This article originally appeared in [https://priceonomics.com/mechanical-turk-new-face-of-behavioral-science/] and belongs to the creators.
One of the more troubling things you learn about as a student of the cognitive and behavioral sciences is sampling bias.
In statistics, sampling bias is when you make general claims about an entire population based on a sample which only represents a particular chunk of that population.
Imagine somebody pours twenty yellow ping pong balls into a vase, and then twenty blue. If you immediately draw 10 balls from the top of the vase, you might come away with the mistaken impression that all the balls in the vase are blue.
If you give the vase a good shake before taking your sample, then you’ll have randomized it, eliminating the sampling bias.
Similarly, if you’re doing a study of human psychology or behavior, and sample only consists of American undergraduate students who are either: (a) need beer money, or worse yet (b) are required by the same few professors to volunteer as subjects; you might come away with the mistaken impression that all humans are like western undergraduates. In these fields they’ve become the standard subject for the species at large, which is a status they might not deserve .
In a study titled, “The Weirdest People in the World?” researchers conducted a kind of audit of studies that exclusively sample US college students — who, among other similarities, tend to hail from societies that are “Western, Educated, Industrialized, Rich, and Democratic (WEIRD)”. They found that American undergraduates in particular were vastly over-represented:
““67% of the American samples [in the Journal of Personality and Social Psychology in 2008] were composed solely of undergraduates in psychology courses. […] A randomly selected American undergraduate is more than 4,000 times more likely to be a research participant than is a randomly selected person from outside the West.””
They then compared the results of WEIRD-biased studies to studies that researched the same effect, but sampled subjects from non-WEIRD populations.
““The domains reviewed include visual perception, fairness, cooperation, spatial reasoning, categorization and inferential induction, moral reasoning, reasoning styles, self-concepts and related motivations, and the heritability of IQ. The findings suggest that members of WEIRD societies, including young children, are among the least representative populations one could find for generalizing about humans.””
““Overall, these empirical patterns suggests that we need to be less cavalier in addressing questions of human nature on the basis of data drawn from this particularly thin, and rather unusual, slice of humanity.””
The problem is, undergrads are easy — they’re around, they’re cheap, they have few qualms about sacrificing themselves for science. They’re at the “top of the vase”. This is called “convenience sampling.”
So how can researchers effectively, and economically, “shake the vase” and get a more representative sample of humans at large? Many think it involves the internet. And a growing number of them think it involves Amazon’s Mechanical Turk.
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