimensions of local environmental injustice issues.
  • Construction of visually compelling narratives to communicate the results of their investigations to public audiences in a variety of settings that may include designing community awareness campaigns and/or devising pollution mitigation strategies.

Research Questions

  1. How does science activism develop in youth participating in Community Driven Science research?
    • How are science-related outcomes  (values science,  science competency beliefs,  and science identity) related to science activism?
    • How are civic agency outcomes (perceived behavioral control and personal salience) related to science activism?
    • What do youth perceive to be the most important program contributors and contextual factors for developing science activism?
  2. When youth are engaged in CDSR, what proximal outcomes are observed?
  3. How do differences in program implementation impact youth outcomes?

For more information about this project or to get involved, please contact Principal Investigator Kevin Cuff.

Support Provided By

NSF logo

This material is based upon work supported by the National Science Foundation under Grant No. 2115614. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.

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Energy Interns Program: Pathways to STEM Careers https://lawrencehallofscience.org/research/energy-interns-a-stem-career-pathways-program/ Fri, 30 Sep 2022 18:30:53 +0000 https://lawrencehallofscience.org/?p=18269

The Lawrence Hall of Science received a three-year National Science Foundation (NSF) grant (award #1849958) to create the Energy Interns program and investigate its impact on youth participants. The project engages a diverse population of youth residing in low-income, urban communities in the San Francisco Bay Area in a combination of technology-enabled STEM learning, skills development, training and research activities specifically designed to stimulate interest in clean energy and environmental science-related career pathways. The youth engage in interventions through a clean energy and environmental science-related curriculum. The project investigates the capacity of two career pathway models to stimulate science, technology, engineering and mathematics (STEM) interest and career awareness among underrepresented “opportunity youth” (i.e., those between the ages of 16 and 24 years old enrolled in non-traditional educational programs and/or not working). The project is producing a set of effective clean energy and environmental science-related instructional resources useful in helping to improve STEM literacy among youth residing in urban areas. 

More about the Energy Interns Project >

Part of the NSF’s Innovative Technology Experiences for Students and Teachers (ITEST) program, this project advances efforts to better understand and promote practices that increase students’ motivations and capacities to pursue careers in fields of science, technology, engineering, or mathematics (STEM).

The Energy Interns project engages youth enrolled in programs operated by community-based organizations in carefully designed sequences of hands-on activities that address important STEM subject matter related to clean energy and environmental science. Summer and after school components serve as the primary content assimilation mechanism. Approximately sixty new youth participate in project activities each year over the course of the project’s three-year implementation. These youths engage in hands-on, materials-centered activities designed to aid in the development of STEM understandings and skills that increase capacity and confidence necessary for effectively pursuing future academic and career-related endeavors. Research questions include: 1) What is the impact that a given pathway model has on affecting career interest, preparation, and trajectory? and 2) Can these models be successful in impacting how youth value the application of STEM?

The project takes an innovative approach to broaden participation in STEM by addressing STEM workforce inequities and engaging a population of students not in the traditional school setting in STEM learning. In this way, the findings of this research will provide information about how to re-engage students who are currently disconnected from STEM.

Energy Interns
In Action

Energy Interns present to the Alameda County Joint Powers Authority

Youth revealed that they have found alarming levels of lead in soil samples collected from public parks and neighborhoods in West and East Oakland, CA. The young people shared the fact that of the 150 samples they collected, processed, and analyzed, a very high percentage contain hazardous levels of lead. Read the full news story about the presentation.

Watch Our Recent Together Bay Area Presentation

Instructor Jim Neiss-Cortez presented about the Energy Interns project (starting at 9:00 in the video) along with other Bay Area career-development organizations on October 11, 2022 as part of the Together Tuesdays series.

Contact

For more information about this project or to get involved, please contact Principal Investigator Kevin Cuff.

Support Provided By

NSF logo

This material is based upon work supported by the National Science Foundation under Grant No. 1849958. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.

