In the last two decades, we have experienced a tremendous growth of the digital infrastructure, leading to an emerging web ecosystem that involves a variety of new types of services. A characteristic element of this web ecosystem is the massive increase of the amount, availability and interpretability of digitalized information—a development for which the buzzword “big data” has been coined. For research, this offers opportunities that just 20 years ago were believed to be impossible. Researchers now can access large participant pools directly using services like Amazon Mechanical Turk, they can collaborate with companies like Facebook to analyze their massive data sets, they can create own research infrastructures by, e.g., providing data-...