ADVANCES IN INFORMATION SCIENCE Big Data, Bigger Dilemmas: A Critical Review Hamid Ekbia Center for Research on Mediated Interaction (CROMI), School of Informatics and Computing, Indiana University, Bloomington, Indiana. E-mail: hekbia@indiana.edu Michael Mattioli Center for Intellectual Property, Maurer School of Law, Indiana University, Bloomington, Indiana. E-mail: mmattiol@indiana.edu Inna Kouper Center for Research on Mediated Interaction (CROMI), School of Informatics and Computing; Data to Insight Center, Pervasive Technology Institute, Indiana University, Bloomington, Indiana. E-mail: inkouper@indiana.edu G. Arave Center for Research on Mediated Interaction (CROMI), School of Informatics and Computing, Indiana University, Bloomington, Indiana. E-mail: garave@indiana.edu Ali Ghazinejad Center for Research on Mediated Interaction (CROMI), School of Informatics and Computing, Indiana University, Bloomington, Indiana. E-mail: alighazi@indiana.edu Timothy Bowman Center for Research on Mediated Interaction (CROMI), School of Informatics and Computing, Indiana University, Bloomington, Indiana. E-mail: tdbowman@indiana.edu Venkata Ratandeep Suri Center for Research on Mediated Interaction (CROMI), School of Informatics and Computing, Indiana University, Bloomington, Indiana. E-mail: vsuri@indiana.edu Andrew Tsou Center for Research on Mediated Interaction (CROMI), School of Informatics and Computing, Indiana University, Bloomington, Indiana. E-mail: atsou@indiana.edu Scott Weingart Center for Research on Mediated Interaction (CROMI), School of Informatics and Computing, Indiana University, Bloomington, Indiana. E-mail: sbweing@indiana.edu Cassidy R. Sugimoto Center for Research on Mediated Interaction (CROMI), School of Informatics and Computing, Indiana University, Bloomington, Indiana. E-mail: sugimoto@indiana.edu Received October 28, 2013; Revised February 16, 2014; Accepted March 12, 2014 © 2014 ASIS&T • Published online in Wiley Online Library (wileyonlinelibrary.com). DOI: 10.1002/asi.23294 JOURNAL OF THE ASSOCIATION FOR INFORMATION SCIENCE AND TECHNOLOGY, ••(••):••–••, 2014