A mutilevel decomposition of school performance using robust nonparametric frontier techniques
This article proposes a methodology for evaluating educational performance, from a multilevel perspective. We consider the use of frontier techniques rather than regression equations-the latter of which do not explore variations in students' outcomes within the same school, as this variation is...
| Autores: | , , |
|---|---|
| Tipo de recurso: | artículo |
| Fecha de publicación: | 2013 |
| País: | España |
| Institución: | Universitat Autònoma de Barcelona |
| Repositorio: | Dipòsit Digital de Documents de la UAB |
| Idioma: | inglés |
| OAI Identifier: | oai:ddd.uab.cat:140554 |
| Acceso en línea: | https://ddd.uab.cat/record/140554 https://dx.doi.org/urn:doi:10.1016/j.econedurev.2012.08.002 |
| Access Level: | acceso abierto |
| Palabra clave: | Efficiency Multilevel analysis Order-m School effectiveness |
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A mutilevel decomposition of school performance using robust nonparametric frontier techniquesThieme, ClaudioPrior Jiménez, Diego|||0000-0002-4669-2861Tortosa-Ausina, EmiliEfficiencyMultilevel analysisOrder-mSchool effectivenessThis article proposes a methodology for evaluating educational performance, from a multilevel perspective. We consider the use of frontier techniques rather than regression equations-the latter of which do not explore variations in students' outcomes within the same school, as this variation is hidden behind an average. Similar to some recent literature contributions, we use partial frontier approaches to mitigate the influence of outliers and the curse of dimensionality, yielding statistically robust results. In contrast to previous studies that use partial frontiers, we consider in our estimation idiosyncratic variables at the school, class, and student levels. Our model is applied to a sample of students in the fourth year of primary school in urban schools in Chile. The results are in line with previous ones that found that less than 30% of the variance in students' educational attainment could be attributed to their schools. Our application also corroborates the assertion that a model that considers only student-level variables would yield high inefficiencies that cannot be attributed to the school management, but rather to inadequate resource-endowment policy. In other words, when one does not consider specific variables concerning the resources allocated to the schools, the performance of those school is undervalued, largely because inefficiencies caused by suboptimal resource endowments or difficulties that arise from the socioeconomic environment are instead attributed to poor school management. 22013-01-0120132013-01-01Articlehttp://purl.org/coar/resource_type/c_6501AMhttp://purl.org/coar/version/c_ab4af688f83e57aainfo:eu-repo/semantics/articleapplication/pdfhttps://ddd.uab.cat/record/140554https://dx.doi.org/urn:doi:10.1016/j.econedurev.2012.08.002reponame:Dipòsit Digital de Documents de la UABinstname:Universitat Autònoma de BarcelonaInglésengMinisterio de Ciencia e Innovación https://doi.org/10.13039/501100004837 ECO2010-18967open accesshttp://purl.org/coar/access_right/c_abf2Aquest material està protegit per drets d'autor i/o drets afins. Podeu utilitzar aquest material en funció del que permet la legislació de drets d'autor i drets afins d'aplicació al vostre cas. Per a d'altres usos heu d'obtenir permís del(s) titular(s) de drets.https://rightsstatements.org/vocab/InC/1.0/info:eu-repo/semantics/openAccessoai:ddd.uab.cat:1405542026-06-06T12:50:31Z |
| dc.title.none.fl_str_mv |
A mutilevel decomposition of school performance using robust nonparametric frontier techniques |
| title |
A mutilevel decomposition of school performance using robust nonparametric frontier techniques |
| spellingShingle |
A mutilevel decomposition of school performance using robust nonparametric frontier techniques Thieme, Claudio Efficiency Multilevel analysis Order-m School effectiveness |
| title_short |
A mutilevel decomposition of school performance using robust nonparametric frontier techniques |
| title_full |
A mutilevel decomposition of school performance using robust nonparametric frontier techniques |
| title_fullStr |
A mutilevel decomposition of school performance using robust nonparametric frontier techniques |
| title_full_unstemmed |
A mutilevel decomposition of school performance using robust nonparametric frontier techniques |
| title_sort |
A mutilevel decomposition of school performance using robust nonparametric frontier techniques |
| dc.creator.none.fl_str_mv |
Thieme, Claudio Prior Jiménez, Diego|||0000-0002-4669-2861 Tortosa-Ausina, Emili |
| author |
Thieme, Claudio |
| author_facet |
Thieme, Claudio Prior Jiménez, Diego|||0000-0002-4669-2861 Tortosa-Ausina, Emili |
| author_role |
author |
| author2 |
Prior Jiménez, Diego|||0000-0002-4669-2861 Tortosa-Ausina, Emili |
| author2_role |
author author |
| dc.subject.none.fl_str_mv |
Efficiency Multilevel analysis Order-m School effectiveness |
| topic |
Efficiency Multilevel analysis Order-m School effectiveness |
| description |
This article proposes a methodology for evaluating educational performance, from a multilevel perspective. We consider the use of frontier techniques rather than regression equations-the latter of which do not explore variations in students' outcomes within the same school, as this variation is hidden behind an average. Similar to some recent literature contributions, we use partial frontier approaches to mitigate the influence of outliers and the curse of dimensionality, yielding statistically robust results. In contrast to previous studies that use partial frontiers, we consider in our estimation idiosyncratic variables at the school, class, and student levels. Our model is applied to a sample of students in the fourth year of primary school in urban schools in Chile. The results are in line with previous ones that found that less than 30% of the variance in students' educational attainment could be attributed to their schools. Our application also corroborates the assertion that a model that considers only student-level variables would yield high inefficiencies that cannot be attributed to the school management, but rather to inadequate resource-endowment policy. In other words, when one does not consider specific variables concerning the resources allocated to the schools, the performance of those school is undervalued, largely because inefficiencies caused by suboptimal resource endowments or difficulties that arise from the socioeconomic environment are instead attributed to poor school management. |
| publishDate |
2013 |
| dc.date.none.fl_str_mv |
2 2013-01-01 2013 2013-01-01 |
| dc.type.none.fl_str_mv |
Article http://purl.org/coar/resource_type/c_6501 AM http://purl.org/coar/version/c_ab4af688f83e57aa |
| dc.type.openaire.fl_str_mv |
info:eu-repo/semantics/article |
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article |
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https://ddd.uab.cat/record/140554 https://dx.doi.org/urn:doi:10.1016/j.econedurev.2012.08.002 |
| url |
https://ddd.uab.cat/record/140554 https://dx.doi.org/urn:doi:10.1016/j.econedurev.2012.08.002 |
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Inglés eng |
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Inglés |
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eng |
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Ministerio de Ciencia e Innovación https://doi.org/10.13039/501100004837 ECO2010-18967 |
| dc.rights.none.fl_str_mv |
open access http://purl.org/coar/access_right/c_abf2 https://rightsstatements.org/vocab/InC/1.0/ |
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info:eu-repo/semantics/openAccess |
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open access http://purl.org/coar/access_right/c_abf2 https://rightsstatements.org/vocab/InC/1.0/ |
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openAccess |
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application/pdf |
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reponame:Dipòsit Digital de Documents de la UAB instname:Universitat Autònoma de Barcelona |
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Universitat Autònoma de Barcelona |
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