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Multiple outcomes of education

Elizabeth Huffaker, Sarah Novicoff, Thomas S. Dee.

A controversial, equity-focused mathematics reform in the San Francisco Unified School District (SFUSD) featured delaying Algebra I until ninth grade for all students. This descriptive study examines student-level longitudinal data on mathematics course-taking across successive cohorts of SFUSD students who spanned the reform’s implementation. We observe large changes in ninth and tenth grades (e.g., delaying Algebra I and Geometry). Participation in Advanced Placement (AP) math initially fell 15% (6 pp.) driven by declines in AP Calculus and among Asian/Pacific-Islander students. However, growing participation in acceleration options attenuated these reductions. Large ethnoracial gaps in advanced math course-taking remained.

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Lucas Gortazar, Claudia Hupkau, Antonio Roldan.

We provide evidence from a randomized controlled trial on the effectiveness of a novel, 100-percent online math tutoring program, targeted at secondary school students from highly disadvantaged neighborhoods. The intensive, eight-week-long program was delivered by qualified math teachers in groups of two students during after-school hours. The intervention significantly increased standardized test scores (+0.26 SD) and end-of-year math grades (+0.48 SD), while reducing the probability of repeating the school year. The intervention also raised aspirations, as well as self-reported effort at school.

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Christian Buerger, Jane Arnold Lincove, Catherine Mata.

School autonomy has been and continues to be one of the most important education reform strategies around the world despite ambiguity about its theoretical and empirical effects on students learning. We use international data from PISA to test three country-level factors that might account for inconsistent results in prior literature: (1) the selective implementation of school autonomy based on school performance; (2) differential influence on high-risk subgroups; and (3) the presence of accountability policies to prevent opportunism by autonomous schools. We find that the relationship between autonomy and student test performance varies both across countries and within countries across subgroups in both magnitude and direction. Similar results are observed if decentralization is coupled with accountability policies. All of three tested factors influence country-level associations between school decentralization and student learning, which suggests that autonomy is effective only when contextual factors and other policies are aligned.

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Preeya P. Mbekeani, John Papay, Ann Mantil, Richard J. Murnane.

Improving education and labor market outcomes for low-income students is critical for advancing socioeconomic mobility in the United States. We explore how Massachusetts public high schools affect the longer-term outcomes of low-income students, using detailed longitudinal data. We estimate school value-added impacts on four-year college graduation and earnings. Similar students who attend schools at the 80th percentile of the distribution are 6 percentage points more likely to graduate from a four-year college and earn 13% (or $3,600) more annually at age 30 compared to peers who attend schools at the 20th percentile. We consider how school effectiveness across a range of short-term measures relates to longer-run impacts. Schools that improve students’ test scores and college aspirations improve longer-run outcomes more.

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Andrew Kwok, Joseph Waddington, Jenna Davis, Sara Halabi, Debbee Huston, Rita Hemsley.

Our study examines roughly 2,000 novice teachers’ responses about how they account for students’ cultural, ethnic/racial, and linguistic diversity. We qualitatively analyze robust open-ended survey responses to explore teachers’ reported strategies for how they integrate asset-based pedagogy (ABP). We identify codes related to these strategies and then investigate them by participant demographics. This illuminates both the predictive validity of our qualitative analyses as well as provides initial evidence as to whether certain characteristics are associated with critical techniques. Our findings inform practitioners of a suite of ABP strategies as well as districts and policymakers about how novice teachers are processing asset-based instruction and who to target support in this vital pedagogical area.

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Martin Carnoy, Tatiana Khavenson.

The Revista del Centro de Estudios Educativos, numero 3, 1971 included an early Carnoy article on the economics of education: “Un enfoque de sistemas para evaluar la educación, ilustrado con datos de Puerto Rico.” The article used a unique data set that had student test scores, students’ family background characteristics, and information about teachers and other school inputs for about one-third of all students in Puerto Rican schools to estimate relations between teacher characteristics and student test scores controlling for students’ social class, gender, and whether the school was urban or rural. Such data sets were rare in the late 1960s, and so were attempts to understand how education systems worked to produce student learning outcomes—that is, to improve the quality of education.

There is a lot to criticize in the empirical analysis in that early article, but it does show that there was considerable concern about the quality of education in Latin America even back in 1971. That concern has grown greatly in the past fifty years as countries in the region have expanded their educational systems to provide an increasing proportion of youth with secondary schooling and higher education. With that expansion, there has been a shift in focus from policies concerned with access to schooling to policies concerned with improving the quality of schooling (UNESCO, 2005).

