Classroom Peer Effects and Student Achievement. Working Paper 08-5


Book Description

In this paper we analyze the impact of classroom peers on individual student performance with a unique longitudinal data set covering all Florida public school students in grades 3-10 over a five-year period. Unlike many previous data sets used to study peer effects in education, our data set allow us to identify each member of a given student's classroom peer group in elementary, middle, and high school as well as the classroom teacher responsible for instruction. As a result, we can control for individual student fixed effects simultaneously with individual teacher fixed effects, thereby alleviating biases due to endogenous assignment of both peers and teachers, including some dynamic aspects of such assignments. Our estimation strategy, which focuses on the influence of peers' fixed characteristics--both observed and unobserved--on individual test score gains, also alleviates potential biases due to error in measuring peer quality, simultaneity of peer outcomes, and mean reversion. Under linear-in-means specifications, estimated peer effects are small to non-existent, but we find some sizable and significant peer effects within non-linear models. For example, we find that peer effects depend on an individual student's own ability and on the ability level of the peers under consideration, results that suggest Pareto-improving redistributions of students across classrooms and/or schools. Estimated peer effects tend to be smaller when teacher fixed effects are included than when they are omitted, a result that suggests co-movement of peer and teacher quality effects within a student over time. We also find that peer effects tend to be stronger at the classroom level than at the grade level. (Appended to this document is "Comparison of Estimation Methods Using Simulated Data." Contains 28 footnotes and 10 tables.).







Classroom Peer Effects and Academic Achievement


Book Description

This paper estimates peer effects on student achievement using a panel data set from a middle school in China. Unique features of the organization of Chinese middle schools (Grades 7 to 9) and panel data allow us to overcome difficulties that have hindered the separation of peer effects from omitted individual factors due to self-selection and from common teacher effects and to identify peer effects at the classroom level. We estimate peer effects for Math, English, Chinese, and overall test scores separately. In a linear-in-means model controlling for both individual and teacher-by-test fixed effects, peers are found to have a positive and significant effect on math and overall test scores and a positive but insignificant effect on Chinese test scores, but no effect on English test scores. Importantly, students at the middle of the ability distribution tend to benefit from better peers, whereas students at the ends of the ability distribution do not suggesting that policy makers who want to exploit positive peer effects face difficult tradeoffs in classroom and school assignment.




Social Dynamics


Book Description

This collection of essays presents a variety of approaches to understanding the dynamics of human interaction.




Peer Effects in the Classroom


Book Description

Peer effects are potentially important for understanding the optimal organization of schools, jobs, and neighborhoods, but finding evidence is difficult because people are selected into peer groups based, in part, on their unobservable characteristics. I identify the effects of peers whom a child encounters in the classroom using sources of variation that are credibly idiosyncratic, such as changes in the gender and racial composition of a grade in a school in adjacent years. I use specification tests, including one based on randomizing the order of years, to confirm that the variation I use is not generated by time trends or other non-idiosyncratic forces. I find that students are affected by the achievement level of their peers: a credibly exogenous change of 1 point in peers' reading scores raises a student's own score between 0.15 and 0.4 points, depending on the specification. Although I find little evidence that peer effects are generally non-linear, I do find that peer effects are stronger intra-race and that some effects do not operate through peers' achievement. For instance, both males and females perform better in math in classrooms that are more female despite the fact that females' math performance is about the same as that of males




Gender Peer Effects in School


Book Description

This research addresses gender peer effects in education and their impact on student achievement in Chile. We address the topic from three different level of analysis: (a) whether the proportion of girls in a cohort influences students' educational outcomes (b) whether assignment to a classroom with a higher proportion of girls influences students' educational outcomes, and (c) the relative performance of single-sex and coeducation in Chile and its impact on male and female achievement. Through three essays, peer effects are analyzed and their role established for different stages of schooling and for various student characteristics, including gender, socioeconomic background and type of school the student attends. Moreover, the possibility of nonlinearity in gender peer effects is explored as well at the various possible channels through which the effects may operate, such as changes in the amount of curriculum covered. The three essays also address the econometric problems inherent in any study of peer effects. The dissertation provides new evidence on the existence of gender peer effects in elementary and secondary schools based on data from a developing country. It also provides an enriched understanding of how gender peer effects are interrelated with characteristics of the students and schools. The analyses were based on recent data from SIMCE, a Chilean national standardized student assessment carried out in 4 th , 8th and 10 th grade. It is concluded that, after controlling for differences in socioeconomic background, school and a cohort's characteristics, a larger share of female students in a cohort and in a classroom level have a positive impact on academic achievement, both for boys and girls. Results were robust across estimations. Classroom gender peer effects were bigger than the ones estimated at the cohort level, supporting the notion that peer effects get larger when they are measured closer to the context in which they operate. The effects are slightly stronger for girls. The estimated impact of an increase in 10 percentage points on the proportion of female students in the classroom is about 2 to 8 percent of one standard deviation in girl test scores, and between 1 to 5 percent for boys. Gender peer effects proved to be nonlinear and they were stronger when female students are in a minority within the student population, both for boys and girls. To explain these results, the research shows that, as the share of female students in a cohort or class rises, the amount of curriculum that a teacher can cover during the academic year increases as well. Furthermore, the increased share of females is associated with an increase in teachers' expectation on academic attainment of their students. The analysis of co-education and single-sex schools concludes that most of the differences in student achievement between students that attend a single-sex versus a coeducational school were due to students' background characteristics, previous student achievement, peers and school selection. The issue of selection bias is much weaker for girls. Some positive and statistically significant positive effect of single-sex school attendance persist for girls after the effect of selection is controlled-for, as well as previous achievement and other controls. The difference is small, though. The single-sex school effect almost disappears for boys, supporting results from previous sections of this dissertation.







Handbook of the Economics of Education


Book Description

The Handbooks in Economics series continues to provide the various branches of economics with handbooks which are definitive reference sources, suitable for use by professional researchers, advanced graduate students, or by those seeking a teaching supplement. With contributions from leading researchers, each Handbook presents an accurate, self-contained survey of the current state of the topic under examination. These surveys summarize the most recent discussions in journals, and elucidate new developments. Although original material is also included, the main aim of this series is the provision of comprehensive and accessible surveys. *Every volume contains contributions from leading researchers *Each Handbook presents an accurate, self-contained survey of a particular topic *The series provides comprehensive and accessible surveys







Peer Effects in Disadvantaged Primary Schools


Book Description

We examine the effect of peer achievement on students' own achievement and teacher performance in primary schools in disadvantaged neighborhoods using data from a well-executed randomized experiment in seven states. Contrary to the existing literature, we find that the average classroom peer achievement adversely influences own student achievement in math and reading in linear-in-means models. Extending our analysis to take into account the potential non-linearity in the peer effects leads to non-negligible differences along the achievement distribution. We test several models of peer effects to further understand their underlying mechanisms.While we find no evidence to support the monotonicity model and little evidence in favor of the ability grouping model, we find stronger evidence to support the frame of reference and the invidious comparison models. Moreover, we also find that higher achieving classes improve teaching performance in math. Finally, using a simple policy experiment we find suggestive evidence that tracking students by ability potentially benefits students who end up in a low achievement class while hurting students in a high achievement class.