Literature DB >> 34562036

Concerns and recommendations for using Amazon MTurk for eating disorder research.

C Blair Burnette1, Jessica L Luzier2,3, Brooke L Bennett4, Chantel M Weisenmuller2,3, Patrick Kerr2,3, Shelby Martin1, Jillian Keener2,3, Lisa Calderwood2.   

Abstract

OBJECTIVE: Our original aim was to validate and norm common eating disorder (ED) symptom measures in a large, representative community sample of transgender adults in the United States. We recruited via Amazon Mechanical Turk (MTurk), a popular online recruitment and data collection platform both within and outside of the ED field. We present an overview of our experience using MTurk.
METHOD: Recruitment began in Spring 2020; our original target N was 2,250 transgender adults stratified evenly across the United States. Measures included a demographics questionnaire, the Eating Disorder Examination-Questionnaire, and the Eating Attitudes Test-26. Consistent with current literature recommendations, we implemented a comprehensive set of attention and validity measures to reduce and identify bot responding, data farming, and participant misrepresentation.
RESULTS: Recommended validity and attention checks failed to identify the majority of likely invalid responses. Our collection of two similar ED measures, thorough weight history assessment, and gender identity experiences allowed us to examine response concordance and identify impossible and improbable responses, which revealed glaring discrepancies and invalid data. Furthermore, qualitative data (e.g., emails received from MTurk workers) raised concerns about economic conditions facing MTurk workers that could compel misrepresentation. DISCUSSION: Our results strongly suggest most of our data were invalid, and call into question results of recently published MTurk studies. We assert that caution and rigor must be applied when using MTurk as a recruitment tool for ED research, and offer several suggestions for ED researchers to mitigate and identify invalid data.
© 2021 Wiley Periodicals LLC.

Entities:  

Keywords:  MTurk; crowdsourcing; data collection; eating disorders; online; validity

Mesh:

Year:  2021        PMID: 34562036      PMCID: PMC8992375          DOI: 10.1002/eat.23614

Source DB:  PubMed          Journal:  Int J Eat Disord        ISSN: 0276-3478            Impact factor:   4.861


  43 in total

1.  Eating Disorder Examination Questionnaire (EDE-Q) and Clinical Impairment Assessment (CIA): clinical norms and functional impairment in male and female adults with eating disorders.

Authors:  Camilla Lindvall Dahlgren; Kristin Stedal; Øyvind Rø
Journal:  Nord J Psychiatry       Date:  2017-01-13       Impact factor: 2.202

2.  Detecting computer-generated random responding in questionnaire-based data: A comparison of seven indices.

Authors:  Marc Dupuis; Emanuele Meier; Félix Cuneo
Journal:  Behav Res Methods       Date:  2019-10

3.  Examining physical activity and correlates in adults with healthy weight, overweight/obesity, or binge-eating disorder.

Authors:  Meagan M Carr; Janet A Lydecker; Marney A White; Carlos M Grilo
Journal:  Int J Eat Disord       Date:  2019-01-28       Impact factor: 4.861

4.  Individuals who self-identify as having "orthorexia nervosa" score in the clinical range on the Eating Attitudes Test-26.

Authors:  Thomas M Dunn; Nicole Hawkins; Stacey Gagliano; Kristen Stoddard
Journal:  Eat Weight Disord       Date:  2019-02-11       Impact factor: 4.652

5.  Driven exercise in the absence of binge eating: Implications for purging disorder.

Authors:  Janet A Lydecker; Megan Shea; Carlos M Grilo
Journal:  Int J Eat Disord       Date:  2017-12-07       Impact factor: 4.861

6.  Conceptualizing primary and secondary pathological exercise using available measures of excessive exercise.

Authors:  Hayley E Cunningham; Silas Pearman; Timothy D Brewerton
Journal:  Int J Eat Disord       Date:  2016-05-20       Impact factor: 4.861

7.  The importance of assessing clinical phenomena in Mechanical Turk research.

Authors:  Kimberly A Arditte; Demet Çek; Ashley M Shaw; Kiara R Timpano
Journal:  Psychol Assess       Date:  2015-08-24

8.  The Eating Attitudes Test: an index of the symptoms of anorexia nervosa.

Authors:  D M Garner; P E Garfinkel
Journal:  Psychol Med       Date:  1979-05       Impact factor: 7.723

9.  Validity of the Eating Disorder Examination Questionnaire (EDE-Q) in screening for eating disorders in community samples.

Authors:  J M Mond; P J Hay; B Rodgers; C Owen; P J V Beumont
Journal:  Behav Res Ther       Date:  2004-05

Review 10.  Emerging trends in eating disorders among sexual and gender minorities.

Authors:  Jason M Nagata; Kyle T Ganson; S Bryn Austin
Journal:  Curr Opin Psychiatry       Date:  2020-11       Impact factor: 4.787

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  8 in total

1.  Balancing data integrity concerns with ethical considerations in online research.

Authors:  Melissa Simone
Journal:  Int J Eat Disord       Date:  2022-01-07       Impact factor: 4.861

2.  Healthy orthorexia vs orthorexia nervosa: associations with body appreciation, functionality appreciation, intuitive eating and embodiment.

Authors:  Elly Anastasiades; Marios Argyrides
Journal:  Eat Weight Disord       Date:  2022-07-21       Impact factor: 3.008

3.  Experienced weight stigma, internalized weight bias, and maladaptive eating patterns among heterosexual and sexual minority individuals.

Authors:  Abigail Thorndyke Shonrock; J Caroline Miller; Rhonda Byrd; Kayla E Sall; Emily Jansen; Marissa Carraway; Lisa Campbell; Robert A Carels
Journal:  Eat Weight Disord       Date:  2022-10-12       Impact factor: 3.008

4.  Strategies and Lessons Learned During Cleaning of Data From Research Panel Participants: Cross-sectional Web-Based Health Behavior Survey Study.

Authors:  Shannon M Christy; Mariana Arevalo; Naomi C Brownstein; Junmin Whiting; Cathy D Meade; Clement K Gwede; Susan T Vadaparampil; Kristin J Tillery; Jessica Y Islam; Anna R Giuliano
Journal:  JMIR Form Res       Date:  2022-06-23

5.  Biased and inflexible interpretations of ambiguous social situations: Associations with eating disorder symptoms and socioemotional functioning.

Authors:  Michael V Bronstein; Jonas Everaert; Erich Kummerfeld; Ann F Haynos; Sophia Vinogradov
Journal:  Int J Eat Disord       Date:  2022-02-07       Impact factor: 5.791

6.  COVID-19 vaccine behaviors and intentions among a national sample of United States adults ages 18-45.

Authors:  Naomi C Brownstein; Harika Reddy; Junmin Whiting; Monica L Kasting; Katharine J Head; Susan T Vadaparampil; Anna R Giuliano; Clement K Gwede; Cathy D Meade; Shannon M Christy
Journal:  Prev Med       Date:  2022-04-07       Impact factor: 4.637

7.  New principles and new paths needed for online research in mental health: Commentary on Burnette et al. (2021).

Authors:  Kelly R Donegan; Claire M Gillan
Journal:  Int J Eat Disord       Date:  2022-01-10       Impact factor: 5.791

8.  Frustration and ennui among Amazon MTurk workers.

Authors:  Craig Fowler; Jian Jiao; Margaret Pitts
Journal:  Behav Res Methods       Date:  2022-08-26
  8 in total

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