Experiments by Carnegie Mellon University showed that significantly fewer women than men were shown online ads promising them help getting jobs paying more than USD 200,000, raising questions about the fairness of targeting ads online.
The study of Google ads, using a CMU-developed tool called AdFisher that runs experiments with simulated user profiles, established that the gender discrimination was real, said Anupam Datta, associate professor of computer science and of electrical and computer engineering.
"Many important decisions about the ads we see are being made by online systems. Oversight of these 'black boxes' is necessary to make sure they don't compromise our values," said Datta.
The study used the automated AdFisher tool to run 21 experiments evaluating Ad Settings, a Web page Google created to give users some control over the ads delivered to them.
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AdFisher creates hundreds of simulated users, enabling researchers to run browser-based experiments in which they can identify various effects from changes in preferences or online behaviour.
When AdFisher then reviewed the ads that were shown to the simulated users, the site most strongly associated with the male profiles was a career coaching service for executive positions paying more than USD 200,000.
"The male users were shown the high-paying job ads about 1,800 times, compared to female users who saw those ads about 300 times," said Amit Datta, a PhD student in electrical and computer engineering.
By comparison, the ads most associated with female profiles were for a generic job posting service and an auto dealer.
The study was published in the journal Proceedings on Privacy Enhancing Technologies.