As the societal impacts of social media become more prominent, pressure on the big tech platforms to release more data about their users and their content is likely to increase. If those companies respond by increasing the amount of information that researchers can access, look very closely: Will they let researchers study the denominator and the distribution of content online? And if not, are they afraid of what researchers will find?