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Collecting big data with small screens: Group tests of children’s cognition with touchscreen tablets are reliable and valid

Collecting experimental cognitive data with young children usually requires undertaking one-on-one assessments, which can be both expensive and time-consuming. In addition, there is increasing acknowledgement of the importance of collecting larger samples for improving statistical power Button et al...

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Autores principales: Bignardi, Giacomo, Dalmaijer, Edwin S., Anwyl-Irvine, Alexander, Astle, Duncan E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7710155/
https://www.ncbi.nlm.nih.gov/pubmed/33269446
http://dx.doi.org/10.3758/s13428-020-01503-3
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author Bignardi, Giacomo
Dalmaijer, Edwin S.
Anwyl-Irvine, Alexander
Astle, Duncan E.
author_facet Bignardi, Giacomo
Dalmaijer, Edwin S.
Anwyl-Irvine, Alexander
Astle, Duncan E.
author_sort Bignardi, Giacomo
collection PubMed
description Collecting experimental cognitive data with young children usually requires undertaking one-on-one assessments, which can be both expensive and time-consuming. In addition, there is increasing acknowledgement of the importance of collecting larger samples for improving statistical power Button et al. (Nature Reviews Neuroscience 14(5), 365–376, 2013), and reproducing exploratory findings Open Science Collaboration (Science, 349(6251), aac4716–aac4716 2015). One way both of these goals can be achieved more easily, even with a small team of researchers, is to utilize group testing. In this paper, we evaluate the results from a novel tablet application developed for the Resilience in Education and Development (RED) Study. The RED-app includes 12 cognitive tasks designed for groups of children aged 7 to 13 to independently complete during a 1-h school lesson. The quality of the data collected was high despite the lack of one-on-one engagement with participants. Most outcomes from the tablet showed moderate or high reliability, estimated using internal consistency metrics. Tablet-measured cognitive abilities also explained more than 50% of variance in teacher-rated academic achievement. Overall, the results suggest that tablet-based, group cognitive assessments of children are an efficient, reliable, and valid method of collecting the large datasets that modern psychology requires. We have open-sourced the scripts and materials used to make the application, so that they can be adapted and used by others.
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spelling pubmed-77101552020-12-03 Collecting big data with small screens: Group tests of children’s cognition with touchscreen tablets are reliable and valid Bignardi, Giacomo Dalmaijer, Edwin S. Anwyl-Irvine, Alexander Astle, Duncan E. Behav Res Methods Article Collecting experimental cognitive data with young children usually requires undertaking one-on-one assessments, which can be both expensive and time-consuming. In addition, there is increasing acknowledgement of the importance of collecting larger samples for improving statistical power Button et al. (Nature Reviews Neuroscience 14(5), 365–376, 2013), and reproducing exploratory findings Open Science Collaboration (Science, 349(6251), aac4716–aac4716 2015). One way both of these goals can be achieved more easily, even with a small team of researchers, is to utilize group testing. In this paper, we evaluate the results from a novel tablet application developed for the Resilience in Education and Development (RED) Study. The RED-app includes 12 cognitive tasks designed for groups of children aged 7 to 13 to independently complete during a 1-h school lesson. The quality of the data collected was high despite the lack of one-on-one engagement with participants. Most outcomes from the tablet showed moderate or high reliability, estimated using internal consistency metrics. Tablet-measured cognitive abilities also explained more than 50% of variance in teacher-rated academic achievement. Overall, the results suggest that tablet-based, group cognitive assessments of children are an efficient, reliable, and valid method of collecting the large datasets that modern psychology requires. We have open-sourced the scripts and materials used to make the application, so that they can be adapted and used by others. Springer US 2020-12-02 2021 /pmc/articles/PMC7710155/ /pubmed/33269446 http://dx.doi.org/10.3758/s13428-020-01503-3 Text en © The Author(s) 2020 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
Bignardi, Giacomo
Dalmaijer, Edwin S.
Anwyl-Irvine, Alexander
Astle, Duncan E.
Collecting big data with small screens: Group tests of children’s cognition with touchscreen tablets are reliable and valid
title Collecting big data with small screens: Group tests of children’s cognition with touchscreen tablets are reliable and valid
title_full Collecting big data with small screens: Group tests of children’s cognition with touchscreen tablets are reliable and valid
title_fullStr Collecting big data with small screens: Group tests of children’s cognition with touchscreen tablets are reliable and valid
title_full_unstemmed Collecting big data with small screens: Group tests of children’s cognition with touchscreen tablets are reliable and valid
title_short Collecting big data with small screens: Group tests of children’s cognition with touchscreen tablets are reliable and valid
title_sort collecting big data with small screens: group tests of children’s cognition with touchscreen tablets are reliable and valid
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7710155/
https://www.ncbi.nlm.nih.gov/pubmed/33269446
http://dx.doi.org/10.3758/s13428-020-01503-3
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