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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...
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/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. |
format | Online Article Text |
id | pubmed-10672233 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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