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Investigating Measurement of STEM Engagement and Advocacy in Older Adults https://lawrencehallofscience.org/research/current-projects/investigating-measurement-of-stem-engagement-and-advocacy-in-older-adults/ Fri, 02 Sep 2022 17:56:48 +0000 https://lawrencehallofscience.org/?p=17999 Researchers and learning designers from the University of California, Berkeley wanted to find out more about how older adults engage in informal STEM learning environments and how they can be an effective pathway to STEM advocacy in adults 50 years or older. This new research aims to (a) develop and apply new methods for measuring engagement in informal STEM learning and STEM advocacy and (b) explore factors that lead to the engagement and advocacy of this population in informal science learning. The work will ultimately generate new knowledge that supports general measurement practices through the rigorous, systematic development of measures of older adult learning.

The team developed, pilot tested, and validated two surveys: a survey to measure engagement in informal STEM learning and one to measure STEM Advocacy. Both surveys are available to download below. The team also hosted two intergenerational informal STEM learning events that brought together older adult members of Osher Lifelong Learning Institute (OLLI) at UC Berkeley and UC Berkeley undergraduate students in the Fung Fellowship. At the event the older adults and undergraduates formed small groups of 2-3 older adults and 1-2 undergraduates to develop solutions to a real-world challenge using the human-centered design process. The two surveys were administered and tested at both learning events.

The interdisciplinary team of investigators from the University of California, Berkeley, received funding from NSF’s Advancing Informal STEM Learning (AISL) program to conduct this exploratory research on informal STEM learning among older adults. The researchers include faculty and staff from three campus units: the Osher Lifelong Learning Institute @UC Berkeley (OLLI); the Fung Fellowship for Wellness and Technology (the Fellowship), part of The Coleman Fung Institute for Engineering Leadership in the College of Engineering; and the Lawrence Hall of Science. For more information, please contact principal investigator Jennifer Mangold or research lead Sarah Olsen.

Learning Event Report

This report summarizes findings from a STEM learning event for older adults and includes the two instruments developed as part of this project: The STEM Advocacy Survey which is a 36-item measure that includes four subscales that measure components of STEM Advocacy, including Value of STEM for Society, Knowledge of STEM Advocacy, STEM Advocacy Efficacy, and STEM Advocacy Identification; and the STEM Engagement Survey for Older Adults, a ten-item scale adapted for older populations from a previously developed instrument designed for youth (ActivationLab.org) measuring behavioral, cognitive, and affective engagement as part of one unidimensional scale. Findings suggest that the learning event was highly engaging, that orientation toward advocacy did not change as a result of the learning event, and that engagement was moderately correlated with each of the STEM advocacy variables except STEM Advocacy Identification, which was strongly and significantly correlated. The implications of this work for the informal science education field are that:

  • The Engagement Survey can be used by informal learning providers to compare, improve, & identify approaches for engaging older adults and build an evidence base 
  • The STEM Advocacy Survey can be used to measure and understand older adults’ stance toward STEM advocacy
  • STEM Advocacy Identification and Efficacy may be particularly important levers for encouraging STEM advocacy behaviors in older adults

This report is based upon work supported by the National Science Foundation under Grant Number #1906720. Any opinions, findings, and recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the National Science Foundation.

Download the Surveys

STEM Advocacy Survey for older adults in informal science learning settings

Engagement Survey for older adults in informal science learning settings

Suggested Citations

Olsen, S., Cannady, M., Mangold, J., Brewster, C., Hartry, A. (2021). Investigating Measurement of STEM Engagement and Advocacy in Older Adults: Learning Event Report. Lawrence Hall of Science. Lawrencehallofscience.org/olderadults

Olsen, S., Cannady, M., Mangold, J., Brewster, C., Hartry, A. (2022). Engagement survey for older adults in informal science learning settings. Lawrence Hall of Science. Lawrencehallofscience.org/olderadults

