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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Public Library of Science
2018
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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. |
format | Online Article Text |
id | pubmed-5991724 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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