Student achievement and principal value added: the case of Brazilian schools

Detalhes bibliográficos
Autor(a) principal: Sarabanda, Murilo Sá Rocha
Data de Publicação: 2024
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Biblioteca Digital de Teses e Dissertações da USP
Texto Completo: https://www.teses.usp.br/teses/disponiveis/12/12138/tde-04072024-103435/
Resumo: School leadership and management are discerning factors between schools with great influence over other school characteristics. We study principal effects in Brazil using value-added models that introduce the joint estimation of principal, school and teacher effects in a parsimonious manner. First, we detail the construction of a student panel linking test scores to teacher, classroom and principal allocation by merging several datasets from different sources, paving the way for future research requiring such information. We propose two classes of models for this endeavour: a group of parametric fixed effects models, and a semi-parametric model exploring the within-school variance in effects following principal turnover, for which we propose an extension to encompass teacher effects. Additionally, we seek to investigate a possible cause of principal value-added variation by studying the association of these estimates to a management practice instrument based on principal interviews. While our parametric model estimation stumbles on a series of difficulties, rendering frail principal value-added estimates, our semi-parametric model points to a result aligned with the literature: a higher principal effect variance is associated with a score 8% to 12% of a standard deviation higher in mathematics and Portuguese. Our management practice analysis inherit the frail results from the principal value-added measure estimates, on which they were contingent. Estimation setbacks, originating both in data and in our modelling, are discussed and paths ahead in this research agenda are presented.
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spelling Student achievement and principal value added: the case of Brazilian schoolsDesempenho escolar e valor adicionado de diretor: o caso de escolas brasileirasDesempenho escolarEfeitos de diretorManagement practicesPráticas gestorasPrincipal effectsStudent achievementValor adicionadoValue-addedSchool leadership and management are discerning factors between schools with great influence over other school characteristics. We study principal effects in Brazil using value-added models that introduce the joint estimation of principal, school and teacher effects in a parsimonious manner. First, we detail the construction of a student panel linking test scores to teacher, classroom and principal allocation by merging several datasets from different sources, paving the way for future research requiring such information. We propose two classes of models for this endeavour: a group of parametric fixed effects models, and a semi-parametric model exploring the within-school variance in effects following principal turnover, for which we propose an extension to encompass teacher effects. Additionally, we seek to investigate a possible cause of principal value-added variation by studying the association of these estimates to a management practice instrument based on principal interviews. While our parametric model estimation stumbles on a series of difficulties, rendering frail principal value-added estimates, our semi-parametric model points to a result aligned with the literature: a higher principal effect variance is associated with a score 8% to 12% of a standard deviation higher in mathematics and Portuguese. Our management practice analysis inherit the frail results from the principal value-added measure estimates, on which they were contingent. Estimation setbacks, originating both in data and in our modelling, are discussed and paths ahead in this research agenda are presented.A liderança e a gestão escolar são fatores que diferenciam escolas e detém grande influência sobre outras características escolares. Nós estudamos o efeito de diretores no Brasil através de modelos de valor adicionado que incorporam a estimação conjunta de efeitos de diretor, escola e professor de forma parcimoniosa. Primeiro, detalhamos a construção de um painel de alunos que liga o desempenho destes com a alocação de professores, turmas e diretores por meio do cruzamento de vários bancos de dados de origens diferentes, oferecendo um guia para pesquisas futuras que demandem essas informações. Propomos duas classes de modelos: um grupo de modelos paramétricos de efeitos fixos, e um modelo semiparamétrico que explora a variância intra-escolar nos efeitos de diretor usando trocas de liderança, e para o qual propomos uma extensão para considerar efeitos de professores. Ainda, investigamos uma possível causa para variação nas estimativas de valor adicionado de diretores por meio de uma associação destes com um instrumento de práticas gestoras baseado em entrevistas com diretores. Enquanto nosso modelo paramétrico enfrenta uma série de restrições, rendendo estimações frágeis de valor adicionado de diretores, nosso modelo semiparamétrico apresenta resultados em linha com a literatura: uma variância maior de efeitos de diretor está associada a resultados 8% a 12% de um desvio-padrão maiores em matemática e português. Nossa