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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...

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Autores principales: Krämer, Raimund J., Koch, Marco, Levacher, Julie, Schmitz, Florian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
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.
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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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