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Eric Hanushek, Steven Rivkin and Jeffrey Schiman February, 2017
Bilingual Education and Shorter- and Longer- Term Outcomes of English Language Learners Eric Hanushek, Steven Rivkin and Jeffrey Schiman February, 2017
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Ongoing debate over the merits of bilingual education
Educating English language learners in the native language can support learning in math, science and other subjects; A slower transition to English provides a better learning environment that is perhaps less damaging to self-esteem Immersion in English, although educationally costly at first in some subjects, accelerates English language acquisition and may be more effective approach to foster success in school over the longer run Segregation that comes from separation into bilingual classes may be harmful Peer effects Differences in teacher quality for bilingual participants
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Potential tradeoffs among outcomes
Any positive bilingual effect on achievement may be offset by negative future effects on achievement, school persistence and other outcomes if more rapid integration into non-bilingual classrooms fosters better longer-term outcomes Note that grades 3 and 4 are โlonger-termโ with respect to educational choices in kindergarten and grade 1
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Recent evidence finds little difference in early achievement between bilingual and English-only participants Chin, Daysal and Imberman (2013) using RDD design based on Texas bilingual law Matsudaira (2005); Angrist, Chin, and Godoy (2008); Slavin et al (2011) Some studies find English skill acquisition lower in bilingual setting Conger (2010) and Jepsen (2010)
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Texas Schools Project Microdata
Panel data set of all students between 1994 and 2016 Elementary and secondary school data Annual student testing in reading and mathematics from grades 3-8 Classification as LEP Participation in bilingual program or ESL (immersion) program Teacher-student links beginning in 2013 Information on schools and teachers (future work) Graduation and dropout status Texas higher education data for public colleges and universities (future work) College entry and persistence Workforce commission data on earnings (future work)
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Empirical Framework Primary challenge in the estimation of the causal effect of bilingual education is that students, schools and districts that use bilingual education differ from those that do not Not valid to compare bilingual education participants with nonparticipants Build on Chin et al. (2013) and investigate bilingual effects on early achievement and longer-term outcomes Use RDD methods based on the law that districts with at least 20 LEP students in a given grade and native language must provide bilingual education
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Advantages of student micro-data
Identify participants in bilingual education Compare teacher characteristics and productivity for those in bilingual education versus others in the same school Compare LEP/non-LEP differences in teacher characteristics by program used to teach LEP students Follow students who received bilingual education over time Achievement trends High school graduation and dropout status College entry earnings
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Trends in fraction classified as LEP and fraction of LEP students in bilingual education programs
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Shares of districts offering bilingual education, by year and district size quintile
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Potential confounding factors and interpretation
Participation in other interventions may vary discontinuously at enrolment of 20 LEP students No such programs known to be in place Districts may manipulate LEP classification to avoid having to offer bilingual classrooms by not classifying LEP students as LEP No support for this hypothesis in the data Interpretation - Estimates are only relevant for districts (and students coming from those districts) around the threshold enrollment of 20 LEP students
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Density of District Hispanic LEP Enrollment
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RDD Specifications Data span 1998 to 2009
Sample is restricted to students with 200 or fewer students in their district when in 1st grade. Estimates are for districts with enrolments in a ยฑ๐๐ student window around the LEP threshold of 20 students
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Summary of RDD results Probability of offering a bilingual program increases by around 20 percentage points at cutoff Probability of participating in bilingual education increases by a smaller amount Negative effect of bilingual education on mathematics and reading achievement in early grades; positive in some later grades Preliminary estimates suggest no significant effect on the probability of high school graduation the probability of dropping out
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First stage at district-offer level
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Chin et al. first-stage relationship for comparison
Roughly a 27pp increase in probability of offering bilingual education
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First stage at student take-up level
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RDD Estimates of Bilingual Program Effects on Math Achievement
3rd grade 4th grade 9th grade 10th grade 11th grade Reduced Form Estimate -0.064** -0.050* 0.087** 0.009 0.121*** (0.033) (0.028) (0.038) (0.037) (0.045) Control group mean math score -0.303 -0.260 -0.217 -0.251 -0.266 Sample Size 29,303 27,812 15,842 13,072 9,148
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Corresponding First-Stage Estimates
3rd grade 4th grade 9th grade 10th grade 11th grade Student participates in bilingual education 0.171*** 0.153*** 0.145*** 0.157*** 0.140*** (0.026) (0.030) (0.040) (0.037) (0.038) District offers bilingual education 0.240*** 0.229*** 0.248*** 0.251*** (0.035) (0.043) (0.050) (0.049) (0.055) Sample Size 29,303 27,812 15,842 13,072 9,148
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Next steps Specification testing for selective attrition for later grades High school outcomes: dropout, graduate College entry Workforce data Mechanisms Changes in the teaching staff and teaching quality Changes in peer composition and class size
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