análise de práticas gestoras herda o caráter frágil das estimativas de valor adicionado de diretores, das quais dependia. Discutimos os problemas enfrentados na estimação, com origem tanto nos dados quanto na modelagem, e apresentamos direcionamentos para pesquisas futuras nesse tema.Biblioteca Digitais de Teses e Dissertações da USPCorbi, Raphael BotturaSarabanda, Murilo Sá Rocha2024-06-11info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttps://www.teses.usp.br/teses/disponiveis/12/12138/tde-04072024-103435/reponame:Biblioteca Digital de Teses e Dissertações da USPinstname:Universidade de São Paulo (USP)instacron:USPLiberar o conteúdo para acesso público.info:eu-repo/semantics/openAccesseng2024-07-10T18:12:02Zoai:teses.usp.br:tde-04072024-103435Biblioteca Digital de Teses e Dissertaçõeshttp://www.teses.usp.br/PUBhttp://www.teses.usp.br/cgi-bin/mtd2br.plvirginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.bropendoar:27212024-07-10T18:12:02Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)false
dc.title.none.fl_str_mv Student achievement and principal value added: the case of Brazilian schools
Desempenho escolar e valor adicionado de diretor: o caso de escolas brasileiras
title Student achievement and principal value added: the case of Brazilian schools
spellingShingle Student achievement and principal value added: the case of Brazilian schools
Sarabanda, Murilo Sá Rocha
Desempenho escolar
Efeitos de diretor
Management practices
Práticas gestoras
Principal effects
Student achievement
Valor adicionado
Value-added
title_short Student achievement and principal value added: the case of Brazilian schools
title_full Student achievement and principal value added: the case of Brazilian schools
title_fullStr Student achievement and principal value added: the case of Brazilian schools
title_full_unstemmed Student achievement and principal value added: the case of Brazilian schools
title_sort Student achievement and principal value added: the case of Brazilian schools
author Sarabanda, Murilo Sá Rocha
author_facet Sarabanda, Murilo Sá Rocha
author_role author
dc.contributor.none.fl_str_mv Corbi, Raphael Bottura
dc.contributor.author.fl_str_mv Sarabanda, Murilo Sá Rocha
dc.subject.por.fl_str_mv Desempenho escolar
Efeitos de diretor
Management practices
Práticas gestoras
Principal effects
Student achievement
Valor adicionado
Value-added
topic Desempenho escolar
Efeitos de diretor
Management practices
Práticas gestoras
Principal effects
Student achievement
Valor adicionado
Value-added
description School leadership and management are discerning factors between schools with great influence over other school characteristics. We study principal effects in Brazil using value-added models that introduce the joint estimation of principal, school and teacher effects in a parsimonious manner. First, we detail the construction of a student panel linking test scores to teacher, classroom and principal allocation by merging several datasets from different sources, paving the way for future research requiring such information. We propose two classes of models for this endeavour: a group of parametric fixed effects models, and a semi-parametric model exploring the within-school variance in effects following principal turnover, for which we propose an extension to encompass teacher effects. Additionally, we seek to investigate a possible cause of principal value-added variation by studying the association of these estimates to a management practice instrument based on principal interviews. While our parametric model estimation stumbles on a series of difficulties, rendering frail principal value-added estimates, our semi-parametric model points to a result aligned with the literature: a higher principal effect variance is associated with a score 8% to 12% of a standard deviation higher in mathematics and Portuguese. Our management practice analysis inherit the frail results from the principal value-added measure estimates, on which they were contingent. Estimation setbacks, originating both in data and in our modelling, are discussed and paths ahead in this research agenda are presented.
publishDate 2024
dc.date.none.fl_str_mv 2024-06-11
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://www.teses.usp.br/teses/disponiveis/12/12138/tde-04072024-103435/
url https://www.teses.usp.br/teses/disponiveis/12/12138/tde-04072024-103435/
dc.language.iso.fl_str_mv eng
language eng
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dc.rights.driver.fl_str_mv Liberar o conteúdo para acesso público.
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Liberar o conteúdo para acesso público.
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
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dc.publisher.none.fl_str_mv Biblioteca Digitais de Teses e Dissertações da USP
publisher.none.fl_str_mv Biblioteca Digitais de Teses e Dissertações da USP
dc.source.none.fl_str_mv
reponame:Biblioteca Digital de Teses e Dissertações da USP
instname:Universidade de São Paulo (USP)
instacron:USP
instname_str Universidade de São Paulo (USP)
instacron_str USP
institution USP
reponame_str Biblioteca Digital de Teses e Dissertações da USP
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repository.name.fl_str_mv Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)
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