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Measuring how motivation affects information quality assessment: A gamification approach

PURPOSE: Existing research on the measurability of information quality (IQ) has delivered poor results and demonstrated low inter-rater agreement measured by Intra-Class Correlation (ICC) in evaluating IQ dimensions. Low ICC could result in a questionable interpretation of IQ. The purpose of this pa...

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Detalles Bibliográficos
Autores principales: Poženel, Marko, Zrnec, Aljaž, Lavbič, Dejan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9612527/
https://www.ncbi.nlm.nih.gov/pubmed/36301861
http://dx.doi.org/10.1371/journal.pone.0274811
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author Poženel, Marko
Zrnec, Aljaž
Lavbič, Dejan
author_facet Poženel, Marko
Zrnec, Aljaž
Lavbič, Dejan
author_sort Poženel, Marko
collection PubMed
description PURPOSE: Existing research on the measurability of information quality (IQ) has delivered poor results and demonstrated low inter-rater agreement measured by Intra-Class Correlation (ICC) in evaluating IQ dimensions. Low ICC could result in a questionable interpretation of IQ. The purpose of this paper is to analyse whether assessors’ motivation can facilitate ICC. METHODOLOGY: To acquire the participants’ views of IQ, we designed a survey as a gamified process. Additionally, we selected Web study to reach a broader audience. We increased the validity of the research by including a diverse set of participants (i.e. individuals with different education, demographic and social backgrounds). FINDINGS: The study results indicate that motivation improved the ICC of IQ on average by 0.27, demonstrating an increase in measurability from poor (0.29) to moderate (0.56). The results reveal a positive correlation between motivation level and ICC, with a significant overall increase in ICC relative to previous studies. The research also identified trends in ICC for different dimensions of IQ with the best results achieved for completeness and accuracy. PRACTICAL IMPLICATIONS: The work has important practical implications for future IQ research and suggests valuable guidelines. The results of this study imply that considering raters’ motivation improves the measurability of IQ substantially. ORIGINALITY: Previous studies addressed ICC in IQ dimension evaluation. However, assessors’ motivation has been neglected. This study investigates the impact of assessors’ motivation on the measurability of IQ. Compared to the results in related work, the level of agreement achieved with the most motivated group of participants was superior.
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spelling pubmed-96125272022-10-28 Measuring how motivation affects information quality assessment: A gamification approach Poženel, Marko Zrnec, Aljaž Lavbič, Dejan PLoS One Research Article PURPOSE: Existing research on the measurability of information quality (IQ) has delivered poor results and demonstrated low inter-rater agreement measured by Intra-Class Correlation (ICC) in evaluating IQ dimensions. Low ICC could result in a questionable interpretation of IQ. The purpose of this paper is to analyse whether assessors’ motivation can facilitate ICC. METHODOLOGY: To acquire the participants’ views of IQ, we designed a survey as a gamified process. Additionally, we selected Web study to reach a broader audience. We increased the validity of the research by including a diverse set of participants (i.e. individuals with different education, demographic and social backgrounds). FINDINGS: The study results indicate that motivation improved the ICC of IQ on average by 0.27, demonstrating an increase in measurability from poor (0.29) to moderate (0.56). The results reveal a positive correlation between motivation level and ICC, with a significant overall increase in ICC relative to previous studies. The research also identified trends in ICC for different dimensions of IQ with the best results achieved for completeness and accuracy. PRACTICAL IMPLICATIONS: The work has important practical implications for future IQ research and suggests valuable guidelines. The results of this study imply that considering raters’ motivation improves the measurability of IQ substantially. ORIGINALITY: Previous studies addressed ICC in IQ dimension evaluation. However, assessors’ motivation has been neglected. This study investigates the impact of assessors’ motivation on the measurability of IQ. Compared to the results in related work, the level of agreement achieved with the most motivated group of participants was superior. Public Library of Science 2022-10-27 /pmc/articles/PMC9612527/ /pubmed/36301861 http://dx.doi.org/10.1371/journal.pone.0274811 Text en © 2022 Poženel 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
Poženel, Marko
Zrnec, Aljaž
Lavbič, Dejan
Measuring how motivation affects information quality assessment: A gamification approach
title Measuring how motivation affects information quality assessment: A gamification approach
title_full Measuring how motivation affects information quality assessment: A gamification approach
title_fullStr Measuring how motivation affects information quality assessment: A gamification approach
title_full_unstemmed Measuring how motivation affects information quality assessment: A gamification approach
title_short Measuring how motivation affects information quality assessment: A gamification approach
title_sort measuring how motivation affects information quality assessment: a gamification approach
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9612527/
https://www.ncbi.nlm.nih.gov/pubmed/36301861
http://dx.doi.org/10.1371/journal.pone.0274811
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