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The executive function of bilingual and monolingual children: A technical efficiency approach
This paper introduces a novel approach to evaluate performance in the executive functioning skills of bilingual and monolingual children. This approach targets method- and analysis-specific issues in the field, which has reached an impasse (Antoniou et al., 2021). This study moves beyond the traditi...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9170628/ https://www.ncbi.nlm.nih.gov/pubmed/34508285 http://dx.doi.org/10.3758/s13428-021-01658-7 |
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author | Papastergiou, Athanasia Pappas, Vasileios Sanoudaki, Eirini |
author_facet | Papastergiou, Athanasia Pappas, Vasileios Sanoudaki, Eirini |
author_sort | Papastergiou, Athanasia |
collection | PubMed |
description | This paper introduces a novel approach to evaluate performance in the executive functioning skills of bilingual and monolingual children. This approach targets method- and analysis-specific issues in the field, which has reached an impasse (Antoniou et al., 2021). This study moves beyond the traditional approach towards bilingualism by using an array of executive functioning tasks and frontier methodologies, which allow us to jointly consider multiple tasks and metrics in a new measure; technical efficiency (TE). We use a data envelopment analysis technique to estimate TE for a sample of 32 Greek–English bilingual and 38 Greek monolingual children. In a second stage, we compare the TE of the groups using an ANCOVA, a bootstrap regression, and a k-means nearest-neighbour technique, while controlling for a range of background variables. Results show that bilinguals have superior TE compared to their monolingual counterparts, being around 6.5% more efficient. Robustness tests reveal that TE yields similar results to the more complex conventional MANCOVA analyses, while utilising information in a more efficient way. By using the TE approach on a relevant existing dataset, we further highlight TE’s advantages compared to conventional analyses; not only does TE use a single measure, instead of two principal components, but it also allows more group observations as it accounts for differences between the groups by construction. |
format | Online Article Text |
id | pubmed-9170628 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-91706282022-06-08 The executive function of bilingual and monolingual children: A technical efficiency approach Papastergiou, Athanasia Pappas, Vasileios Sanoudaki, Eirini Behav Res Methods Article This paper introduces a novel approach to evaluate performance in the executive functioning skills of bilingual and monolingual children. This approach targets method- and analysis-specific issues in the field, which has reached an impasse (Antoniou et al., 2021). This study moves beyond the traditional approach towards bilingualism by using an array of executive functioning tasks and frontier methodologies, which allow us to jointly consider multiple tasks and metrics in a new measure; technical efficiency (TE). We use a data envelopment analysis technique to estimate TE for a sample of 32 Greek–English bilingual and 38 Greek monolingual children. In a second stage, we compare the TE of the groups using an ANCOVA, a bootstrap regression, and a k-means nearest-neighbour technique, while controlling for a range of background variables. Results show that bilinguals have superior TE compared to their monolingual counterparts, being around 6.5% more efficient. Robustness tests reveal that TE yields similar results to the more complex conventional MANCOVA analyses, while utilising information in a more efficient way. By using the TE approach on a relevant existing dataset, we further highlight TE’s advantages compared to conventional analyses; not only does TE use a single measure, instead of two principal components, but it also allows more group observations as it accounts for differences between the groups by construction. Springer US 2021-09-10 2022 /pmc/articles/PMC9170628/ /pubmed/34508285 http://dx.doi.org/10.3758/s13428-021-01658-7 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Papastergiou, Athanasia Pappas, Vasileios Sanoudaki, Eirini The executive function of bilingual and monolingual children: A technical efficiency approach |
title | The executive function of bilingual and monolingual children: A technical efficiency approach |
title_full | The executive function of bilingual and monolingual children: A technical efficiency approach |
title_fullStr | The executive function of bilingual and monolingual children: A technical efficiency approach |
title_full_unstemmed | The executive function of bilingual and monolingual children: A technical efficiency approach |
title_short | The executive function of bilingual and monolingual children: A technical efficiency approach |
title_sort | executive function of bilingual and monolingual children: a technical efficiency approach |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9170628/ https://www.ncbi.nlm.nih.gov/pubmed/34508285 http://dx.doi.org/10.3758/s13428-021-01658-7 |
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