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Are Mechanical Turk worker samples representative of health status and health behaviors in the U.S.?

INTRODUCTION: Amazon’s Mechanical Turk (MTurk) is frequently used to administer health-related surveys and experiments at a low cost, but little is known about its representativeness with regards to health status and behaviors. METHODS: A cross-sectional survey comprised of questions from the nation...

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Autores principales: Walters, Kelly, Christakis, Dimitri A., Wright, Davene R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5991724/
https://www.ncbi.nlm.nih.gov/pubmed/29879207
http://dx.doi.org/10.1371/journal.pone.0198835
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author Walters, Kelly
Christakis, Dimitri A.
Wright, Davene R.
author_facet Walters, Kelly
Christakis, Dimitri A.
Wright, Davene R.
author_sort Walters, Kelly
collection PubMed
description INTRODUCTION: Amazon’s Mechanical Turk (MTurk) is frequently used to administer health-related surveys and experiments at a low cost, but little is known about its representativeness with regards to health status and behaviors. METHODS: A cross-sectional survey comprised of questions from the nationally-representative 2014 Behavioral Risk Factor Surveillance System (BRFSS) and 2014 National Health and Nutrition Examination Survey (NHANES) was administered to 591 MTurk workers and 393 masters in 2016. Health status (asthma, depression, BMI, and general health), health behaviors (influenza vaccination, health insurance, smoking, and physical activity), and demographic characteristics of the two MTurk populations (workers and masters) were compared to each other and, using Poisson regression, to a nationally-representative BRFSS and NHANES samples. RESULTS: Workers and master demographics were similar. MTurk users were more likely to be aged under 50 years compared to the national sample (86% vs. 55%) and more likely to complete a college degree than the national sample (50% vs. 26%). Adjusting for covariates, MTurk users were less likely to be vaccinated for influenza, to smoke, to have asthma, to self-report being in excellent or very good health, to exercise, and have health insurance but over twice as likely to screen positive for depression relative to a national sample. Results were fairly consistent among different age groups. CONCLUSIONS: MTurk workers are not a generalizable population with regards to health status and behaviors; deviations did not follow a trend. Appropriate health-related uses for MTurk and ways to improve upon the generalizability of MTurk health studies are proposed.
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spelling pubmed-59917242018-06-16 Are Mechanical Turk worker samples representative of health status and health behaviors in the U.S.? Walters, Kelly Christakis, Dimitri A. Wright, Davene R. PLoS One Research Article INTRODUCTION: Amazon’s Mechanical Turk (MTurk) is frequently used to administer health-related surveys and experiments at a low cost, but little is known about its representativeness with regards to health status and behaviors. METHODS: A cross-sectional survey comprised of questions from the nationally-representative 2014 Behavioral Risk Factor Surveillance System (BRFSS) and 2014 National Health and Nutrition Examination Survey (NHANES) was administered to 591 MTurk workers and 393 masters in 2016. Health status (asthma, depression, BMI, and general health), health behaviors (influenza vaccination, health insurance, smoking, and physical activity), and demographic characteristics of the two MTurk populations (workers and masters) were compared to each other and, using Poisson regression, to a nationally-representative BRFSS and NHANES samples. RESULTS: Workers and master demographics were similar. MTurk users were more likely to be aged under 50 years compared to the national sample (86% vs. 55%) and more likely to complete a college degree than the national sample (50% vs. 26%). Adjusting for covariates, MTurk users were less likely to be vaccinated for influenza, to smoke, to have asthma, to self-report being in excellent or very good health, to exercise, and have health insurance but over twice as likely to screen positive for depression relative to a national sample. Results were fairly consistent among different age groups. CONCLUSIONS: MTurk workers are not a generalizable population with regards to health status and behaviors; deviations did not follow a trend. Appropriate health-related uses for MTurk and ways to improve upon the generalizability of MTurk health studies are proposed. Public Library of Science 2018-06-07 /pmc/articles/PMC5991724/ /pubmed/29879207 http://dx.doi.org/10.1371/journal.pone.0198835 Text en © 2018 Walters et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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
Walters, Kelly
Christakis, Dimitri A.
Wright, Davene R.
Are Mechanical Turk worker samples representative of health status and health behaviors in the U.S.?
title Are Mechanical Turk worker samples representative of health status and health behaviors in the U.S.?
title_full Are Mechanical Turk worker samples representative of health status and health behaviors in the U.S.?
title_fullStr Are Mechanical Turk worker samples representative of health status and health behaviors in the U.S.?
title_full_unstemmed Are Mechanical Turk worker samples representative of health status and health behaviors in the U.S.?
title_short Are Mechanical Turk worker samples representative of health status and health behaviors in the U.S.?
title_sort are mechanical turk worker samples representative of health status and health behaviors in the u.s.?
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5991724/
https://www.ncbi.nlm.nih.gov/pubmed/29879207
http://dx.doi.org/10.1371/journal.pone.0198835
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