首页 | 本学科首页   官方微博 | 高级检索  
     


Feasibility,acceptability, and validity of crowdsourcing for collecting longitudinal alcohol use data
Authors:Justin C. Strickland  William W. Stoops
Affiliation:1. Department of PsychologyUniversity of Kentucky College of Arts and Sciences;2. Department of Behavioral ScienceUniversity of Kentucky College of Medicine;3. Department of PsychiatryUniversity of Kentucky College of Medicine
Abstract:Challenges to conducting longitudinal research include financial, time, and geographic constraints. An emerging sampling method positioned to address these concerns is crowdsourcing. This study evaluated the feasibility, acceptability, and validity of collecting intensive longitudinal alcohol use data with the crowdsourcing platform, Amazon.com 's Mechanical Turk (mTurk). Participants (N = 278) recruited from mTurk provided weekly recordings of daily alcohol and soda use over an 18‐week period. Construct and external validity was evaluated using generalized linear mixed models describing associations of between‐subject (e.g., alcohol use severity) and within‐subject (e.g., day of week) variables with prospectively collected alcohol and soda use. High response rates were observed across the 18‐week period demonstrating feasibility (64.1%‐86.8%). The design was acceptable with 94% of participants indicating they were satisfied with the procedures. Multilevel models supported construct and external validity by replicating expected associations, such as more frequent and heavier drinking by individuals with higher AUDIT scores and on weekends. These effects were specific to alcohol use and did not extend to soda consumption. These data support the feasibility, acceptability, and validity of using mTurk for intensive longitudinal data collection. Future studies may leverage this platform to generate large, geographically diverse samples for prospective behavioral analytic research.
Keywords:Mechanical Turk  mTurk  sampling  AUDIT  soda  alcohol  human
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号