The era of behavioural big data has created new avenues for data science research, with many new contributions stemming from academic researchers. Yet data controlled by platforms, such as Facebook, Tiktok or Youtube, have become increasingly difficult for academics to access. Authors Travis Greene, David Martens and Galit Shmueli discuss the consequences, and encourage academics to take on new roles in promoting platform transparency and public debate.