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Does eye-tracking have an effect on economic behavior?
Eye-tracking is becoming an increasingly popular tool for understanding the underlying behavior driving human decisions. However, an important unanswered methodological question is whether the use of an eye-tracking device itself induces changes in participants’ behavior. We study this question usin...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8341649/ https://www.ncbi.nlm.nih.gov/pubmed/34351921 http://dx.doi.org/10.1371/journal.pone.0254867 |
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author | Kee, Jennifer Knuth, Melinda Lahey, Joanna N. Palma, Marco A. |
author_facet | Kee, Jennifer Knuth, Melinda Lahey, Joanna N. Palma, Marco A. |
author_sort | Kee, Jennifer |
collection | PubMed |
description | Eye-tracking is becoming an increasingly popular tool for understanding the underlying behavior driving human decisions. However, an important unanswered methodological question is whether the use of an eye-tracking device itself induces changes in participants’ behavior. We study this question using eight popular games in experimental economics chosen for their varying levels of theorized susceptibility to social desirability bias. We implement a simple between-subject design where participants are randomly assigned to either a control or an eye-tracking treatment. In seven of the eight games, eye-tracking did not produce different outcomes. In the Holt and Laury risk assessment (HL), subjects with multiple calibration attempts demonstrated more risk averse behavior in eye-tracking conditions. However, this effect only appeared during the first five (of ten) rounds. Because calibration difficulty is correlated with eye-tracking data quality, the standard practice of removing participants with low eye-tracking data quality resulted in no difference between the treatment and control groups in HL. Our results suggest that experiments may incorporate eye-tracking equipment without inducing changes in the economic behavior of participants, particularly after observations with low quality eye-tracking data are removed. |
format | Online Article Text |
id | pubmed-8341649 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-83416492021-08-06 Does eye-tracking have an effect on economic behavior? Kee, Jennifer Knuth, Melinda Lahey, Joanna N. Palma, Marco A. PLoS One Research Article Eye-tracking is becoming an increasingly popular tool for understanding the underlying behavior driving human decisions. However, an important unanswered methodological question is whether the use of an eye-tracking device itself induces changes in participants’ behavior. We study this question using eight popular games in experimental economics chosen for their varying levels of theorized susceptibility to social desirability bias. We implement a simple between-subject design where participants are randomly assigned to either a control or an eye-tracking treatment. In seven of the eight games, eye-tracking did not produce different outcomes. In the Holt and Laury risk assessment (HL), subjects with multiple calibration attempts demonstrated more risk averse behavior in eye-tracking conditions. However, this effect only appeared during the first five (of ten) rounds. Because calibration difficulty is correlated with eye-tracking data quality, the standard practice of removing participants with low eye-tracking data quality resulted in no difference between the treatment and control groups in HL. Our results suggest that experiments may incorporate eye-tracking equipment without inducing changes in the economic behavior of participants, particularly after observations with low quality eye-tracking data are removed. Public Library of Science 2021-08-05 /pmc/articles/PMC8341649/ /pubmed/34351921 http://dx.doi.org/10.1371/journal.pone.0254867 Text en © 2021 Kee et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Kee, Jennifer Knuth, Melinda Lahey, Joanna N. Palma, Marco A. Does eye-tracking have an effect on economic behavior? |
title | Does eye-tracking have an effect on economic behavior? |
title_full | Does eye-tracking have an effect on economic behavior? |
title_fullStr | Does eye-tracking have an effect on economic behavior? |
title_full_unstemmed | Does eye-tracking have an effect on economic behavior? |
title_short | Does eye-tracking have an effect on economic behavior? |
title_sort | does eye-tracking have an effect on economic behavior? |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8341649/ https://www.ncbi.nlm.nih.gov/pubmed/34351921 http://dx.doi.org/10.1371/journal.pone.0254867 |
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