Olsen, S., Cannady, M., Mangold, J., Brewster, C., Hartry, A. (2022). STEM advocacy survey for older adults in informal science learning settings. Lawrence Hall of Science. Lawrencehallofscience.org/olderadults

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Augmenting Museum Visits: Guiding Families to Share in the Learning https://lawrencehallofscience.org/research/current-projects/familylearning/ Mon, 15 Aug 2022 20:24:17 +0000 https://lawrencehallofscience.org/?p=17883 The Lawrence Hall of Science is engaging in a three-year project (Institute of Museum and Library Services, Grant #MG-40-18-0005-18) that investigates Augmented Reality (AR) exhibit design through the lens of family-friendly learning design principles. We began by conducting a literature review of AR exhibits to identify the key features that best position families for engaging in learning conversations, resulting in seven principles that can guide the development of AR exhibits. We then applied these principles to the collaborative design of an AR exhibit that we installed at the Lawrence Hall of Science in 2022 (learn about our design process below). The exhibit, BugtOpia, features life-like 3D models of unique bugs that can be investigated and even fed! The purpose of the exhibit is to leverage the AR technology to engage families in developing empathy with the critters through learning conversations as they explore the 3D models. We also conducted a study to investigate how the exhibit supported family learning conversations. To read our recently published literature review, please check out our Visitor Studies journal article

BugtOpia Exhibit Design Process

Resources for exhibit developers

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Research and Policy Briefs https://lawrencehallofscience.org/research/research-and-policy-briefs/ Fri, 13 May 2022 16:29:46 +0000 https://lawrencehallofscience.org/?p=16521 Romero, V. F., Collins, M., Young, A., Laina, V., Dorph, R., Pande, A., Strang, C., & Foreman, J. (2022). Improving outdoor science teaching and learning: The implementation of a capacity-building model in outdoor science programs. Berkeley, CA: The Lawrence Hall of Science, University of California, Berkeley.

Collins, M. A., Pande, A., Strang, C., Foreman, J., & Dorph, R. (2021). Impacts from COVID-19: Resilient outdoor science programs need support as challenges persist. Policy brief. Lawrence Hall of Science, University of California, Berkeley; California.  https://lawrencehallofscience.org/wp-content/uploads/2022/02/impacts-from-covid-19-osps_2-2022.pdf

Romero, V., Laina, V., Pande, A., Chi, B., & Snow, J. Z. (2021). BEETLES: An evaluation of a capacity building model to support outdoor science programs. Berkeley, CA: The Lawrence Hall of Science, University of California, Berkeley. 

Gonzalez, J., Arciniega, M., Romero, V., & Pande, A. (2021). Centering equity and inclusion in cultivating community. Berkeley, CA: The Lawrence Hall of Science, University of California, Berkeley. http://beetlesproject.org/resources/centering-equity/ 

Castillo, C., Yun, S., Hartry, A. (2020). Supporting Making-Centered Experiences in Distance-Learning Contexts.
https://lawrencehallofscience.org/wp-content/uploads/2021/10/LHS_MakingBrief.pdf

Collins, M. A., Dorph, R., Foreman, J., Pande, A., Strang, C., & Young, A. (2020). A field at risk: The impact of COVID-19 on environmental and outdoor science education: Policy brief. Lawrence Hall of Science, University of California, Berkeley; California. https://lawrencehallofscience.org/wp-content/uploads/2021/10/EE_A_Field_at_Risk_Policy_Brief.pdf

Hernández, B., Romero, V., Foreman, J., & Aaholm, E. (2020). Building Towards an Inclusive Organizational Culture: Insights and Lessons Learned from YES Nature to Neighborhoods. Berkeley, CA.

Bell, James, Besley, J., Cannady, M., Crowley, K., Grack Nelson, A., Philips, T., & Storksdieck, M. (2019). The role of engagement in STEM learning and science communication: Reflections on interviews from the field. Washington, DC: Center for Advancement of Informal Science Education.

