Online behavioral data, such as digital traces from social media, have the potential to allow researchers an unprecedented new window into human behavior in ecologically valid everyday contexts. However, research using data is often purely observational, which limits its usefulness for identifying causal relationships. Here we review recent innovations experimental approaches studying online be...