Claire M. Renzetti, Ph.D. Judi Conway Patton Endowed Chair, CRVAW

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Presentation transcript:

Benefits & Challenges of Using Amazon’s Mechanical Turk for Studying Violence Against Women Claire M. Renzetti, Ph.D. Judi Conway Patton Endowed Chair, CRVAW Professor & Chair of Sociology

Mechanical Turk (MTurk) Crowdsourcing website, owned and administered by Amazon >500,000 Workers from 190 countries (75% from US & India) ~10,000 Requesters: recruit and compensate workers for completing Human Intelligence Tasks (HITs) Mason, W., & Suri, S. (2012). Conducting behavioral research on Amazon’s Mechanical Turk. Behavior Research Methods, 44, 1-23.

MTurk Benefits & Challenges Methodological: sample and data quality Administrative or logistical

What is MTurk & how does it work for researchers? Online labor market that allows Requesters (researchers) to post tasks to be completed (HITs) by Workers Cost: compensation ranges from 1 cent - more than $10, depending on time required and level of difficulty + Amazon surcharge (min. 20%) Qualifications: 1) workers’ geographic location; 2) workers’ approval rating/% [other “qualifications” (eligibility criteria) can be specified for additional cost]

What about MTurk Workers? (MTurkers) Worker accounts are free Must be at least 18 years old Remain anonymous to Requesters through a unique Worker ID May search for HITs by keywords, time required, compensation amount, or descriptions

Who works for MTurk? (How do they compare to the US population?) Younger (average age: 30) White (Asian Americans overrepresented; Black and Hispanic Americans underrepresented) Better educated (college graduates) Underemployed Lower-middle to middle class (annual family income: $40,000-$100,000) Heterosexual & married

My sample MTurk samples Younger (average age: 30) White Better educated (college graduates) Underemployed Lower-middle to middle class Heterosexual & married 73% between 25-44 72% White; 10.6% Asian; 7.9% Black; 7.1% Hispanic 44% college degree; 13.5% graduate or professional degree 50% annual family income $70,000-$100,000 42% married and living with their partner

How representative of the general U.S. population are MTurk Workers? More representative than college student samples, but not representative of the general US population.

Why do people join the MTurk workforce? Like completing surveys To learn new things To earn money

Insufficient Effort Responding (IER) Response set in which the respondent answers survey with little or no effort Post-screening methods to identify IER are somewhat controversial due to high measurement error Time checking: exclude surveys completed in <60% of average completion time MTurkers do not have higher IER rates and do show good consistency in responses over time

Social Desirability Bias MTurk Workers score higher on social desirability measures MTurkers appear to be particularly concerned with pleasing the Requester MTurkers are no more or less likely to disclose sensitive information than other samples No reason for researchers to be more concerned about dishonesty or inconsistency among MTurk Workers

Clinical Symptoms Clinical levels of social anxiety and symptoms of depression Similar to other Internet samples Younger and female MTurk workers have the highest rates of clinical symptoms

Buyer beware