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This study used data from California CORE Districts to explore whether changes in students' self-reported social-emotional learning (SEL) predicted changes in academic outcomes and attendance. The findings revealed that within-student changes in SEL were positively associated with improvements in English language arts (ELA) and math achievement, as well as attendance, and were consistent across various student subgroups.
The Impact of Unmotivated Questionnaire Responding on Data Quality
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This article explores the issue of satisficing, which is suboptimal responding on surveys, in the context of a large-scale social-emotional learning survey administered to over 400,000 elementary and secondary students. Despite concerns about its impact on data quality, the study found that satisficing had a more modest effect than expected. The article offers an approach for defining and calculating satisficing for researchers, practitioners, and policymakers to improve the quality of survey data.
… through the Policy Analysis for California Education’s CORE-PACE Research Partnership. We analyzed student responses to a … confirmatory study included students from a subset of the CORE school districts (see the full list here: …
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This article assesses confusion due to negative wording on social-emotional learning (SEL) assessments using mixture IRT models. Results based on student self-reports show confusion biasing scores, especially in Grades 3-5, and correlational relationships between SEL constructs and reading proficiency and ELL status. Using positively oriented items in future SEL measures is recommended to address these issues.
… scales collected from students in Grades 3–12 from CORE Districts in the state of California, it also evaluates … scales collected from students in grades 3–12 from CORE Districts in the state of California, we also evaluate … CORE districts: An IRT modeling approach. CORE-PACE research partnership working paper, Madison, WI. …
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California's CORE districts have been collecting data since 2014 on social and emotional learning (SEL) and school climate and culture to improve K-12 schools' holistic approach to student development. Advocates argue that a focus on SEL and school culture will lead to higher academic achievement and better well-being for students. The CORE districts developed survey instruments for SEL competencies and school climate perceptions involving students, staff, and parents. Many states and districts have adopted SEL-specific curricula and disciplinary reforms.
… Taylor N. Allbright Heather J. Hough California’s CORE districts —a consortium of eight school districts … SEL, schools’ climate and culture, or both. California’s CORE Districts first developed SEL and school climate … 12The full set of research from the CORE-PACE Partnership can be found on the PACE website: …
Evidence From the First Large-Scale Panel Student Survey
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Self-report surveys are used to track students’ social-emotional development. This large-scale panel survey reveals that self-efficacy, social awareness, and self-management decrease after Grade 6, except for growth mindset. Female students report higher self-management and social awareness but lower self-efficacy than males in middle and high school. Students of color and economically disadvantaged students report lower levels of each construct. Policymakers should consider these trends and use self-reports to target interventions and resources.
… whole student.”1 At the forefront of this trend are the CORE Districts, a network of large urban districts in … then-mandated under the No Child Left Behind Act.2 The CORE Districts used this flexibility to develop a measurement … This article was produced as part of the CORE-PACE Research Partnership, which is focused on producing …
Evidence from the CORE Districts
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The CORE Districts in California conducted a survey to measure K-12 students’ social-emotional well-being during the pandemic. Results indicate that students’ personal and interpersonal well-being rated lower than their learning environments. Interpersonal well-being was most correlated with academic achievement. Home/online learning environment improved, but Grades 5-12 students reported not liking school as much in winter 2020-21. Stakeholders should focus on meeting the pressing needs of each group of students.
… Learning Conditions During the Pandemic Evidence from the CORE Districts Caroline Wang Libby Pier Robert H. Meyer … their students’ social-emotional well-being, the CORE Districts in California developed survey instruments to … This paper was produced as part of the CORE-PACE Research Partnership, which is focused on producing …
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This paper uses mixture IRT models to evaluate whether students experience confusion due to negative wording of items on a social-emotional learning assessment. It examines the consequences of confusion on student- and school-level scores and correlations with student-level variables, finding that confusion is present and most prevalent in lower grades, and is related to reading proficiency and ELL status. The study recommends the use of positively oriented items in future SEL measures, and suggests bias corrections based on the studied mixture model to maintain measurement continuity.