Two factors have contributed to this shift. The first is research claiming that quality of education, as measured by international test scores, is a better predictor of economic growth than the number of years of schooling in the labor force (Hanushek and Kimko, 2000; Hanushek and Woessman, 2008). The second is the increase in testing itself, both at the national and international levels. Student test results are being used increasingly to pressure national and local educational systems, schools, and individual teachers to have their students do better on the tests (OECD, 2013). League tables comparing schools, local school districts, regions, and nations against others are now a regular feature of educational politics in many countries of the world. To some extent, international test scores are becoming important enough to affect government legitimacy.

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Kenneth K. Wong, Spencer Davis.

The Cobb Teaching & Learning System (CTLS) is a digital learning initiative developed for and by the Cobb County School District (CCSD) in Georgia. CTLS became a crucial initiative used by the district to maintain student academic progress during the COVID-19 pandemic. Adopting a mixed-methods approach, this case study seeks to analyze CTLS’s design and implementation, focusing on digital transformation and professional collaboration within CCSD. This case study highlights how CCSD maintains complete ownership in a customized digital learning initiative supported by technology providers.

CTLS’s success comes from its strategic partnership with external technology providers, most notably EdIncites, commitment to professional collaboration, investment in novel technologies, and focus on real-time data. Looking at district-by-district comparisons, Cobb’s level of achievement and learning recovery resembles that of higher performing suburban districts in Georgia as opposed to its closest geographically and demographically comparable peers. Furthermore, 2019-2022 testing data indicates that all GA Milestone End-Of-Course proficiency percentages have already exceeded a 2014 baseline. This suggests that CTLS played a central role in CCSD’s successful recovery after the COVID-19 pandemic.

The overall response to the digital learning initiative from the end users that it is intended to serve has also been overwhelmingly positive. The initiative is now well-positioned to broaden learning opportunities across all schools and improve communication with parents and other stakeholders. CCSD’s experience in scaling CTLS offers useful lessons for districts that are ready to launch and to own their transformative digital learning environment.

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Adam D. Nowak, Frank Perrone, Patrick S. Smith.

Faced with decreasing funds and increasing costs, a growing number of school districts across the United States are switching to four-day school weeks (4DSWs). Although previously used only by rural districts, the policy has begun to gain traction in metropolitan districts. We examine homeowner, teacher, and student outcomes in one of the first metropolitan school districts to adopt the 4DSW. We find 2 to 4 percent home price declines relative to surrounding school districts, a 5 percent decrease in teacher retention for experienced teachers, and a 0.2 to 0.3 standard deviation decrease in student test scores. These results suggest the decision to adopt a 4DSW in a metropolitan setting should not be taken lightly.

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Maria Marta Ferreyra, Carlos Garriga, Juan David Martin-Ocampo, Angelica Maria Sanchez-Diaz.

Despite the growing popularity of free college proposals, countries with higher college subsidies tend to have higher enrollment rates but not higher graduation rates. To capture this evidence and evaluate potential free college policies, we rely on a dynamic model of college enrollment, performance, and graduation estimated using rich student-level data from Colombia. In the model, student effort affects class completion and mitigates the risk of performing poorly or dropping out. Among our simulated policies, universal free college expands enrollment the most but has virtually no effect on graduation rates, helping explain the cross-country evidence. Performance-based free college triggers a more modest enrollment expansion but delivers a higher graduation rate at a lower fiscal cost. While both programs lower student uncertainty relative to the baseline, performance-based free college does it to a lower extent, which in turn promotes better student outcomes. Overall, free college programs expand enrollment but have limited impacts on graduation and attainment due to their limited impact on student effort.

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Lelys Dinarte-Diaz, Maria Marta Ferreyra, Tatiana Melguizo, Angelica Maria Sanchez-Diaz.

Short-cycle higher education programs (SCPs), lasting two or three years, capture about a quarter of higher education enrollment in the world and can play a key role enhancing workforce skills. In this paper, we estimate the program-level contribution of SCPs to student academic and labor market outcomes, and study how and why these contributions vary across programs. We exploit unique administrative data from Colombia on the universe of students, institutions, and programs to control for a rich set of student, peer, and local choice set characteristics. We find that program-level contributions account for about 60-70 percent of the variation in student-level graduation and labor market outcomes. Our estimates show that programs vary greatly in their contributions, across and especially within fields of study. Moreover, the estimated contributions are strongly correlated with program outcomes but not with other commonly used quality measures. Programs contribute more to formal employment and wages when they are longer, have been provided for a longer time, are taught by more specialized institutions, and are offered in larger cities.

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