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Random Responding from Participants is a Threat to the Validity of Social Science Research Results

Research in the social sciences often relies upon the motivation and goodwill of research participants (e.g., teachers, students) to do their best on low stakes assessments of the effects of interventions. Research participants who are unmotivated to perform well can engage in random responding on o...

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Detalles Bibliográficos
Autores principales: Osborne, Jason W., Blanchard, Margaret R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Research Foundation 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3153825/
https://www.ncbi.nlm.nih.gov/pubmed/21833275
http://dx.doi.org/10.3389/fpsyg.2010.00220
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author Osborne, Jason W.
Blanchard, Margaret R.
author_facet Osborne, Jason W.
Blanchard, Margaret R.
author_sort Osborne, Jason W.
collection PubMed
description Research in the social sciences often relies upon the motivation and goodwill of research participants (e.g., teachers, students) to do their best on low stakes assessments of the effects of interventions. Research participants who are unmotivated to perform well can engage in random responding on outcome measures, which can cause substantial mis-estimation of results, biasing results toward the null hypothesis. Data from a recent educational intervention study served as an example of this problem: participants identified as random responders showed substantially lower scores than other participants on tests during the study, and failed to show growth in scores from pre- to post-test, while those not engaging in random responding showed much higher scores and significant growth over time. Furthermore, the hypothesized differences across instructional method were masked when random responders were retained in the sample but were significant when removed. We remind researchers in the social sciences to screen their data for random responding in their outcome measures in order to improve the odds of detecting effects of their interventions.
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spelling pubmed-31538252011-08-10 Random Responding from Participants is a Threat to the Validity of Social Science Research Results Osborne, Jason W. Blanchard, Margaret R. Front Psychol Psychology Research in the social sciences often relies upon the motivation and goodwill of research participants (e.g., teachers, students) to do their best on low stakes assessments of the effects of interventions. Research participants who are unmotivated to perform well can engage in random responding on outcome measures, which can cause substantial mis-estimation of results, biasing results toward the null hypothesis. Data from a recent educational intervention study served as an example of this problem: participants identified as random responders showed substantially lower scores than other participants on tests during the study, and failed to show growth in scores from pre- to post-test, while those not engaging in random responding showed much higher scores and significant growth over time. Furthermore, the hypothesized differences across instructional method were masked when random responders were retained in the sample but were significant when removed. We remind researchers in the social sciences to screen their data for random responding in their outcome measures in order to improve the odds of detecting effects of their interventions. Frontiers Research Foundation 2011-01-21 /pmc/articles/PMC3153825/ /pubmed/21833275 http://dx.doi.org/10.3389/fpsyg.2010.00220 Text en Copyright © 2011 Osborne and Blanchard. http://www.frontiersin.org/licenseagreement This is an open-access article subject to an exclusive license agreement between the authors and Frontiers Media SA, which permits unrestricted use, distribution, and reproduction in any medium, provided the original authors and source are credited.
spellingShingle Psychology
Osborne, Jason W.
Blanchard, Margaret R.
Random Responding from Participants is a Threat to the Validity of Social Science Research Results
title Random Responding from Participants is a Threat to the Validity of Social Science Research Results
title_full Random Responding from Participants is a Threat to the Validity of Social Science Research Results
title_fullStr Random Responding from Participants is a Threat to the Validity of Social Science Research Results
title_full_unstemmed Random Responding from Participants is a Threat to the Validity of Social Science Research Results
title_short Random Responding from Participants is a Threat to the Validity of Social Science Research Results
title_sort random responding from participants is a threat to the validity of social science research results
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3153825/
https://www.ncbi.nlm.nih.gov/pubmed/21833275
http://dx.doi.org/10.3389/fpsyg.2010.00220
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