… scales collected from students in Grades 3–12 from CORE Districts in the state of California, it also evaluates … scales collected from students in grades 3-12 from CORE districts in the state of California, we also evaluate … This paper was produced as part of the CORE-PACE Research Partnership, which is focused on producing …
A Pragmatic Approach to Validity and Reliability
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This report discusses the validity and reliability of CORE Districts’ social-emotional learning (SEL) student-report surveys. Through a pragmatic approach, the report answers four guiding questions that explain different facets of validity for school leaders. The aim is to provide guidance around the use of SEL surveys within and outside of the CORE districts to facilitate decision-making for educational leaders.
… Social Emotional Learning Through Student Surveys in the CORE Districts A Pragmatic Approach to Validity and … into a larger assessment framework has occurred through CORE Districts —a consortium of school districts in … is a central focus of the research coordinated by the CORE-PACE Research Partnership. In this brief, we summarize this …
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The use of social-emotional learning (SEL) and school culture/climate (CC) measures is a promising way to understand school performance. SEL and CC measures are reliable, distinguish between schools, and relate to academic and non-academic measures. They can identify areas for improvement within schools, such as subgroup gaps. Incorporating these measures into higher stakes accountability systems requires further research.

… and school performance. Using data from California's CORE districts , we show that SEL and CC measures demonstrate … brief summarizes our recent research using data from the CORE districts— districts serving nearly one million students … of a larger program of work being coordinated by the CORE-PACE Research Partnership to better understand measures of …
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This report presents benchmarking data on self-report student surveys measuring social-emotional learning (SEL) from nearly half a million students in grades 4 through 12 across 8 CORE districts in California. The data provide means and standard deviations by construct, grade level, and subgroup, and can serve as a proxy for a nationally-normed sample for other schools across the country looking to administer the CORE survey.

… Making Sense of Social-Emotional Survey Results Using the CORE Districts' Benchmarking Data Katie Buckley The CORE districts have been measuring social-emotional learning … partnership by Policy Analysis for California Education (PACE). For more information on the appropriate use of SE and …
Practices and Supports Employed in CORE Districts and Schools
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This study explores ten "outlier schools" in California's CORE districts that have strong social-emotional learning outcomes. The brief and infographic summarize the various practices found in these schools and the common implementation challenges faced. The findings offer lessons that can help other schools and districts implement social-emotional learning at scale.

Evidence from the CORE Districts
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This study examines how social-emotional skills develop from Grade 4 to Grade 12 and vary by gender, socioeconomic status, and race/ethnicity. Based on self-report student surveys administered to around 400,000 students in California, the study finds that social-emotional skills do not increase uniformly and vary across subgroups. Females have higher social awareness but lower self-efficacy than males. Economically disadvantaged students show improvement in high school. White students report higher social-emotional skills than African American and Latinx students.
… in Student Social-Emotional Learning Evidence from the CORE Districts Martin West Libby Pier Hans Fricke Heather J. … school years to roughly 400,000 students within the CORE districts , a network of urban school districts in … Stanford, CA: Policy Analysis for California Education (PACE). Retrieved from …
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This study examines the impact of target setting for non-academic indicators on school quality ratings in CORE districts' elementary schools. The authors found that non-academic measures of school quality vary over time, are not consistently associated with demographics, and are sensitive to small changes in rating thresholds. The results suggest a need for more research on target setting for non-academic indicators in school quality systems.
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This report examines the stability of school effects on social-emotional learning (SEL) over two years in California's CORE districts. The correlations among school effects in the same grades across different years are positive but lower than those for math and ELA. While these effects measure real contributions to SEL, their low stability draws into question whether including them in school performance frameworks and systems would be beneficial.

… a large-scale SEL survey administered in California’s CORE districts . We find that correlations among school … and structures for supporting SEL.9 At a district level, CORE Districts — a non-profit collaborative of California … is the Director of Quantitative Research of the CORE-PACE Research Partnership. Prior to this position he was a …
The Impact of Unmotivated Questionnaire Respondents on Data Quality
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This paper investigates the effect of student satisficing, the act of providing suboptimal survey responses, on data quality in a large-scale social-emotional learning survey. The study examines the prevalence and impact of satisficing among 409,721 students and finds that its effect on data quality is less significant than expected. The paper offers a practical approach to defining and calculating satisficing, useful for researchers, policymakers, and practitioners working with large-scale datasets.