Romero, V., Foreman, J., Strang, C., Maybury, C., Pepito, E., & Rocca, C. (2019). Intentional hiring and recruitment through the lens of equity and inclusion: Insights and lessons learned from Crissy Field Center, Golden Gate National Parks Conservancy. Berkeley, CA.

Romero, V., Foreman, J., Strang, C., Rodriguez, L., Payan, R., & Moore Bailey, K. (2019). Examining equitable and inclusive work environments in environmental education: Perspectives from the field and implications for organizations. Berkeley, CA.

Caspary, K., Ammah-Tagoe, N., Cannady, M., & Greenwald, E. (2017). Developing protocols to support collaborative teacher reflection and professional learning for science argument writing. Menlo Park, CA: SRI International.

Chung, J., Cannady, M. A., Schunn, C., Dorph, R., & Bathgate, M. (2016). Measures technical brief: Engagement in science learning activities.

Chung, J., Cannady, M. A., Schunn, C., Dorph, R., & Bathgate, M. (2016b). Measures technical brief: Fascination in science.

Chung, J., Cannady, M. A., Schunn, C., Dorph, R., & Vincent-Ruz, P. (2016). Measures technical brief: Competency beliefs in science.

Cannady, M. (2015). STEM and the City: A Report on STEM Education in the Great American Urban Public School System, by Clair T. Berube, Information Age Publishing, Charlotte, NC, USA, 2014. x+ 114 pp. ISBN 978-1-62396-637-9. Science Education, 1(100), 182–183.

Dorph, R., & Cannady, M. A. (2014). Making the future: Promising evidence of influence. A report submitted to Cognizant Technologies by The Research Group. The Lawrence Hall of Science, University of California, Berkeley.

Davis, M., Cannady, M., Chung, J., & Reisman, L. (2013). Rethinking Pre-College Math Evaluation Report June 7, 2013.

Chung, Joo, Cannady, M., Plude, D., Anderson, A., Dorph, R., & Kwon, P. (2012). COSEE’s Influence on Scientists’ Professional Practices: Findings from the COSEE Scientist Study.

Moore, D. W., Bathgate, M. E., Chung, J., & Cannady, M. A. (2011). Technical report: Measuring activation and engagement. Activation Lab, Enables Success Study.

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Positioning Youth for Success in Science: Studying the Malleability and Impact of Computational Thinking for Science https://lawrencehallofscience.org/research/positioning-youth-for-success-in-science-studying-the-malleability-and-impact-of-computational-thinking-for-science-2/ Thu, 09 Sep 2021 15:58:25 +0000 https://lawrencehallofscience.org/?p=7838 Researchers and curriculum designers at the Lawrence have been engaged in a three-year project (NSF STEM+C #1838992) that investigates computational thinking as both an input into and an outcome of science learning. After synthesizing a variety of frameworks and definitions of computational thinking (CT) to define the aspects of CT that best position youth specifically for learning science, we are testing whether this new construct, called computational thinking for science (CT-S), prepares youth from diverse backgrounds for achieving success with their science learning in technology-rich classrooms. We are specifically investigating whether CT-S is valuable above and beyond two of the previously identified dimensions of Science Learning Activation: fascination and scientific sensemaking, each of which has been shown to enable success in science learning during the middle school years. We are also investigating the relationship between CT-S and the development of STEM career preferences. The study is situated within classrooms that use the Amplify Science Middle School curriculum, also developed by the Learning Design Group. The project includes measurement development, validity testing, and a one-semester-long study to explore variation in CT-S and the extent to which CT-S is predictive of science learning and engagement. To read more about our development process and the items on the measure, please download our technical report.

Technical Report: Measuring Computational Thinking For Science (CT-S) PDF

Computational Thinking for Science Framework PDF

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