Jacob Metcalf of the Data & Society Research Institute and Kate Crawford of Microsoft Research, MIT Center for Civic Media, and New York University Information Law Institute (I think those are three different things) want to subject Big Data research to IRB review, at least in universities. Their argument rests on shaky premises.
[Jacob Metcalf and Kate Crawford, “Where Are Human Subjects in Big Data Research? The Emerging Ethics Divide,” Big Data & Society 3, no. 1 (January–June 2016): 1–14, doi:10.1177/2053951716650211.]