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The Effects of Personalized Nudges on Cognitively Disengaged Student Behavior in Low-Stakes Assessments

In educational settings, students rely on metacognitive processes to determine whether or not to exert effort. We investigated ways to minimize cognitively disengaged responses (i.e., not-fully-effortful responses) during a low-stakes mathematics assessment. Initially, we established theory-driven t...

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Detalles Bibliográficos
Autores principales: Arslan, Burcu, Finn, Bridgid
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10672233/
https://www.ncbi.nlm.nih.gov/pubmed/37998703
http://dx.doi.org/10.3390/jintelligence11110204
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author Arslan, Burcu
Finn, Bridgid
author_facet Arslan, Burcu
Finn, Bridgid
author_sort Arslan, Burcu
collection PubMed
description In educational settings, students rely on metacognitive processes to determine whether or not to exert effort. We investigated ways to minimize cognitively disengaged responses (i.e., not-fully-effortful responses) during a low-stakes mathematics assessment. Initially, we established theory-driven time thresholds for each item to detect such responses. We then administered the test to 800 eighth-graders across three conditions: (a) control (n = 271); (b) instruction (n = 267); and (c) nudge (n = 262). In the instruction condition, students were told to exert their best effort before starting the assessment. In the nudge condition, students were prompted to give their best effort following each first-attempt response that was both incorrect and not-fully-effortful. Therefore, students had multiple opportunities to adjust their level of effort. Nudges, but not effort instruction, significantly reduced students’ not-fully-effortful responses. Neither the nudges nor the effort instruction significantly impacted performance. In a post-test survey, most students reported that they received nudges whenever they did not know the answer (55%). Overall, these findings suggest that while nudges reduce cognitively disengaged responses, most students appear to strategically modulate their level of effort based on self-monitoring their knowledge and response effort.
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spelling pubmed-106722332023-10-28 The Effects of Personalized Nudges on Cognitively Disengaged Student Behavior in Low-Stakes Assessments Arslan, Burcu Finn, Bridgid J Intell Article In educational settings, students rely on metacognitive processes to determine whether or not to exert effort. We investigated ways to minimize cognitively disengaged responses (i.e., not-fully-effortful responses) during a low-stakes mathematics assessment. Initially, we established theory-driven time thresholds for each item to detect such responses. We then administered the test to 800 eighth-graders across three conditions: (a) control (n = 271); (b) instruction (n = 267); and (c) nudge (n = 262). In the instruction condition, students were told to exert their best effort before starting the assessment. In the nudge condition, students were prompted to give their best effort following each first-attempt response that was both incorrect and not-fully-effortful. Therefore, students had multiple opportunities to adjust their level of effort. Nudges, but not effort instruction, significantly reduced students’ not-fully-effortful responses. Neither the nudges nor the effort instruction significantly impacted performance. In a post-test survey, most students reported that they received nudges whenever they did not know the answer (55%). Overall, these findings suggest that while nudges reduce cognitively disengaged responses, most students appear to strategically modulate their level of effort based on self-monitoring their knowledge and response effort. MDPI 2023-10-28 /pmc/articles/PMC10672233/ /pubmed/37998703 http://dx.doi.org/10.3390/jintelligence11110204 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
Arslan, Burcu
Finn, Bridgid
The Effects of Personalized Nudges on Cognitively Disengaged Student Behavior in Low-Stakes Assessments
title The Effects of Personalized Nudges on Cognitively Disengaged Student Behavior in Low-Stakes Assessments
title_full The Effects of Personalized Nudges on Cognitively Disengaged Student Behavior in Low-Stakes Assessments
title_fullStr The Effects of Personalized Nudges on Cognitively Disengaged Student Behavior in Low-Stakes Assessments
title_full_unstemmed The Effects of Personalized Nudges on Cognitively Disengaged Student Behavior in Low-Stakes Assessments
title_short The Effects of Personalized Nudges on Cognitively Disengaged Student Behavior in Low-Stakes Assessments
title_sort effects of personalized nudges on cognitively disengaged student behavior in low-stakes assessments
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10672233/
https://www.ncbi.nlm.nih.gov/pubmed/37998703
http://dx.doi.org/10.3390/jintelligence11110204
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