Online experiments (or A/B testing) are becoming very popular in several areas. Companies use A/B testing to incrementally improve their interface and customer experience (e.g., Google, Amazon, Facebook, Booking.com); academics from different fields run research to advance knowledge about human behaviour; online advertisers run several version of an ad to see which one attracts more …