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Testing Replicability and Generalizability of the Time on Task Effect
The time on task (ToT) effect describes the relationship of the time spent on a cognitive task and the probability of successful task completion. The effect has been shown to vary in size and direction across tests and even within tests, depending on the test taker and item characteristics. Specific...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10219143/ https://www.ncbi.nlm.nih.gov/pubmed/37233332 http://dx.doi.org/10.3390/jintelligence11050082 |
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author | Krämer, Raimund J. Koch, Marco Levacher, Julie Schmitz, Florian |
author_facet | Krämer, Raimund J. Koch, Marco Levacher, Julie Schmitz, Florian |
author_sort | Krämer, Raimund J. |
collection | PubMed |
description | The time on task (ToT) effect describes the relationship of the time spent on a cognitive task and the probability of successful task completion. The effect has been shown to vary in size and direction across tests and even within tests, depending on the test taker and item characteristics. Specifically, investing more time has a positive effect on response accuracy for difficult items and low ability test-takers, but a negative effect for easy items and high ability test-takers. The present study sought to test the replicability of this result pattern of the ToT effect across samples independently drawn from the same populations of persons and items. Furthermore, its generalizability was tested in terms of differential correlations across ability tests. To this end, ToT effects were estimated for three different reasoning tests and one test measuring natural sciences knowledge in 10 comparable subsamples with a total N = 2640. Results for the subsamples were highly similar, demonstrating that ToT effects are estimated with sufficient reliability. Generally, faster answers tended to be more accurate, suggesting a relatively effortless processing style. However, with increasing item difficulty and decreasing person ability, the effect flipped to the opposite direction, i.e., higher accuracy with longer processing times. The within-task moderation of the ToT effect can be reconciled with an account on effortful processing or cognitive load. By contrast, the generalizability of the ToT effect across different tests was only moderate. Cross-test relations were stronger in relative terms if performance in the respective tasks was more strongly related. This suggests that individual differences in the ToT effect depend on test characteristics such as their reliabilities but also similarities and differences of their processing requirements. |
format | Online Article Text |
id | pubmed-10219143 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-102191432023-05-27 Testing Replicability and Generalizability of the Time on Task Effect Krämer, Raimund J. Koch, Marco Levacher, Julie Schmitz, Florian J Intell Article The time on task (ToT) effect describes the relationship of the time spent on a cognitive task and the probability of successful task completion. The effect has been shown to vary in size and direction across tests and even within tests, depending on the test taker and item characteristics. Specifically, investing more time has a positive effect on response accuracy for difficult items and low ability test-takers, but a negative effect for easy items and high ability test-takers. The present study sought to test the replicability of this result pattern of the ToT effect across samples independently drawn from the same populations of persons and items. Furthermore, its generalizability was tested in terms of differential correlations across ability tests. To this end, ToT effects were estimated for three different reasoning tests and one test measuring natural sciences knowledge in 10 comparable subsamples with a total N = 2640. Results for the subsamples were highly similar, demonstrating that ToT effects are estimated with sufficient reliability. Generally, faster answers tended to be more accurate, suggesting a relatively effortless processing style. However, with increasing item difficulty and decreasing person ability, the effect flipped to the opposite direction, i.e., higher accuracy with longer processing times. The within-task moderation of the ToT effect can be reconciled with an account on effortful processing or cognitive load. By contrast, the generalizability of the ToT effect across different tests was only moderate. Cross-test relations were stronger in relative terms if performance in the respective tasks was more strongly related. This suggests that individual differences in the ToT effect depend on test characteristics such as their reliabilities but also similarities and differences of their processing requirements. MDPI 2023-04-28 /pmc/articles/PMC10219143/ /pubmed/37233332 http://dx.doi.org/10.3390/jintelligence11050082 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Krämer, Raimund J. Koch, Marco Levacher, Julie Schmitz, Florian Testing Replicability and Generalizability of the Time on Task Effect |
title | Testing Replicability and Generalizability of the Time on Task Effect |
title_full | Testing Replicability and Generalizability of the Time on Task Effect |
title_fullStr | Testing Replicability and Generalizability of the Time on Task Effect |
title_full_unstemmed | Testing Replicability and Generalizability of the Time on Task Effect |
title_short | Testing Replicability and Generalizability of the Time on Task Effect |
title_sort | testing replicability and generalizability of the time on task effect |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10219143/ https://www.ncbi.nlm.nih.gov/pubmed/37233332 http://dx.doi.org/10.3390/jintelligence11050082 |
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