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Capturing richer information: On establishing the validity of an interval-valued survey response mode

Obtaining quantitative survey responses that are both accurate and informative is crucial to a wide range of fields. Traditional and ubiquitous response formats such as Likert and visual analogue scales require condensation of responses into discrete or point values—but sometimes a range of options...

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Detalles Bibliográficos
Autores principales: Ellerby, Zack, Wagner, Christian, Broomell, Stephen B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9170647/
https://www.ncbi.nlm.nih.gov/pubmed/34494219
http://dx.doi.org/10.3758/s13428-021-01635-0
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author Ellerby, Zack
Wagner, Christian
Broomell, Stephen B.
author_facet Ellerby, Zack
Wagner, Christian
Broomell, Stephen B.
author_sort Ellerby, Zack
collection PubMed
description Obtaining quantitative survey responses that are both accurate and informative is crucial to a wide range of fields. Traditional and ubiquitous response formats such as Likert and visual analogue scales require condensation of responses into discrete or point values—but sometimes a range of options may better represent the correct answer. In this paper, we propose an efficient interval-valued response mode, whereby responses are made by marking an ellipse along a continuous scale. We discuss its potential to capture and quantify valuable information that would be lost using conventional approaches, while preserving a high degree of response efficiency. The information captured by the response interval may represent a possible response range—i.e., a conjunctive set, such as the real numbers between 3 and 6. Alternatively, it may reflect uncertainty in respect to a distinct response—i.e., a disjunctive set, such as a confidence interval. We then report a validation study, utilizing our recently introduced open-source software (DECSYS), to explore how interval-valued survey responses reflect experimental manipulations of several factors hypothesised to influence interval width, across multiple contexts. Results consistently indicate that respondents used interval widths effectively, and subjective participant feedback was also positive. We present this as initial empirical evidence for the efficacy and value of interval-valued response capture. Interestingly, our results also provide insight into respondents’ reasoning about the different aforementioned types of intervals—we replicate a tendency towards overconfidence for those representing epistemic uncertainty (i.e., disjunctive sets), but find intervals representing inherent range (i.e., conjunctive sets) to be well-calibrated.
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spelling pubmed-91706472022-06-08 Capturing richer information: On establishing the validity of an interval-valued survey response mode Ellerby, Zack Wagner, Christian Broomell, Stephen B. Behav Res Methods Article Obtaining quantitative survey responses that are both accurate and informative is crucial to a wide range of fields. Traditional and ubiquitous response formats such as Likert and visual analogue scales require condensation of responses into discrete or point values—but sometimes a range of options may better represent the correct answer. In this paper, we propose an efficient interval-valued response mode, whereby responses are made by marking an ellipse along a continuous scale. We discuss its potential to capture and quantify valuable information that would be lost using conventional approaches, while preserving a high degree of response efficiency. The information captured by the response interval may represent a possible response range—i.e., a conjunctive set, such as the real numbers between 3 and 6. Alternatively, it may reflect uncertainty in respect to a distinct response—i.e., a disjunctive set, such as a confidence interval. We then report a validation study, utilizing our recently introduced open-source software (DECSYS), to explore how interval-valued survey responses reflect experimental manipulations of several factors hypothesised to influence interval width, across multiple contexts. Results consistently indicate that respondents used interval widths effectively, and subjective participant feedback was also positive. We present this as initial empirical evidence for the efficacy and value of interval-valued response capture. Interestingly, our results also provide insight into respondents’ reasoning about the different aforementioned types of intervals—we replicate a tendency towards overconfidence for those representing epistemic uncertainty (i.e., disjunctive sets), but find intervals representing inherent range (i.e., conjunctive sets) to be well-calibrated. Springer US 2021-09-07 2022 /pmc/articles/PMC9170647/ /pubmed/34494219 http://dx.doi.org/10.3758/s13428-021-01635-0 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Ellerby, Zack
Wagner, Christian
Broomell, Stephen B.
Capturing richer information: On establishing the validity of an interval-valued survey response mode
title Capturing richer information: On establishing the validity of an interval-valued survey response mode
title_full Capturing richer information: On establishing the validity of an interval-valued survey response mode
title_fullStr Capturing richer information: On establishing the validity of an interval-valued survey response mode
title_full_unstemmed Capturing richer information: On establishing the validity of an interval-valued survey response mode
title_short Capturing richer information: On establishing the validity of an interval-valued survey response mode
title_sort capturing richer information: on establishing the validity of an interval-valued survey response mode
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9170647/
https://www.ncbi.nlm.nih.gov/pubmed/34494219
http://dx.doi.org/10.3758/s13428-021-01635-0
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