… Acknowledgements This paper was produced as part of the CORE-PACE Research Partnership, which is focused on producing … research that informs continuous improvement in the CORE districts (Fresno, Garden Grove, Long Beach, Los …
An IRT Modeling Approach
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This study examines the properties of California's CORE Districts' SEL survey, which measures social-emotional learning in students. The survey was given to over 400,000 students in grades 3-12. The study uses both classical test theory and item response theory frameworks to analyze the data and make recommendations for modeling and scaling SEL survey data. Policy implications are discussed for educators, administrators, policy makers, and other stakeholders.
Evidence from California’s CORE School Districts
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This paper examines which social-emotional skills are most important for student success and how they vary among student subgroups. It uses longitudinal data from over 200,000 fourth through seventh grade students in California to explore growth mindset gaps across student groups and shows the significant predictive power of growth mindset for academic achievement gains, even when controlling for other social-emotional skills and background characteristics.
… Mindset Learn More in School Evidence from California’s CORE School Districts Susana Claro Susanna Loeb While the … mindset learn more in school: Evidence from California’s CORE school districts [Working paper]. Policy Analysis for … This paper was produced as part of the CORE-PACE Research Partnership, which is focused on producing …
Findings from the First Large-Scale Panel Survey of Students
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This paper examines the use of social-emotional learning (SEL) measures to evaluate school-level growth in student outcomes. The study finds substantial differences across schools in SEL growth, suggesting that schools may contribute to students' SEL. However, caution is recommended in interpreting measures as the causal impacts of schools on SEL due to potential measurement error and omitted variables bias.
… Acknowledgements This paper was produced as part of the CORE-PACE Research Partnership, which is focused on producing … research that informs continuous improvement in the CORE districts (Fresno, Garden Grove, Long Beach, Los …
Evidence from California’s CORE Districts
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This paper uses a large dataset to confirm that self-management skills predict student success and are a better predictor of student learning than other socio-emotional skills. Students with higher levels of self-management experience almost 80 days of additional learning. The paper also describes self-management gaps across student groups.
… and Student Achievement Gains Evidence from California’s CORE Districts Susana Claro Susanna Loeb Existing research on … and student achievement gains: Evidence from California’s CORE Districts [Working paper]. Policy Analysis for … This paper was produced as part of the CORE-PACE Research Partnership, which is focused on producing …
Consistent Gender Differences in Students’ Self-Efficacy
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This brief examines the consistency of the drop in academic self-efficacy during middle school across various student groups, such as demographics, achievement level, and school of attendance. The study finds that the drop is essentially universal across all groups, despite some showing lower self-efficacy than others. Additionally, schools vary in their students' level of self-efficacy, but do not differ much in this trend. The drop in academic self-efficacy is steeper for female students, resulting in lower self-efficacy for girls than boys throughout middle and high school.
… exception is an early study using data from the California CORE districts that examined trends in students’ … Our analyses use data from five of the California CORE districts6 which received a waiver granting exemption … 5 This brief is based on a PACE working paper, which can be found here: …
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This study uses value-added models to explore whether social-emotional learning (SEL) surveys can measure effective classroom-level supports for SEL. Results show that classrooms differ in their effect on students' growth in self-reported SEL, suggesting that classroom-level effects may be larger than school-level effects. However, the low explanatory power of the SEL models means it's unclear if these are causal effects. The SEL measures also capture growth not measured by academic test scores, indicating that classrooms within schools may impact measurable student growth in SEL.
… brief applies value-added models to student surveys in the CORE Districts to explore whether social-emotional learning … brief applies value-added models to student surveys in the CORE Districts to explore whether social-emotional learning … Hans Fricke was the Director of Quantitative Research for PACE when producing this report; he is now an economist at …